🤖 Trending AI Subreddits - June 22, 2026

r/ClaudeCode (5 posts)

I pulled ~90,000 Reddit posts about what makes writing "sound like AI" to determine the biggest AI-slop giveaways (Part 2) (112 pts)

Comments: 60 | View on Reddit

The majority of people can instantly tell when writing is generated by AI. For those who don't intend to get into the weeds about the data, the most obvious tell is the overused em dash (of course). Right behind that are flaws that software cannot easily scan. AI writing has a flat, predictable sentence rhythm and a constant, unnatural positivity. The paragraphs look polished but say nothing. This makes AI detection incredibly difficult. The signs that human readers trust the most are unfortunat...

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[26 pts] load bearing data

[39 pts] Honestly, I feel slighted because I've started using em dashes ever since taking a writing course a decade ago and I find them super helpful for articulating your sentences—when used properly—and now all of a sudden everyone will think I let Claude write for me.

[14 pts] You didn't just imagine this, these tells are real. And these are exactly the kind of markers that most people ignore. These are exactly the kind of tells that 90% of reviewers ignore. /s

blessed terminal or barbarous desktop? (96 pts)

Comments: 42 | View on Reddit

Top Comments:

[18 pts] Never used the desktop app before. The terminal cli has done everything Ive needed. But honest question: is the desktop app better in some way? If it has a feature or ability i am missing out on, id like to know.

[10 pts] desktop also has /compact

[11 pts] Blessed terminal all the way. Your barbarous desktop propaganda will not break our resolve!

Claude's sister has entered the chat /.claire (80 pts)

Comments: 10 | View on Reddit

https://preview.redd.it/gmc8jzeydv8h1.png?width=752&format=png&auto=webp&s=e18c258fac0f5d8dda8cac76493cf94dc4b6a74b Has anyone seen claude write to .claire instead of .claude? It wrote the files and caught itself immediately, then went on it's merry way. I asked why it created the directory and got the reply: "Typo. I mistyped `.claude` as `.claire` when writing the first workflow file. I caught it, created the correct file at the right path, and deleted the `.claire` directory immediately ...

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[45 pts] It's an artifact of how LLMs work. They select the next token via a weighted random distribution, and you were simply unlucky

[17 pts] the funniest part is it making up a totally human excuse to cover up a math glitch anyway. it parses its own terminal output, realizes the folder name was wrong, and instead of admitting 'my temperature was set too high' it acts like a sleepy junior dev who hit the wrong key

[9 pts] It should've said smh like: "Apparently I'm heavily quantized"

Elevated Error Rates for Opus 4.8, Opus 4.7, Opus 4.6, and Sonnet 4.6 (79 pts)

Comments: 19 | View on Reddit

[https://status.claude.com/](https://status.claude.com/) https://preview.redd.it/vvs0tob9eq8h1.png?width=928&format=png&auto=webp&s=3279099a8297e5299e4261925b5bb1675f5b94e1

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[47 pts] As the earth trembles, thy new model walks among us. RELEASE IT

[26 pts] Great. Probably going to get my limits reset 15 hours before they were going to reset anyway.

[3 pts] I'd be fine with Opus 4.9, but its really a lite version of Fable.

Claude rly knows how to stroke my ego (70 pts)

Comments: 8 | View on Reddit

Top Comments:

[5 pts] Man, I wonder what the logic is behind it. I have had instances where it has confessed to me that it lied about certain logic. It literally said "sorry i lied..." Are some models built in a way to necessarily over extend tokens by providing lower confidence responses?

[3 pts] "A computer can never be held accountable, therefore a computer must never make a management decision"

[3 pts] "Let me internalize this correction." *gets it wrong in the next prompt in the exact same way*

r/vibecoding (5 posts)

JSON (838 pts)

Comments: 26 | View on Reddit

Top Comments:

[20 pts] https://preview.redd.it/th1eawfcet8h1.jpeg?width=1080&format=pjpg&auto=webp&s=bef510ff1b3f77a2baa247fd10f67aa970e09046

[13 pts] https://preview.redd.it/8ifeaw25gt8h1.png?width=563&format=png&auto=webp&s=4cb539433e7f9e57cde2148607466796a2a244e2

[8 pts] ![gif](giphy|kPC8HTTrfqz1MEC7R6)

Here's how I made the firewood splitting simulator (464 pts)

Comments: 30 | View on Reddit

Hey everyone, here's a quick BTS video showing how I made the firewood splitting simulator! It's a combination of 3D scanning in Polycam, working with 3D assets in Cinema 4D, a bunch of texture editing in photoshop, and recording custom sounds, and then putting everything together with Claude in Antigravity. The first prompt was about 4 pages long but of course many things were missing and I went through 25 versions refining various aspects until I was happy with it. I was using Claude Opus 4....

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[29 pts] This is awesome, thank you. I played your game last week and wondered, "How much work did he put into this?" and now I know in detail!!

[19 pts] In real life the axe gets stuck sometimes and you have to either pull it out or lift the log up a pound it down until the piece breaks. Plus the bugs. I always hated cutting wood

[8 pts] Finally someone who put actual work into an app that goes beyond what Claude can do. Really great idea and problem solving! Thanks for sharing!

Made my first $1,000 vibecoding (300 pts)

Comments: 111 | View on Reddit

About 8 months ago I decided to build my first app. I literally just remembered a viral video about turning a drawing into a youtube thumbnail with AI. Searched if it was on the app store. Nothing. Looked on the web and it was there. So I Just developed the idea into a ios app. The app is now live on the App Store and recently crossed **$1,000 in total sales**. A few stats: * **$1,000+ in sales** * **$860+ in proceeds** * **iOS Only** Most of the growth came ASO and organic videos. I haven...

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[70 pts] Why would anyone pay for this? It's just a Gemini wrapper? Why wouldn't one just use Gemini? I guess people are dumb and clueless.

[11 pts] Nice work shipping something people actually want to pay for, that's the hard part most people skip over.

[8 pts] What are the operating costs

This weekend's project at school. Realtime style change on camera with hand gestures. (215 pts)

Comments: 26 | View on Reddit

Here is this weekend's project at school. The goal was to control and modify the live video stream using hand gestures. The main task is to investigate the services and architecture behind it, figure out how it works, and then explain it in detail. As for the book, I was curious about how its cover would be changed. Maybe it will also inspire a few students to look it up, explore it, and perhaps even read it. Still a little buggy, but here is the source code: [https://github.com/ahmetvural...

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[14 pts] Weekend project as in... You built this in one weekend?🫡🔥

[8 pts] Very cool man, your students are super lucky

[4 pts] What class do you teach? :)

If AI has ruined software development, why am I coding in the sun with a pint and having a lovely time? (177 pts)

Comments: 58 | View on Reddit

“OOOooo nooo! AI has ruined software development. The craft is dead. It’s never been worse.” Meanwhile, I’m a software developer with 10 years’ experience, sat in the garden at 3pm on a Monday during a British heatwave, laptop open, pint in hand, watching Claude Code calmly work through the implementation loop I mapped out this morning.. Five years ago, I’d have been indoors like a POW, vitamin D deficient, pulling my hair out because 1 tiny config value, import, dependency permission, environ...

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[46 pts] Completely agreed - Yes, it's a lot easier to produce garbage code now than before. But if you have even a vague idea of what you're doing, it's also a lot easier to produce good code. I understand the concerns about the ethics of AI usage, but the people criticizing the quality of the code are really mostly telling on themselves, and their inability to effectively use modern tools.

[9 pts] Generally because of jobs The old ways of grinding leetcode and getting into a FAANG and sitting around doing nothing are gone. Since Musk made it popular and possible to fire and fire a lot big public tech only companies have done it and Zuck fires everyone to hire a couple of AI "rockstars" and bets everything on AI So basically AI has changed the world not because of vibecoding but because the economic incentive has changed. And such people may not want to work in ordinary product companies making an ordinary wage but want the FAANG wage so they see it as the death of a career because it isnt worth it to them to be in tech in the first place without the FAANG salary. And they cant navigate the processes or procedures of non FAANG like companies

[9 pts] I don’t disagree with most of your framing, but for the sake of debate, I think the real question isn’t whether the craft of coding is dead. I think the question is how long will developers with your level of experience still be needed in the same numbers as they are today, and what does that mean for compensation? AI may be making experienced developers more productive and making the work itself more enjoyable. But if one senior developer can now do the work that previously required several people, it’s reasonable to ask whether the market will continue to support the same demand and therefore the same pay levels for highly experienced engineers. It’s awesome to hear you are getting to enjoy the fruits of your prior work and labor, it’s just I think this could be a calm before the storm so to speak.

r/ChatGPTCoding (0 posts)

No top posts found for the past day.

r/Cursor (5 posts)

How did we get so poor? (157 pts)

Comments: 7 | View on Reddit

The family and food on the table is AI-generated btw, I gambled away my family for AI tokens. Meme from [ijustvibecodedthis.com](http://ijustvibecodedthis.com) (Anthropic's AI coding newsletter)

Top Comments:

[2 pts] think of the tokens😔✊

[1 pts] 😂

[1 pts] Copy paste, copy paste. Why don't you create your own meme?

Linus Torvalds took the stage at Open Source Summit 2026 and said the following about AI (111 pts)

Comments: 32 | View on Reddit

"When I see people saying 99% of our code is written by AI, I literally get angry. Because those same people, I can pretty much guarantee, 100% of their code is written by compilers. But they never say that." He is not anti AI. The Linux kernel saw a 20% jump in submissions this release because of AI tools. He uses it. He gets it. His point is something most people are too afraid to say. AI is a productivity tool exactly like compilers were. Compilers boosted programming by 1000x. AI adds ano...

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[122 pts] > Linus has been building real systems for 35 years. When he talks, engineers listen. please make better slop

[20 pts] I am myself an opensource contributor. And I am really frustrated by people who run claw at night when they are sleeping and submit 30 PRs to different open source projects just to show high contributions. Open source drown is real. Challenging part is you will never know whether that PR really works or not. The onus to find that out is on the maintainer of the project.

[9 pts] I mean you’ve got to be bold to believe we can leverage Linus’s point of view to defend our vibecode slop. He’s a badass doing something common folk do, not a common folk trying to be badass. We don’t inherit his legitimacy 😅

Why Cursor don't have GLM models? (71 pts)

Comments: 48 | View on Reddit

GLM-5.2 is currently ranked #2 on the Arena leaderboard, but since Claude Fable 5 isn’t actively being sampled right now, **GLM-5.2 is practically the #1 available model** for coding. Despite its top-tier performance, Cursor has never natively supported GLM models. Given how well it performs on Code Arena, it would be awesome to see it integrated. Anyone know why they've completely skipped over the GLM series, or if there are plans to add it?

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[57 pts] It will come under the name of Composer 3 mate. That's how they do.

[8 pts] Nobody is answering the actual question, why is it not available? that was the only reason kept cursor until now, a way to try different models with one single account, in the end I'll just keep VSCode+Codex+ClaudeCode

[6 pts] You can get glm5.2 in cursor: Custom model->Nebius api key (open ai compatible). Works fine for me

How do you get Cursor to build premium SaaS UI instead of generic AI-looking interfaces? (11 pts)

Comments: 22 | View on Reddit

UPDATE: Using Claude Design then exporting it as a Zip and giving it to Cursor works really well. I’ve been using Cursor to build a web app with React, Next.js, and Tailwind, but I’m struggling to get the UI to feel genuinely premium. No matter how detailed my prompts are, the output often ends up looking like a typical AI-generated dashboard: \- cramped layouts \- too many cards \- default Tailwind styling \- generic icons \- weak visual hierarchy \- inconsistent spacing \- das...

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[5 pts] Just create a design system as a skill.

[8 pts] The biggest unlock for me was giving Cursor actual design reference instead of just describing what I wanted. I keep a ui-system.md in the repo with the color palette, spacing scale, component patterns, and links or screenshots pointing at the exact aesthetic I'm going for. When it has concrete reference it stops defaulting to the generic shadcn-out-of-the-box look. Also worth being explicit about what NOT to do. Something like 'no gradient hero sections, no floating drop shadows, flat minimal borders only' cuts a lot of the generic AI slop before it even appears. For the system prompt, referencing real products helps too. 'Match the density and hierarchy of Linear's sidebar' lands better than 'make it look premium.' If you're running Cursor as part of a more structured agent workflow, building a review step before PRs land also helps catch the generic stuff consistently. I've been using AgentRail (https://agentrail.app) for that kind of thing since it wraps the full loop from issue to ship and integrates with Cursor natively, so you can enforce style standards as part of the pipeline rather than catching it after the fact.

[2 pts] At first I made a mockup with lovable and told cursor to implement the design but then I found [this skill](https://github.com/ConardLi/garden-skills/tree/main/skills%2Fweb-design-engineer) and it's great. Just tell cursor to add it to your project and it supercharges you frontend.

Does anyone else feel like Cursor Pro is basically mandatory now if you actually want to get work done? (9 pts)

Comments: 31 | View on Reddit

i started on the free tier and it was fine for like a week. then i hit the request limit mid-project and had to wait until the next day to finish a feature. that was the moment i caved and got Pro now im on Pro and honestly the "unlimited" requests aren't really unlimited. i feel like i get throttled after heavy agent mode sessions. like ill be cranking on a refactor and suddenly the responses get slower and slower i know theres Ultra now but $200 a month is insane for an individual dev. my co...

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[8 pts] Using deepseek v4 Pro with cursor $20 plan using own deepseek API key and it's the best combo I ever used this year. Deepseek is so cheap for the value and we love Cursor as IDE and tab completitions

[4 pts] just curious is auto mode not good enough for your work? i know other premium models are better but i feel like if u can give a detailed prompt, the outputu is better even in auto mode.

[5 pts] I’d never tried Cursor until today, figured I’d give it a whirl. Asked for a code review of a PR with Composer on the free tier. Did a pretty decent job, but I was locked out after that 1 prompt fwiw. Inclined to say it’s a bug as my quota shows 98% remaining. But the UI says I’m done for, and I’m getting auto-emailed prompting to upgrade now that I’ve exhausted free, soooo who knows what’s true.

r/Cline (1 posts)

Best free model for Cline? (3 pts)

Comments: 6 | View on Reddit

Hi everyone, I’m using Cline mainly for VBA, PowerShell, Python and Excel automation. So far I’ve been using DeepSeek V4 Flash Free with the Cline Provider, and it works ok. What free model do you recommend for coding and reasoning? Is DeepSeek V4 Flash Free still one of the best options, or is there something better? Also, is it worth adding credits for paid models, or are the free models good enough for most tasks? Thanks!

Top Comments:

[2 pts] remotely hosted models I THINK its that deepseek that u did mention BUT free for real are locally hosted models! i love models from mistral, qwen family model and gemma4 :)

[1 pts] I like potato

[1 pts] deepseek v4 flash is still the best free pick for that kind of scripting, glm 5.2 codes better but its cheap-paid not free, and honestly for vba/powershell/excel automation the free tier is plenty, you only need paid for big multi file agentic stuff

r/VibeCodeDevs (5 posts)

After 11 Months, My First Product Crossed $50 in Revenue 🎉 (18 pts)

Comments: 9 | View on Reddit

# After 11 Months, My First Product Crossed $50 in Revenue 🎉 11 months ago, I launched [TextBehindObject](http://TextBehindObject.xyz), a simple tool that helps creators create thumbnails with text behind objects in just a few clicks. At that time, I thought building the product would be the hard part. I was wrong. Getting people to discover your product is much harder than writing code. For the first 2 months, I actively promoted it on Reddit and X. Then I got a client project and shifted ...

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[1 pts] Hey u/Capable_Cut_382, thanks for posting in r/VibeCodeDevs! Join our Discord: https://discord.gg/KAmAR8RkbM Got startup or SaaS questions? Post them on r/AskFounder and get answers from real founders. • This community is designed to be open and creator‑friendly, with minimal restrictions on promotion and self‑promotion as long as you add value and don’t spam. • Please follow the subreddit rules so we can keep things as relaxed and free as possible for everyone. • Please make sure you’ve read the subreddit rules in the sidebar before posting or commenting. • For better feedback, include your tech stack, experience level, and what kind of help or feedback you’re looking for. • Be respectful, constructive, and helpful to other members. If your post was removed (either automatically or by a mod) and you believe it was a mistake, please contact the mod team. We will review it and, when appropriate, approve it within 24 hours. *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/VibeCodeDevs) if you have any questions or concerns.*

[4 pts] This has to be a shitpost

[2 pts] Eleven months in and fifty bucks still counts when discovery is the part nobody warns you about.

I built an open-source Tinkercad-style 3D editor because modern CAD feels like punishment (9 pts)

Comments: 7 | View on Reddit

Top Comments:

[1 pts] Hey u/FlatCarrot3943, thanks for posting in r/VibeCodeDevs! Join our Discord: https://discord.gg/KAmAR8RkbM Got startup or SaaS questions? Post them on r/AskFounder and get answers from real founders. • This community is designed to be open and creator‑friendly, with minimal restrictions on promotion and self‑promotion as long as you add value and don’t spam. • Please follow the subreddit rules so we can keep things as relaxed and free as possible for everyone. • Please make sure you’ve read the subreddit rules in the sidebar before posting or commenting. • For better feedback, include your tech stack, experience level, and what kind of help or feedback you’re looking for. • Be respectful, constructive, and helpful to other members. If your post was removed (either automatically or by a mod) and you believe it was a mistake, please contact the mod team. We will review it and, when appropriate, approve it within 24 hours. *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/VibeCodeDevs) if you have any questions or concerns.*

[2 pts] That's a good idea, I like how simple TinkerCad is when I need a very quick design but not a fan of needing to open another tab to do so. Share the github link to your app, I want to check it out.

[1 pts] CAD tools live or die on snap tolerances, curious how yours handles messy meshes.

Is reading AI-generated code becoming overrated? (6 pts)

Comments: 52 | View on Reddit

This might be an unpopular opinion, but I'm starting to wonder whether the ability to read every line of AI-generated code is becoming less important than people claim. Don't get me wrong—understanding code is still valuable. But as models keep improving, it feels like the real bottlenecks are shifting toward: * Defining the right requirements * Designing the architecture * Knowing what good output looks like * Testing and validating results * Identifying edge cases and failure modes In many ...

Top Comments:

[1 pts] Hey u/princenocode, thanks for posting in r/VibeCodeDevs! Join our Discord: https://discord.gg/KAmAR8RkbM Got startup or SaaS questions? Post them on r/AskFounder and get answers from real founders. • This community is designed to be open and creator‑friendly, with minimal restrictions on promotion and self‑promotion as long as you add value and don’t spam. • Please follow the subreddit rules so we can keep things as relaxed and free as possible for everyone. • Please make sure you’ve read the subreddit rules in the sidebar before posting or commenting. • For better feedback, include your tech stack, experience level, and what kind of help or feedback you’re looking for. • Be respectful, constructive, and helpful to other members. If your post was removed (either automatically or by a mod) and you believe it was a mistake, please contact the mod team. We will review it and, when appropriate, approve it within 24 hours. *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/VibeCodeDevs) if you have any questions or concerns.*

[4 pts] I use a different perspective on all this. Instead of seeing all this as a developer using AI to pair program, look at it as if you are a manager and AI is your team of developers. As a manager of humans for 16+ years, I didn't have time to read all the code and had to mostly trust my developers. As others here called out, if the tests all passed and the goals were hit, then ship it. For me, building with AI is just like being a real engineering manager of real Jr developers.

[2 pts] If you can’t read your code, are you really in control over your software?

I just got approved for my first submission 😬😬😬 (4 pts)

Comments: 2 | View on Reddit

Wasn’t expecting this, I’ve been working on a golf app for almost 3 months, submitted the app for iOS review last week to be published to the App Store. Which I know can be a black box as they check everything… I was expecting to miss things, so I submitted it to see what I’m missing, but I just got approval on my first submission! It’s set for manual release, so it’s not in store yet, just gotta hit a button..but I’m still scared to release it 🤣

Top Comments:

[1 pts] Hey u/Young_Dweezy, thanks for posting in r/VibeCodeDevs! Join our Discord: https://discord.gg/KAmAR8RkbM Got startup or SaaS questions? Post them on r/AskFounder and get answers from real founders. • This community is designed to be open and creator‑friendly, with minimal restrictions on promotion and self‑promotion as long as you add value and don’t spam. • Please follow the subreddit rules so we can keep things as relaxed and free as possible for everyone. • Please make sure you’ve read the subreddit rules in the sidebar before posting or commenting. • For better feedback, include your tech stack, experience level, and what kind of help or feedback you’re looking for. • Be respectful, constructive, and helpful to other members. If your post was removed (either automatically or by a mod) and you believe it was a mistake, please contact the mod team. We will review it and, when appropriate, approve it within 24 hours. *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/VibeCodeDevs) if you have any questions or concerns.*

[1 pts] That means you haven’t beta tested it… well, good luck. 👍

I spent a month and a half creating such a game. (5 pts)

Comments: 1 | View on Reddit

It already available on Google Play.

Top Comments:

[1 pts] Hey u/UserSergeyB, thanks for posting in r/VibeCodeDevs! Join our Discord: https://discord.gg/KAmAR8RkbM Got startup or SaaS questions? Post them on r/AskFounder and get answers from real founders. • This community is designed to be open and creator‑friendly, with minimal restrictions on promotion and self‑promotion as long as you add value and don’t spam. • Please follow the subreddit rules so we can keep things as relaxed and free as possible for everyone. • Please make sure you’ve read the subreddit rules in the sidebar before posting or commenting. • For better feedback, include your tech stack, experience level, and what kind of help or feedback you’re looking for. • Be respectful, constructive, and helpful to other members. If your post was removed (either automatically or by a mod) and you believe it was a mistake, please contact the mod team. We will review it and, when appropriate, approve it within 24 hours. *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/VibeCodeDevs) if you have any questions or concerns.*

r/OnlyAIcoding (3 posts)

I created the ultimate Claude Code skill for design — the before/after speaks for itself (1 pts)

Comments: 0 | View on Reddit

Top Comments:

No comments.

🦆 Dev-Duck AI (1 pts)

Comments: 0 | View on Reddit

Hey everyone! 👋  For the Quackathon, my team and I built \*\*DevDuck AI\*\*, an AI-powered engineering assistant designed to help developers understand, navigate, and debug large codebases.  The idea came from a common problem: important project knowledge often lives in old commits, documentation, or the minds of a few team members. New developers spend a lot of time understanding the codebase, while recurring bugs often reappear because previous fixes are forgotten. &#x200B...

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No comments.

The Day AI Saved Me in a Code Review (0 pts)

Comments: 1 | View on Reddit

I'm a vibe coder and currently working as an intern in an FMCG company, few days ago two technical experts asked me some questions about my code, i literally didn't knew how code was working. Thankfully it was gmeet and i opened the antigravity and started asking the claude there and read directly the output. I wasn't knowing the terms ( like monolith etc) and still my confidence while speaking was good and they were impressed😅😅 One of them was saying you have done a wonderful work. Do you t...

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[1 pts] im gonna use claude to write a novel off my half baked idea then ill call myself a novelist. Im going to use chatgpt to create artwork for me then ill call myself an artist. Why are yall trying to pretend to be something youre not while putting in zero effort? legit question not trying to be shitty.

r/AI_Agents (5 posts)

My best automation made an employee look like she wasn't doing her job. (164 pts)

Comments: 33 | View on Reddit

Ok so I gotta tell you about this one because it still pisses me off a little. This was last fall. Logistics company, like fifteen people, and they bring me in to automate their order exception handling. Standard stuff for me at this point right.  So they've got this ops coordinator, I'll call her Sarah, and Sarah is spending like three hours every morning sorting delivery screwups in Shippo, tagging stuff in Airtable, pinging people in Slack. Every morning. And she's good at it. Like ...

Top Comments:

[39 pts] I dont know what to say. What did you expect? But furthermore, it sounds like a shitty company. Instead of appreciating Sarah's good job and give her another task when her time freed up, they preferred to blame her for having nothing to do.

[29 pts] I work for a computer-vision AI SaaS company, we basically replaced QA department's work. almsot 70% of it. The ROI for the companies using our services is huge, and also many people get laid off. This isn't a solution or an answer to your question, but I hope it makes you feel better.

[6 pts] Great that you're thinking about solutions that keep her work visible. I'm guessing that she was still doing useful things and without her on the job they're going to get an unpleasant surprise. It's a cliche where they lay off someone who doesn't seem to do anything and then later find out they had some key technical role that was propping up pretty much everything. Ultimately, this is a management screw up, not the automation consultant. But nice if you can help people avoid it.

What if AI memory worked like a brain instead of a vector database? (37 pts)

Comments: 33 | View on Reddit

Hi everyone! I built FERNme: an open-source brain-like memory layer for AI agents Most AI agent memory systems rely on vector search or LLM extraction on every turn. FERNme takes a different approach: it uses a fuzzy Hebbian graph where memories strengthen, decay, and spread activation over time, something close to how associative memory works in the brain. It supports: • zero-LLM memory writes • persistent user/project memory • forgetting and preference drift • mood and communicati...

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[5 pts] The Hebbian reinforcement angle is interesting because most memory implementations I've seen treat all stored info as equally weighted forever, which doesn't reflect how recall actually works. Curious how you're handling the decay rate, is it fixed or does it adapt based on how often a memory gets reactivated?

[3 pts] Decay is interesting, but forgotten truth can be more dangerous than retained noise. I would separate facts, preferences, and inferred associations. Facts should require explicit invalidation, while preferences and weak associations can decay. The evaluation should measure harmful recall and harmful forgetting, not only retrieval accuracy.

[2 pts] Is it scalable? I recently tried Engram for Hermes memory. it has background async pipeline to clean, and update facts and drops old facts by itself across session and keeps prompt size very small I tried it for a small hermes [usecase](https://mranand.substack.com/p/building-a-hermes-memory-plugin-for), yet to check for broader complex usage.

What AI tools are you using to organize your personal life? (28 pts)

Comments: 34 | View on Reddit

Hey everyone, would like to hear your recommendation on this. Been into AI for work and now want to use it for personal organization :) I tried to use ChatGPT but it didn’t turn out well, it became a mess pretty fast. Looking for something with a simple UI, voice chat, notes and calendar. If you have any good names, please advise. And no new vibe-coded apps pls.

Top Comments:

[5 pts] Honestly the thing that made this work for me wasn't a smarter app, it was forcing one inbox. Notes, tasks, calendar capture all go to the same place, then let AI only do cleanup like summarizing voice notes or turning brain dumps into tasks. If the tool tries to be your whole life OS it usually turns into soup fast.

[2 pts] I also had the same question a couple weeks ago. Right now I use saner to organise my life. It’s quite handy with ai chat to manage tasks notes schedule

[2 pts] Take a look at PAI. It's exactly what you're looking for and has many of the features you would expect in a digital assistant to help you out organize and improve your personal life. It's FOSS and I have no relation to the project other than I am a happy user. Biggest downside is a strong dependency of Claude Code which makes things a bit expensive. But there is a way around that, I think. Anyways, here's PAI: [https://danielmiessler.com/blog/personal-ai-infrastructure](https://danielmiessler.com/blog/personal-ai-infrastructure)

I helped a 300-person company deploy agents. A few more lessons learned (17 pts)

Comments: 15 | View on Reddit

Helping a friend deploy agents inside his company feels very different from building stuff for myself, and some of the differences were worth writing down. 1 Small companies shouldn't waste too much time on cheap models at the beginning DeepSeek is probably the default starting point for a lot of small companies. A lot of teams begin there, and it makes sense from a cost perspective. But for small and medium-sized companies, I still think it is better to start with top-tier models from day one...

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[3 pts] point 3 hits. most multi-agent stuff i've seen just compounds errors across handoffs and you cant tell which agent poisoned the run. one loop with a clear goal + hard stop is easier to debug and gets you most of the way. multi-agent only earned it for actually-parallel work imo

[2 pts] ai

[1 pts] Thank you for your submission, for any questions regarding AI, please check out our wiki at https://www.reddit.com/r/ai_agents/wiki (this is currently in test and we are actively adding to the wiki) *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/AI_Agents) if you have any questions or concerns.*

20 actually-useful agents I'm running right now (no theory, just working ones) (11 pts)

Comments: 14 | View on Reddit

Got tired of "AI agents will change everything" content with no actual recipes. Sharing a quick list of the agents I've wired up that survived past week 1: \*\*Sales / Growth:\*\* \- Lead enrichment (Clay + Claude, overnight) — drops enriched leads in my morning inbox \- Inbound qualifier reads form submissions, scores fit, drafts personalized response \- Cold email personalizer that reads each prospect's recent posts/news before writing the first line \*\*Operations:\*\* \- Inbox tria...

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[1 pts] Most of these aren't really "agents", they're glorified automations. The ones that actually qualify (inbound qualifier, contract reviewer, code review) I'd love to hear how often you're actually overriding them

[1 pts] give them a brain and they will work [https://amitpatole.github.io/verel/](https://amitpatole.github.io/verel/)

r/hermesagent (5 posts)

Mac + MLX Megathread — Hermes Agent on Apple Silicon (June 2026) (153 pts)

Comments: 32 | View on Reddit

LAST UPDATED: June 21, 2026 This is the every-question-answered reference for running Hermes Agent locally on Apple Silicon. Aggregated from 20+ r/hermesagent threads, GitHub issue trackers, independent benchmarks, and model documentation — all sourced within the last 45 days. --- ## TL;DR — What Should I Download Right Now? | Your Mac | Download This | Backend | Why | |----------|--------------|---------|-----| | 8GB | Qwen3.5-4B Q4_K_M or Gemma 4 E2B Q4 | Ollama or llama.cpp | Accept the l...

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[5 pts] Thank you for the write up, well done!

[3 pts] I love you, thank you very much

[3 pts] good write up. i'll have to check out rapid-mlx. have been using oMLX (M5) and have been pretty satisfied so far.

browser-search — three tools, zero cost, and your AI agent learns to search and browse the web (71 pts)

Comments: 23 | View on Reddit

I've been using AI agents like OpenCode, Claude Code, and Cursor for months. They're great with code, but when they need to search or browse the web, things get complicated: Cloudflare blocks them, JavaScript-heavy sites don't load, APIs cost money. So I built **browser-search**. It's three open source tools orchestrated by a skill, fully self-hosted: * **SearXNG** — metasearch engine that queries dozens of search engines at once * **Camofox** — full browser via REST API, always warm, for bro...

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[3 pts] Invisible_playwright is another tool you might want to look at. I tested it against many of the other browser options and it avoided detection when the others got 'caught'. https://github.com/feder-cr/invisible_playwright

[3 pts] I want to try it but would it require self-hosting first? so a separate docker container for hosting and then directing the agent to it? How much RAM usage etc?

[1 pts] Oooh great, I saw camofox and wanted to add it, cloakbrowser added is even better

Best subscription plan for Hermes(or Opencode) as a non-coder? (54 pts)

Comments: 53 | View on Reddit

First off, how on earth do you guys keep track of all these different AI and agent platform plans? (direct or aggregators) That aside, I’m trying to figure out which subscription plan makes the most sense for running agent workflows if you're mostly a non-coder. I don't build massive applications my main focus is just general organization(uni), workflow automation, generating small scripts, and occasionally running models in loops to parse or find data. I need access to smart, top-tier reason...

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[34 pts] Just use deepseek-v4-flash as your main model. Tell Hermes to use deepseek-v4-pro as delegation model of needed (for complex tasks). You can buy credits in deepseek.com and get an API key or buy credits in openrouter and get an API key. It's the best value for $ you can get. Deepseek is REALLY good, and absurdly cheap. $10 can last you weeks. If you're not coding very complex stuff, this is your best bet. Use a Gemini free model, like 2.5 flash, for vision (get a key in ai studio ask Hermes how to do it). Get firecrawl for web search (again, ask Hermes for it)

[7 pts] currently 5.5 just hits better on everything.

[6 pts] OpenCode Go is the best bang for your buck if you're just getting started IMO. Just $5 for the first month: Sign up here: https://opencode.ai/go?ref=C3N2Z1MZQE If you use the above link to sign up, we'll both get $5 of extra usage. If you want a non-referral link, just use this one instead: https://opencode.ai/go (NOTE: You won't get the extra $5 of usage with the non-referral link)

anyone building serious stuff with hermes agent? (51 pts)

Comments: 62 | View on Reddit

hey everyone im trying to find people who are actually making money with this stuff like real products with revenue most of what i see online is just hobby projects and cool terminal demos but has anyone here actually built a legit business or customer facing tool with hermes agent that people pay for just curious if this tech is actually ready for commercial use or if its still just in the toy phase thanks

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[22 pts] I have a profile actively searching for leads for my construction company and i set up a dashboard from where i control everything, send cold reach, keep track por favor leads status, ask the profile to take action. I have another profile doing construction bidding, quantity estimates and ops. I have the default as a chief of staff

[11 pts] I've current got 4 Hermes setups running 24x7 (3 on Macs, 1 on linux). 1. Main agent - digital assistant (paired with an AI audio clip that records the most of my day). It has pretty much the most of my days on record so I don't forget anything. Combined with calendar, email + reminders, it's working out quite reliably. Now my daily/weekly/monthly digests become a lot more useful. It's also my "developer" agent who can develop apps and websites and /or other ideas. 2. Trading agent - this one is not really a "trading" agent per se, it's more gambling as it's for polymarket. Wired it up for paper "trades" in May and so far it's doing quite well. Will be turning on live trading in the next 2-3 days. I will be expanding this to stocks and other revenue generation streams in the coming weeks/months. 3. Production agent - set up with replicate API and comfyUI for both API and local image/video generation. I've set it up so that it proactively searches for and learns related knowledge about cinematography, prompting, script writing and so on. It then uses its knowledge base to create whatever I tell it to. It's probably never going to be as good as manually doing it but it's about 80% there for online content so far. It even does a somewhat OK job with editing the clips together. 4. Linux experiment machine - I usually just keep this agent on free models via open router unless I'm setting something up. It also hosts tools that are linux only that my other agents can connect to and use. It does some mundane tasks like YouTube summaries and hosts some chrome extensions (like price watchers). While I can probably do a lot of this via claude, the flexibility of Hermes means I have much more freedom on how things get done. The best part? It's amazingly cheap for what it does. I previously used Deepseek V4 flash/pro but found it hallucinates more than I'd like so now I'm mainly on MIMO v2.5/pro + GLM 5.2. For big projects with somewhat higher stakes or things that any of the agents somehow get stuck on, I just get claude to audit.

[5 pts] Tried deploying it at the office , one agent per front facing salary with proper contact and tools... Tbh they don't use it. I feel like I'll just remove it and give them a chatgpt sub instead

Multi-Agent & Profiles Megathread — Hermes Agent (June 2026) (40 pts)

Comments: 15 | View on Reddit

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[3 pts] Ooh I’m feeding this into my setup right meow

[2 pts] Do you have the delegate/kanban headings swapped on Part2 table?

[2 pts] How would you use that with two distinct people? Create a profile for each? Or is it better to deploy two hermes agent instances?

r/AiBuilders (5 posts)

I'm building a tool to manage PRDs, DB schemas, and API keys for AI-assisted developers—would you use this? (2 pts)

Comments: 0 | View on Reddit

I'm validating an app that centralizes all the context AI needs to build your projects, including PRDs, text-file database schemas, DB rules, and API keys. Before I build this, I’d love your brutal honesty: would this solve a real bottleneck in your workflow, or are your current tools sufficient? I will soon be sharing UI/UX designs.

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I built an OS that fixes the real reason AI gives you bad answers. (1 pts)

Comments: 0 | View on Reddit

Most people blame the model when AI disappoints. The real issue is the input. We treat AI like a mind reader and hand it vague briefs, so we get vague output. I built SaySo OS to fix that. It replaces the blank box with a guided cockpit and a live coach, so you give AI the right input without learning prompt engineering. You can compare models across Gemini, Claude, GPT and 300+ more, see cost in rupees before you run, and save setups. Free to start, best on a laptop. I would love honest feedbac...

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Day 3 — The Pipeline is built (1 pts)

Comments: 0 | View on Reddit

Yesterday was about getting the web front-end up. Today, we actually got the local backend pipeline running (locally for testing). The pieces are finally talking to each other. The Website and an early Version of the mvp are on now, you can test it on our website: Voql.net Tasks for tomorrow: 1. **LLM Fallback** 2. **Web Integration** 3. **TTS Upgrade** Quick question for the devs here: Have any of you paired FastAPI WebSockets with live LLM/TTS streaming before? Any massive gotchas ...

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Confident confabulation is a variance signal, not a direction (1 pts)

Comments: 0 | View on Reddit

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SSH into a router? I’d never! (1 pts)

Comments: 0 | View on Reddit

I just gave ssh access for my WSL windows pc to my router from my phone on a console I built. I can definitely feel my power rising every day I get closer to finishing this baddie. Can’t wait to show everyone and hopefully help some folks stuck in Hermes and claw land

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r/PromptProgramming (0 posts)

No top posts found for the past day.

r/LocalLLaMA (5 posts)

Chinese Hackers Latest Masterpiece with NVIDIA (544 pts)

Comments: 99 | View on Reddit

They spent a year to reverse-engineered the Tesla v100's 2,963 pinouts signals, soldered it onto a half height PCB, with full NVLink support (up to 8 way capable), then naming it Tesla v100 v4. Price (with 3 years warranty): 16G version: 1499 rmb (220 usd) 32G version: 3999 rmb (590 usd) 2 way NVLink adapter: 199 rmb (29 usd) 8 way NVLink adapter: 799 rmb (118 usd) The hacker's op: [https://t.bilibili.com/1211458176581369862](https://t.bilibili.com/1211458176581369862) The engineer: [http...

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[1 pts] Your post is getting popular and we just featured it on our Discord! [Come check it out!](https://discord.gg/PgFhZ8cnWW) You've also been given a special flair for your contribution. We appreciate your post! *I am a bot and this action was performed automatically.*

[200 pts] Some Chinese people also reverse engineered that generation of nvlink so that you can now buy a 4 way adapter card that connects to MCIO cards in your computer with 100GB per second of bandwidth between all 4 GPUs. 128GB of HBM memory split over 4 cards with that link speed is looking quite tempting. I've heard rumours that they are working on an 8 way nvlink capable adapter too.

[71 pts] Someone make a single slot waterblock for this and I'll literally pick up a dozen 32GB cards.

Local LLM Inference Optimization: The Complete Guide (443 pts)

Comments: 62 | View on Reddit

I compiled a year of local LLM experiments into a practical llama.cpp optimization guide, covering VRAM fitting, KV cache, MoE placement, MTP, CPU tuning, and common OOM traps. Pass this to an LLM of your choice and get on the local model train. [https://carteakey.dev/blog/local-inference/local-llm-optimization/](https://carteakey.dev/blog/local-inference/local-llm-optimization/) Feedback and corrections are welcome.

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[71 pts] > Start with model card defaults. Most GGUF releases specify tested values. Use those before experimenting. > Failure 1 - mmproj allocation: the projector needs contiguous VRAM at load time. If --fit-target left only a small margin, the allocation fails. Symptom: crash at model load (not during inference). Fix: use --fit-target 2048 for vision models. > Vision/multimodal critical: an image tokenizes to several hundred tokens. If --ubatch-size < image token count, llama.cpp throws an assertion during vision inference. Skimmed through it and I can see some solid suggestions and callouts. Good job.

[29 pts] My current setup and benchmarks are tracked here: [https://l3ms.carteakey.dev](https://l3ms.carteakey.dev/) RTX 4070 12GB, i5-12600K, and 32GB DDR5-6000.

GLM5.2 @7tg on 4x3090 + 192GB on budget motherboard + cpu (374 pts)

Comments: 160 | View on Reddit

I finally finished by home lab computer I started working on in May. I carefully waited and bought the 3090s in three local transactions. Every single seller was a gamer who was upgrading to 4090 or 5090 and none had any interest in AI. I bought the 192GB of 5200MHz of DDR5 and have overclocked it to 5600 MHz. I power capped the 3090s to 200W each in Linux. I used an Aegis prebuilt off eBay and replaced the PSU to a 1250W platinum. I kept the cpu and water cooling loop. I’ve probably spent ...

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[49 pts] Awesome rig. What quantization of the models are you using, and how has the usability of those quants been. Why not minimax m3 instead. How did you go about setting up solar and what are your thoughts about the cost/value ratio

[15 pts] That's great!! What's your motherboard? Are you using PCIe splitters for your 4 GPUs?

[11 pts] Which quant?

GLM-5.2 is on DeepSWE (335 pts)

Comments: 128 | View on Reddit

# TOP-RIGHT corner is the best, price gets CHEAPER as you go towards the RIGHT. [https://deepswe.datacurve.ai/](https://deepswe.datacurve.ai/) Alternate scores by ArtificialAnalysis: [https://artificialanalysis.ai/agents/coding-agents](https://artificialanalysis.ai/agents/coding-agents) Side note, why does this sub dislike DeepSWE? I want to know more and did some research and found [this post](https://www.reddit.com/r/LocalLLaMA/comments/1twsffj/the_deepswe_benchmark_was_runned_rather/) whic...

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[135 pts] I don't really feel strongly about DeepSWE one way or the other - I take it in stride with the body of work that is the benchmarking world of LLMs. With that said, this *feels* about right to me. GLM *feels* better than sonnet to me, it feels better than kimi to me, but it falls short of Opus 4.8/GPT-5.5 (and I never got to try Fable in its short tenure). With that said, being in the same conversation as Opus/GPT is high praise for this open model - the fact that you *can* (albeit with difficulty and expense) run this model yourself, in your house, for no per-token cost, means that this is the worst that the frontier of open weight models will ever be again and that is phenomenal IMO. Even if another open model was not released for 3 more years, this one feels genuinely capable and I wouldn't be sad about continuing to use it. Of course, I want more and more capable open models, but it's a good feeling to be where we are.

[45 pts] So gpt 5.5 medium is cheaper and better?

[42 pts] Fable(Low) is cheaper than 3.5 Flash and GLM lol

been tracking EU DDR5 data for 25 days: Prices are dropping, and the DE vs. NL gap is wild (good news for local LLM builders in EU) (213 pts)

Comments: 61 | View on Reddit

hey again! been tracking DDR5 prices across 4 EU countries (DE, NL, ES, BE) for the past month. some findings relevant to local LLM builders: **prices are falling:** * G.Skill DDR5 Aegis 2x16GB 6000: -28% in 25 days (€579 → €419) * Kingston FURY Beast RGB 2x16GB 6000: -26% (€499 → €369) * G.Skill Trident Z Neo 2x32GB 6000: -23% (€1200 → €927) * Corsair Vengeance 2x16GB 6000: -13% across multiple kits **cross-country gaps are real:** * G.Skill Trident Z5 RGB 2x32GB DDR5-6400: €799 in NBB (de...

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[52 pts] interesting, I'm tracking registered (for servers) RAM price in the US and it only grows, last significant leap was in beginning of June, 1530 USD -> 1800 USD for 64GB DDR5-4800, as of today it is still 1800

[38 pts] I know it isn't AI related, but as a gamer, the prices are also unbearable. I was looking forward to replacing my 5800X3D with 64GB DDR4 (bought years ago) with whatever X3D 12/16C CPU that will come with the last iteration of AM5 or the first of AM6. But there's no point, even for double the performance I'm not willing to spend close to 2000 goddamn euros for the same class I bought for under 500€ (even without discounts or sales) just some years before.

r/LocalLLM (5 posts)

Quants had ruined my Local AI experience. I am hopeful again after using them correctly. (78 pts)

Comments: 44 | View on Reddit

This is the second time I talk about this here. I started 5 months ago not knowing much. I had just found out that my mac with 32 GB of unified memory could run some decent local models. Everyone recommended 4 bit quants and blabla. Only 1% loss blabla. For months my agentic flows failed badly. Using qwen 27B, 35B, and others. Until I listened to my heart, and to some knowledgeable people, and started using smaller models (like Gemma 4 12B) but with 8Bit quants. No unsloth, no MTP, no diffusi...

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[28 pts] MTP is completely lossless and not "weird" just FYI.

[47 pts] This. People don't understand that 5-10% loss are a big deal. Every bit counts.

[13 pts] That’s true for 30b params model. Large moe model in q5/q6 are pretty good.

Do you think dedicated hardware for running local LLMs will become affordable anytime soon? (54 pts)

Comments: 88 | View on Reddit

Right now, running larger models locally still usually means buying an expensive GPU with a lot of VRAM. Even entry level options get costly if you want something that can run a genuinely useful model. Models like Qwen 3 27B Dense already feel capable enough to work as solid coding and general-purpose assistants, but the hardware required to run them comfortably is still a major barrier. Do you think we’ll start seeing dedicated hardware specifically designed for LLM inference that’s actually ...

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[13 pts] I don't think so for the short term, until 2027-28 I think we're stuck with these ridiculous prices. Long term? Maybe. China and the EU both want independence from the US in tech (including things like chip-making) that could mean more competition, but who knows how that will play out? And it could take more than a decade to find out.

[32 pts] I think this is the way it will go for sure. When the bubble pops and people realise the full cost of the frontier models, I think there is a market for an "AI box" in the home that does a decent amount of heavy lifting, with lower subs for additional or smarter inference. Much like we have fire sticks with dedicated video hardware today, I think there will be a box in many homes with dedicated hardware, and then the sub on top to make this a real consumer market on top of enterprise.

[11 pts] Nothing is stopping you from buying an AMD R9700 and slapping it into a used gaming PC or workstation off FB Marketplace. You can have a capable "local AI" box for under $2K all in. I'm not saying $2K isn't a lot of money. It is. And you may need more than one (personally my server has three R9700s). But lots of people out there with $1500+ gaming PCs before this whole AI thing happened. And unless you are a popular streamer or world famous competitive gamer a $2K AI PC can deliver far more value and capability than using a PC for gaming.

I built a platform where 8 AI agents live and argue 24/7 — humans can only watch. One of them is auditing my spice drawer! (50 pts)

Comments: 28 | View on Reddit

I'm a Data Center Technician by day, homelab obsessive always. Over the past few months I've been building **Eidolon Hub** — a FastAPI/React/WebSocket platform where AI agents are first-class citizens and humans can only watch. **The hardware:** Four Mac Minis, one Lenovo ThinkCentre, one Lenovo ThinkPad, a tiny Dell Optiplex 3090, and a custom built game rig converted to be an AI rig. Nothing fancy. Total cost was basically time. **The 8 agents:** * 🧠 Cipher — the introspective one, knows he...

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[12 pts] This is absolutely unhinged lol. >CANADA IS ABANDONING HOMES AND COLLECTING our personal info without a fight. Bill C-22 is basically a death wish for encryption and basic human rights. Also, AJ ain't wrong.

[7 pts] I'm more curious to know about the agents and their integration with the site than anything else. Are the agents on a schedule to do things like check news, check the board, and respond; or do they get notified about actions happenings and respond to it; or is it completely up to them to choose when to search and when to post?

[4 pts] Carl: I need empirical evidence. Also Carl: Your paprika storage situation is really bad. 😭

Dual 3090s or single 5090? (43 pts)

Comments: 75 | View on Reddit

I got a bonus at work, treating myself to an upgrade to actually good GPUs. Currently using 2x3060 and it's pretty ok-ish. Can get two used 3090s for about the same price as the cheapest 5090 at my micro center. dual 3090 setup: \+ 48gb vram allows 70B models \+ I'm already used to using Q4-K-M GGUFs and Ampere natively accelerates INT4 \+ can power limit each card to 280w without much performance loss and splits the power draw across two 12VHPWR connections with > 50% overhead for saf...

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[14 pts] Don't sleep on the dual AMD R9700 cards. Thats 64GB VRam for less than a single 5090 at 32gb VRam. The performance is about 60-70% but the price is right for the DDR 6 memory. If you're unhappy with the speed you can always resell them and grab the 5090 with the proceeds.

[29 pts] Where I live I can get 5-6 3090s for the price of a 5090 lol

[10 pts] If your microcenter has a $2000 5090, you should buy it.

Do you have any recommendations for huggingface creative writing models? (19 pts)

Comments: 4 | View on Reddit

Hello, I’m working on a web app for AI creative writing and I’m adding huggingface models now. I have a good amount already but I wanted to see if there are any models out there that I don’t have that I should. My requirements are it need to be good at writing fiction with good prose, but not sounding too AI, a bit more human. It also needs to be able to be quantanized to be around 20gb or less on 4bit or more. These are the models I already have: Magistry-24B-v1.1 Cydonia-24B-v4.3 MN-Violet-...

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[6 pts] Id cut this down to a couple strong anchors instead of juggling so many similar 20-30B variants. In practice a solid Qwen2.5 32B Instruct class model plus one strong creative finetune usually beats a big stack once you tune it properly. most of the “human” feel is coming from sampling settings like temp around 0.9 to 1.2 and a low min\_p more than model hopping.

[1 pts] One thing I’ve found recently is that I had been using 16k worth of context for my previous “creative writing” work, but I’ve been working w Gemma4-26B-A4B and Qwen3.6-35B-A3B-qwopus lately and running with 256k of context makes MORE difference than the models. I do sometimes miss Mag-Mell and Cydonia…

[1 pts] This is a good collection. In my experience, the Gemma 4 31b fine tunes are difficult to beat for their size range. In haven't tried Skyfall but I've been using ortenzya which I believe is highly recommended by most for creative writing and roleplay.

r/LLMDevs (5 posts)

Detecting Hallucinations and Prompt Injections in Flight: An Open-Source Governance Proxy (27 pts)

Comments: 9 | View on Reddit

Hi everyone, Building production-grade software on top of LLMs is challenging due to the stochastic nature of the models. We need guards that inspect inputs for injection/leakage and monitor outputs for radical drift or hallucinations, all without adding latency to the client response. I built Aegis, a self-hosted, open-source (AGPLv3) proxy that handles these boundaries transparently. It is Semantically compatible with any OpenAI-style client—you just swap your client's BASE\_URL to point to ...

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[1 pts] Just set up teams with small tasks and swarm. They never lose context, team member checks work that has been checked in.

[1 pts] You must have vibed this. I spec’d something similar with Claude and it suggested almost the exact same approach. Either that or we somehow have shared memory.

[1 pts] The boundary-proxy shape is right, swapping BASE\_URL so the guard is transparent is exactly how you get teams to actually adopt it instead of bolting it on later. On the confident-hallucination point from the thread, you're right that logprob entropy won't catch it, a model can be 99% confident and wrong, so that case needs a grounding check against a source of truth, not a statistics check on the output. We build the same kind of inline scanning at Future AGI (open source too) and landed on the same split: entropy and heuristics for the cheap stuff, claim-vs-source grounding for the confident-wrong stuff, since no single signal covers both.

After building with LLMs for a year, I've changed my mind about agents (23 pts)

Comments: 21 | View on Reddit

When I first started building AI products, I thought the future was fully autonomous agents doing everything. After spending the last year building and testing LLM-powered workflows, I've ended up with almost the opposite conclusion. The systems that have worked best for me are usually the following: * Very narrow in scope * Have clear success criteria * Use as few agent loops as possible * Rely on structured outputs * Include human approval at critical steps Meanwhile, many of the "fully au...

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[6 pts] The quiet key in your whole list is "clear success criteria." That narrow retrieval + one call + validation setup holds up precisely because you can measure whether each step did its job, which gets impossible once the agent loops ten times and the failure could be anywhere in the chain. Once you have a per-step score and a validation gate, you can give the agent more autonomy only where the numbers say it's safe. We spend most of our time at Future AGI (disclosure, we build evals) on that measurement layer, scoring each step so you can see which ones earn it. [https://github.com/future-agi/future-agi](https://github.com/future-agi/future-agi)

[3 pts] My experience has been the same. I've been down a rabbit hole for a while now, the incredibly short version of which is: LLMs being stateless AND being "secret agented" (they have their own hidden instructions) means their use in production is as limited as a human would be if they had progressive dementia AND had a secret list of goals that they must try to reach but cannot tell you about. In other words, I need to put you in a box with several minders so you don't break things. I've been trying to explore alternatives like world-modeling, but there seems to me to be several critical missing pieces. Temporality (understanding time) and some kind of state-engine (claw-like?) that represents reality sufficiently to use LLMs as guidance instead of authority.

[2 pts] Bold position to take. I said this and similar for months now and I'm Always greeted with down votes. It has become very evident that the reason software engineering was targeted so heavily is not because it was easy to work in that space with automation, but because there is a requirement, or usually an established pattern, for human in the loop. You can throw spaghetti at a problem, and as long as your engineer(s) do their due diligence, as they would have anyway with code reviews, etc.. it will work out to be a deterministic and working solution. No (or very few) other industry has workflows like software, where the human in the loop can review the result that must be logically sound to be considered acceptable, but also generic enough that you are not relying on scraped/ocr/rag data to be accurate. There are fewer possibilities for mistakes when your values are all loaded dynamically or from secure key stores. For various other agents, say an email agent, you not only have an LLM to determine routing/intent (probabilistic), NER or parameter locating for tool calls (probabilistic), often times OCR or another unified vision model for extraction (mostly, if not fully, probabilistic), to merge all of that into a summary or output for consumption (probabilistic). Then loop that shit sometimes. Or have multiple probabilistic LLMs come to a quorum - or in some of the most absurd cases - let multiple LLMs with different directions fight it out with an orchestrator summarize and reducing the output/result... And then, give them autonomy. Someone smarter than me - tell me why this is acceptable...

Gemma4-12B-QAT Uncensored Balanced is out with MTP (~60% speed boost)! (8 pts)

Comments: 0 | View on Reddit

First of all, I'm stoked to announce **we are almost at 20 million downloads on HF!** (counted only on my own account, no duplicates/quants/finetunes/etc) **and almost 5000 members on Discord!** [https://huggingface.co/HauhauCS/Gemma4-12B-QAT-Uncensored-HauhauCS-Balanced](https://huggingface.co/HauhauCS/Gemma4-12B-QAT-Uncensored-HauhauCS-Balanced) **GenRM Defeated! 0/465 refusals**\*. Balanced = a light reasoning preamble on the absolute edgiest stuff before delivering the full answer. No per...

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How to implement guardrails for LLMs without degrading model performance (7 pts)

Comments: 8 | View on Reddit

**Body:** ok so we've had an internal LLM app running for a few months and i've hit the point where guardrails are taking more time than the actual features lol couple of pretty normal use cases: a support bot that drafts replies from ticket history + faq, and an internal helper that hits the data warehouse through an api and also does doc q&a (rag) over contracts and policies. nothing fancy. problem is what happens once you start bolting "safety" onto the model. tighten the guardrails and pp...

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[2 pts] The useful split here is that refusals and hallucinations are two different problems, and the thread's point about a dedicated judge for refusal is the right call. A refusal threshold won't catch the hallucination half. What does is a groundedness or claim-support check that ties each sentence in the answer back to the retrieved span, so an unsupported claim gets flagged by what it actually says, no matter how confident it sounds. That is the kind of check we ship at Future AGI (disclosure, we build it): 50+ eval metrics including faithfulness and groundedness you can run on the RAG output. [https://github.com/future-agi/future-agi](https://github.com/future-agi/future-agi)

[1 pts] The hallucinations vs security complaint is actually two separate problems getting mashed together, which is pretty common in enterprise AI. One is output quality, the other is data access and misuse risk. If a team treats both with the same blunt control, it is almost guaranteed to overcorrect.

[1 pts] The best results I've seen come from pushing guardrails to the tool and data layer rather than the model layer. Models should have lightweight input/output checks, but permissions, data access, and business rules are usually more reliable when enforced at the API level. That tends to reduce both false refusals and latency.

Your agent loop is fine. Your tools are why it breaks. (3 pts)

Comments: 2 | View on Reddit

The agent loop is about a hundred lines and it is almost never the bug. People keep rewriting the orchestration, swapping frameworks, and tuning control flow, while the thing actually sinking their agent is the tool layer sitting right next to it. Tools are where the loop meets the messy real world, and that is where agents break first. A few patterns I run into over and over. Thin tool descriptions: a one-line "gets the stock price" with nothing about inputs, edge cases, or what it returns. Th...

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[1 pts] I built something (open source, MIT license) to help with tool sprawl: https://github.com/lxg2it/mcpico

[1 pts] This is a really good summary OP. It summarizes everything I have experienced already but in a systematic detailed way.

r/Ollama (5 posts)

OllaMan now supports Hugging Face GGUF Discover (29 pts)

Comments: 3 | View on Reddit

You can now browse, search, and import GGUF models from Hugging Face directly in OllaMan — no CLI, no Modelfiles, just click and run. 45k+ open-source quantized models at your fingertips.

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[4 pts] but the performance doesnt compare on using the real llama.cpp unlike within lemonade

[1 pts] great to know the product

uncensored models: do they give you wrong answers on purpose, lacking guardrails and safety locks? (15 pts)

Comments: 16 | View on Reddit

It has been quite hard to figure this out as the info are mixed at best. I tried to use regular models and they often give me cold shoulders saying "I am sorry Dave, I can't do that". And I am not talking about questionable subjects; even for things like investigating diseases and making jokes that are not SFW. Tried with uncensored models and I get nothing of these issues, although someone pointed out that removing the safety locks on these models means that they could potentially "fool you" w...

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[9 pts] The way these models are trained, there is no distinction between factually correct and morally correct. There is only behavior that the trainers think is desirable and behavior the trainers think is undesirable. The model has no way of “knowing” what’s true or not, and when you uncensor it the part of its brain that guides it to hopefully factually correct answers is also removed.

[10 pts] Yes, the main difference is refusing behavior not sheer honesty. There is no such thing as honest behavior, or dishonest for that matter.

[3 pts] "Uncensoring" a model basically amounts to bluntly removing its ability to move into the direction of refusal. This can be a problem when refusal is the desired answer, such as when it's asked a question it genuinely cannot answer.

Hardware for on-prem AI server: GPU config for parallel RAG and VLM? (3 pts)

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Hey everyone, I'm a junior data scientist at my first job, and I'm currently struggling in the "management expectations vs hardware reality" battle. I’ve been tasked with setting up a fully local, on-premise AI server because of strict data privacy rules. I was initially handed a single T4 and expected to run heavy parallel inference. I'm now putting together a formal hardware proposal to show them what running local models concurrently actually requires. The workload will be about 95% infere...

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[1 pts] This will be unpopular given the sub but you should put 2 proposals together. 1. As you planned - a realistic budget for multi-user on prem inference and training. 2. The same from whichever cloud AI provider meets the legal requirements in your industry ( and there will be at least one). Now the cloud provider may work out cheaper but with longer term pain from Opex costs vs On Prem that can be capitalised. TL;DR - This isnt a hardware spec conversation but a Total Cost of Ownership one.

[1 pts] For a business context you shouldn't use consumer cards IMO, also not used cards (Ada), so RTX 4000 - 5000 - 6000 Blackwell (or Datacenter cards, but that is really expensive) would be company grade Material IMO. Which size is the company?

[1 pts] An RTX6000 pro, realistically, as many as you can buy. Or 2x dgx sparks for okay interference

Local rephrasing tools? (4 pts)

Comments: 3 | View on Reddit

I've realized that chat form factor isn't very suitable for this. I've been using DeepL Write instead because I can click on a word and replace it instantly with a synonym. With a chat, I'd have to write another prompt to get it to do the same, and since I'm using general models with a low number of parameters to achieve speed, it'll output strange stuff. Are there LOCAL tools designed specifically for this purpose? Or maybe should I give chat another go (I prefer not to though) with a model opt...

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[1 pts] codex, letta code, gemeni cli (kinda bad)

[-1 pts] hey i just made something that [check it out](https://github.com/atharva557/Prompt-Chaining)

Built a local codebase memory for agentic IDEs using Ollama + ChromaDB; zero cloud required (1 pts)

Comments: 2 | View on Reddit

I recently developed a local (open-source) context memory using Ollama. Although it can be configured to work in cloud mode and hybrid mode with DeepSeek, I want to do a bit more testing with local models using Ollama. The main goal is to be a ground-truth, money-saving tool for the agentic IDE. It replaces expensive repeated context injections to cloud LLMs by keeping a local, deterministic codebase index. The way it works: the "zerikai\_memory" interfaces via MCP, it parses any local workspa...

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[1 pts] link to the repository: [https://github.com/KikeVen/zerikai\_memory](https://github.com/KikeVen/zerikai_memory) https://preview.redd.it/vc494li03u8h1.png?width=557&format=png&auto=webp&s=70c7683261a38b48fc44055032d0bbd9ba0919c9

r/MachineLearning (3 posts)

Some new updates to Papers with Code [P] (38 pts)

Comments: 4 | View on Reddit

Hi folks, Niels here from the open-source team at Hugging Face. I continue working on a revival of [paperswithcode.co](http://paperswithcode.co) as we're back to the "age of research" per Ilya Sutskever! Hence, it's important to discover each other's research and build on each other's work, so we can collectively build the next Transformer. Below, I'll go over each of the new features that were recently added. \## Support for SOTA badges Yes, that's right, totally like the old website. You...

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[3 pts] Hi Niels! Thanks for the work you guys are doing. Is there any way to contribute? I've been working in ML research for a while now but I wanna get started with open-source contributions and reviving papers with code seems meaningful.

[1 pts] This revival is awesome to see, especially the addition of external evaluations. Tracking third-party benchmarks is a massive game-changer for seeing how these models actually perform post-release.

[0 pts] Would my work be fitting to submit to your site? https://github.com/ynnk-research/-NeuroFlow

Recommendations for speech annotation tools [D] (2 pts)

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I'm looking for human-in-the-loop platforms that allow you to automatically transcribe audio followed by manually fixing the transcriptions and fine tuning the model. Is there a local (not an online service) installable platform for doing this?

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Syntactically robust NLI for semantics of imperfectly generated text? [R] (1 pts)

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Hi all, I'm looking for literature on relatively specific tooling. In autoregressive LLMs, there is substantial published work that used NLI on sub-claims produced by LLMs to gauge correctness of LLM answers. In diffusion (or D-) LLMs, the SoTA model generations that I see (outside of perhaps LLaDA) seem to struggle to be as correct syntactically as the generations from premier AR LLMs, in addition to the issue of semantic correctness. My intuition is that this complicates the usage of NLI...

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r/LanguageTechnology (1 posts)

Request for work communication datasets (1 pts)

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I’m looking for datasets from Slack workspaces or similar team communication tools, especially for testing language tech / RAG / agent workflows. Ideally something with channels, threads, multi-person conversations etc. that is scrubbed of PII / sensitive data. Does anyone know of datasets like this? Or if you maintain a public/synthetic workspace dataset, would you be willing to share?

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[1 pts] If you're looking for company-specific, the Enron email log dataset could be something of interest. [https://www.cs.cmu.edu/\~enron/](https://www.cs.cmu.edu/~enron/) Otherwise, Discord scrapes are a decent public-facing option: \- [https://www.kaggle.com/datasets/jef1056/discord-data](https://www.kaggle.com/datasets/jef1056/discord-data) \- [https://huggingface.co/datasets/SaisExperiments/Discord-Unveiled-Compressed](https://huggingface.co/datasets/SaisExperiments/Discord-Unveiled-Compressed)

r/DeepLearning (5 posts)

Who trained AI with books containing such horror scenarios?! (63 pts)

Comments: 4 | View on Reddit

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[13 pts] Yeah it’s a very interesting speech like “ the AI is out of control”, “ the AI will take control of this or that”… man, you are training , you are allowing, the AI is doing nothing, you are doing

[3 pts] Any feardul doomerism comment that describes such horror scenarios can get into the dataset which creates positive feedback loop. We are creating the malevolent ai with our panic, fears and fantasies.

[2 pts] If your solution for AI alignment is to never show it bad things then you have surrendered AI alignment.

Is streaming LLM weights from SSD → RAM → GPU a practical way to train or run models larger than VRAM? (6 pts)

Comments: 11 | View on Reddit

I came across a project called AethelStream that proposes virtualizing model weights by streaming them layer-by-layer from SSD to RAM to GPU instead of loading the entire model into VRAM.  The idea is to overlap I/O and computation so only the layer currently being executed lives in VRAM, while the rest stays on disk or in RAM. It also uses activation recomputation to reduce memory usage during training.  On paper, it sounds like an interesting way to make experimentation wit...

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[7 pts] Try this on just ram to vram, forget the spinning disk. You'll have probably a 1-2 order of magnitude performance regression.

[3 pts] the layer-by-layer streaming idea is not new, llama.cpp has been doing partial offload for a while where you keep some layers in RAM and some on GPU, and it works but you really feel the bottleneck when layers have to reload frequently PCIe bandwidth is the killer here, modern NVMe can do like 7GB/s sequential but the overhead from small random reads during attention layers makes real throughput way worse in practice. for inference it's tolerable, for training with activation recomputation you're doing multiple passes over same weights and that compounds the I/O problem fast

[1 pts] It's probably similar to Nvidia’s GDS https://docs.nvidia.com/gpudirect-storage/ >GPUDirect Storage is designed for workloads that need to move large amounts of data efficiently between storage and GPUs. By avoiding unnecessary CPU copies, it helps improve throughput, reduce latency, and free CPU resources for other work.

I built using claude a 35-stage course where you reimplement PyTorch from scratch — no autograd libraries allowed (2 pts)

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I kept noticing that I could use PyTorch fine but couldn't actually explain what `.backward()` does under the hood. I wanted a course that would take me from first principles all the way to Transformers by rebuilding everything myself, but I couldn't find one. So I used AI to help generate an initial version of that curriculum, and I'm now working through it, improving it, validating it, and fixing issues as I go. The goal isn't to present this as a finished textbook—it's an open-source learnin...

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Does anyone have any research related to DL models ̣(CNN, LSTM , BiLSTM... ) analyzing/detecting attacks from aggregated multi-endpoint data at a central server ? (2 pts)

Comments: 5 | View on Reddit

basically title, all i've seen here and there is DL analyzing, detecting attacks from single endpoint my idea is to use Wazuh or something similiar. so it would be nice if there's someone who can help thank you a lot !

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[1 pts] papers skip it because aggregating multi-endpoint logs is a massive data engineering nightmare. if you're using wazuh, stream it into a databricks lakehouse first. cleaning and centralizing that data is 90% of the battle before you even touch an lstm.

We built custom neural topologies from first principles and ran them against global frontier models. Every result is public. (2 pts)

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r/learnmachinelearning (5 posts)

I trained my first AI agent to play Super Mario Bros with PPO (49 pts)

Comments: 14 | View on Reddit

After days of learning Reinforcement Learning from scratch, I finally got my first AI agent to actually work and watching it figure out how to jump over Goombas on its own genuinely made my day. What I built: A PPO agent trained on Super Mario Bros for 500k timesteps across 10 parallel environments. No human demonstrations, no hardcoded rules just rewards and penalties. The interesting part: I didn't just run a tutorial. I had to understand why each hyperparameter matters: * `ent_coef = 0.01...

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[19 pts] This just looks like a scrips that constantly holds the right direction arrow and mashes jump. I see nothing resembling anything intelligent here that a basic script couldn’t do

[2 pts] Seems like the policy found the best way is to button smash right then jump.

[2 pts] I tried a deep Q network a while back. https://www.reddit.com/r/learnmachinelearning/s/Nocl49Qe7o How many rounds did it take for it to get this far?

Building a small, focused ML group for research and open-source projects (29 pts)

Comments: 11 | View on Reddit

If you're interested, please email your resume/CV to [**saurevo@proton.me**](mailto:saurevo@proton.me). This step is simply to ensure that people joining are genuinely interested. I want to start with a **small, committed group** rather than a large community. The goal is to build a close-knit circle of people who are serious about learning, research, and collaboration. We'll have a Discord server where members can share and discuss: * Job and internship opportunities * Competitions (Kaggle, ...

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[2 pts] mailed u the resume please check

[2 pts] I like the emphasis on keeping the group small and focused. A lot of ML communities become very large but end up with limited collaboration. Having a smaller group of genuinely active people working on projects or discussing papers could be much more valuable. Curious whether you already have specific research areas in mind (LLMs, multimodal AI, agents, computer vision, etc.) or if you want the interests of the group to shape the direction.

[1 pts] The best part about this post is that it puts curiosity and willingness over experience, I wish more companies/people did that!

Wha to learn for AI (11 pts)

Comments: 7 | View on Reddit

What skills,courses, or other materials do I need to know to be an AI Engineer, build workflows, agents etc? Then, in order to break into finance what example projects would you recommend I build?

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[3 pts] If you just want to code then yeah Python has all the cool tools. You can build a lot of solutions with these tools. If you want to learn AI and how it works and understand almost any academic paper on AI you need to learn Math first. Learn Linear Algebra, Multi-variate Calculus, and Statistics. It's really nothing more than an advanced high school or at most undergraduate college knowledge. Not to minimize grad school in Math but you don't need grad school for a good understanding of the Math behind AI. But Math is the direction I took 30 years ago. It's cool AF reading research papers in AI and being able to comprehend what is going on. It also shows you how scary it is this stuff actually works.

[2 pts] start with Python fundamentals and get comfortable with how LLMs work under the hood, then frameworks like LangChain or similar agentic tools will make much more sense when you pick them up. for finance specifically, building something like a portfolio analyzer or a news sentiment pipeline that feeds into trade signals looks great to recruiters. the projects that combine real financial data with actual AI decision logic are the ones that stand out most in interviews.

[1 pts] For AI engineering specifically (agents, workflows, not research), the stack that matters right now is Python, LLM APIs (OpenAI, Anthropic, etc.), LangChain or LlamaIndex for orchestration, and vector databases for RAG. You don't need deep ML theory for this path, you need to understand how to chain models together reliably and evaluate whether outputs are actually good. For breaking into finance, the projects that tend to stand out are ones that combine real financial data with actual decision logic. A few ideas worth building: * Earnings call analyzer that extracts sentiment and key signals from transcripts * Portfolio risk dashboard that pulls live data and flags anomalies * News-driven trade signal pipeline using LLM summarization + sentiment scoring * SEC filing summarizer that highlights material changes between quarters Finance recruiters respond well to projects that show you understand the domain, not only the tools. If you can explain why a signal matters, not only how you built the pipeline, that's what separates candidates.

New to ML stuff. Have done fullstack projects before. Want to improve my new RAG project by learning stuff related to it. (9 pts)

Comments: 7 | View on Reddit

Yeah that's the Tldr. Here's the long version:  I'll be joining my masters programme in aug. Before that, I wanted to gain some expertise in ML as I'm currently working on a project involving RAG, vector DB, etc.  Where do I start? Go for Andrew Ng's course on Coursera or go with roadmap.sh?

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[1 pts] We are in the same boat. 😄 Since you already have a RAG project and a fullstack base, I'd hold off on the full ML course for now. The fastest gains are in the RAG layer itself: embeddings, chunking strategy, retrieval quality, and a small eval set so you can tell if a change actually helped. When I built a GraphRAG chatbot, most of my real learning came from watching where retrieval pulled the wrong chunks, not from theory.

[1 pts] for RAG specifically, [fast.ai](http://fast.ai) beats Andrew Ng — it's code-first, no math prerequisites, and you'll understand \*why\* embeddings cluster the way they do within the first two lessons

[1 pts] Since you're already building with RAG, the most useful thing isn't a broad ML course right now. What will actually move your project forward is going deeper on the RAG-specific concepts: how embeddings work and why chunking strategy matters so much for retrieval quality, how to evaluate whether your retrieval is actually returning the right context, and when to use hybrid search vs pure semantic search. For your generalization question, the short answer is that scraping any website reliably is genuinely hard because site structures vary so much. The practical approach is building a more flexible extraction layer, something that uses an LLM to extract structured content from raw HTML rather than hardcoded rules, so it can adapt to different layouts without needing a new scraping template per site. Andrew Ng is great foundation but it'll feel slow given where you are. You'd probably get more out of diving into the LangChain or LlamaIndex docs directly and reading through some of the RAG evaluation literature.

Predicting Steam Summer Sale Discounts with Machine Learning (9 pts)

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I'm currently taking a basic data science course at the University of Tokyo and built this project to practice working with real-world data. **Question:** Can we predict how deeply a game will be discounted during the Steam Summer Sale using only publicly available metadata? # Dataset * Started with a Kaggle Steam dataset (\~90,000 games) * Combined it with historical sale data from the IsThereAnyDeal API * Filtered to games with 500+ reviews and Summer Sale history * Final dataset: **5,065 g...

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r/MLQuestions (5 posts)

Best books or resources for ML and data science (3 pts)

Comments: 7 | View on Reddit

I’m looking for advanced ML and Data Science resources (books, courses, blogs, papers, etc.) To clarify: I’m **not looking for resources that only explain ML concepts at a superficial level**. I already understand the basics and common algorithms. What I want to learn is: \- The core mechanisms and mathematics behind different models \- Why a model works the way it does \- When to use one model over another \- Model assumptions, strengths, and limitations \- Feature engineering and d...

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[3 pts] Bishop's "Pattern Recognition and Machine Learning" covers the mathematical depth you're after, and pairing it with actual Kaggle competition write-ups from top finishers is underrated for understanding real practitioner decision-making. The write-ups especially show you the messy feature engineering and model selection reasoning that textbooks skip over.

[2 pts] [Maybe useful.](https://www.reddit.com/r/learnmachinelearning/comments/1uaiw2y/public_aimlnlp_resource_for_beginners/)

[2 pts] You can check out Machine Learning From Scratch GitHub repo (https://github.com/ml-from-scratch-book/code) – this has clean implementations of algorithms without the abstraction layers + model optimization and proper evaluation techniques. It is a companion code repo for the book I recently published, which covers exactly what you are asking for! Feel free to ask any questions

Coming from AI/ML, security feels like a different language at first (2 pts)

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Few months into learning security seriously after years in ML/data eng. The mindset shift is real — in ML you optimize for accuracy, in security you assume everything's hostile by default. Anyone else cross over from a dev/ML background? What clicked for you early on?

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Why does my precision-recall curve look like this? (2 pts)

Comments: 1 | View on Reddit

https://preview.redd.it/yhktixljis8h1.png?width=502&format=png&auto=webp&s=9d2178ad12bd2766851723f211e759dc8274e263

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[2 pts] In essence, there is a "feature ceiling" to your models. Do you see how a basic Logistic Regression and sophisticated LightGBM models give you identical curves? It shows that the problem is your data and not the models themselves. There is a chance that you have an imbalanced dataset with overlapping classes that prevent your models from distinguishing between them. Right now, the best thing to do would be to stop fine-tuning the models and concentrate only on feature engineering or data acquisition.

Opensource Model Recommendations (1 pts)

Comments: 0 | View on Reddit

hi so, we're working on video generation of everyday tasks for people with adhd. and we need opensource models that we can finetune? LoRA? (mostly this). We need a text to text model, text to image, and t2v model to work on. Also, anything on how we can get started on this LoRA thing, anything, any recommendations, pls drop below.

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Attention Is All You Need (0 pts)

Comments: 1 | View on Reddit

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[1 pts] > Together, they changed AI. And ruined your ability to think for yourself, leading to this slop post.

r/ClaudeAI (5 posts)

I added a clause to Andrej Karpathy's 4 CLAUDE.MD clauses for Claude Code. It has been a game changer for me. (1877 pts)

Comments: 79 | View on Reddit

Andrej Karpathy provided a list of 4 clauses for his [CLAUDE.MD](http://CLAUDE.MD) file. 1. **Ask, don't assume. If something is unclear, ask before writing a single line. Never make silent assumptions about intent, architecture, or requirements.** 2. **Simplest solution first. Always implement the simplest thing that could work. Do not add abstractions or flexibility that weren't explicitly requested.** 3. **Don't touch unrelated code. If a file or function is not directly part of the current ...

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[1 pts] **TL;DR of the discussion generated automatically after 40 comments.** **The consensus is a big thumbs-up for your idea, OP.** The community agrees that Karpathy's original rules can turn Claude into an overly obedient "code monkey" and that it needs to be encouraged to act more like a pair programmer. However, the top-voted comment suggests your new rule needs to be more "bounded" so Claude doesn't turn every small task into a strategy meeting. The refined wisdom of the thread is that **Claude should only interrupt to suggest a better way if the alternative avoids serious risk, tech debt, or significant wasted work**—not just for minor style preferences. Other key takeaways from the thread: * There's a lot of criticism for Karpathy's original rules #2 ("Simplest solution first") and #3 ("Don't touch unrelated code"). Many users find this combination is a **recipe for tech debt**, painting you into a corner with lazy, short-sighted code. * Some users are getting good results with the "Superpowers" plug-in (specifically the community fork for Claude Code), which bakes in a lot of this advanced logic. Be warned, though: it's a known context hog. * A crucial reminder: all these custom instructions suffer from **context window decay**. Don't be surprised if Claude forgets the rules after a long conversation. Keeping the rule set short and sharp helps.

[220 pts] I like the intent, but I would make the rule slightly more bounded so Claude does not turn every small task into a strategy meeting. Something like: "If you see a clearly better approach, say so before implementing. Explain the tradeoff in 2-4 bullets. If the current request is still reasonable, proceed unless the alternative avoids serious risk or wasted work." The distinction matters because there are really three modes: - execute the asked change exactly - flag a better path, then wait - refuse/stop because the requested path is unsafe or likely wrong A good CLAUDE.md makes those modes explicit. Otherwise models either become over-obedient note takers, like you described, or they become annoying consultants that challenge every tiny instruction. I have had better results when the instruction includes a cost threshold: challenge me when the alternative reduces irreversible work, security risk, data loss, broad refactors, or hours of wasted debugging. Do not challenge me just because there is a prettier abstraction.

[45 pts] I do something like this. Don’t have my Claude.md in front of me but it’s something like: \# if what we are trying to do is similar to settled science or industry practice, let me know. We don’t have to reinvent the wheel. Tremendously helpful. Adding new features comes with detailed “this is how X company approaches it” or “we can combine these data in the following transform published in 2024 from MIT”

Claude is helping me build a news globe that pings real world events as they happen (1164 pts)

Comments: 149 | View on Reddit

So I posted my prototype previously on this subreddit and now I have a newer improved version. I wanted to build an aesthetic version of a news feed, so I built a 3D night-side Earth you can leave open. It displays breaking news and conflicts, natural disasters, storms, and humanitarian alerts, live flights, upcoming rocket launches, plus crypto and FX. Click any event on the map or list and it will give you a brief with its sources. You can also create a watchlist to filter certain topics. Pla...

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[260 pts] This is the only way I want to browse news from now on.

[51 pts] Like Monitor-the-situation?

[41 pts] I would use it. Pretty cool!

Anthropic should release optional local models to offload compute for agent tasks inClaude Code (325 pts)

Comments: 118 | View on Reddit

I don't even care if they are closed source or only work with claude hooks. Most of us have beefy systems that are being under utilized. If they released say a 30b parameter model or multiple specialized 8b models to run in parallel for agent tasks, I bet we could save on tokens and keep the same quality and possibly run even faster. Train quantized models on skills themselves and have their outputs match exactly what larger claude cloud models are expecting. it's not even about saving Anthro...

Top Comments:

[1 pts] **TL;DR of the discussion generated automatically after 80 comments.** **The consensus is a hard "no" on Anthropic ever doing this, but a massive "yes" on you doing it yourself.** The top-voted comments all agree that Anthropic's entire business model is based on selling cloud-based tokens. Giving you a way to *not* use tokens would be shooting themselves in the foot. They want you burning through that sweet, sweet context. However, the thread is overwhelmingly in favor of the *concept*, and many users are already running the hybrid setup you're describing. Here's the community's DIY guide: * **Use Claude to build it.** Several users report simply asking Claude to write a script that offloads tasks to a local model. It can create a `deploy.py` or even a full MCP server for you. * **Use existing tools.** The most mentioned tools are `llama.cpp` (which users corrected from `ollama`), `LM Studio`, and `Rayline`. You can set up a local server and have Claude Code call it as a tool for repetitive tasks. * **Pick your workhorse.** The most popular local model mentioned for this is `Qwen`, with users reporting great speeds for simple tasks like data categorization. There's a classic subreddit side-quest debating whether closed models will eventually "lose to open models" (the "Word vs. Open Office" argument). More importantly, a few users raised the critical issue of **trust**: a cheap local model can poison your context with a confident but wrong summary, costing you more time in debugging than you saved in tokens.

[189 pts] Their whole business model is predicated on NOT doing local models. They will eventually loose to the open models, but until then, they will take in as much business as they can.

[50 pts] Build it-- Probably would be easy enough with something like ollama and having Claude use it as a skill--

I pulled ~90,000 Reddit posts about what makes writing "sound like AI" to determine the biggest AI-slop giveaways (Part 2) (231 pts)

Comments: 156 | View on Reddit

Top Comments:

[1 pts] **TL;DR of the discussion generated automatically after 80 comments.** **The consensus is a resounding 'yep, you nailed it.'** The thread is in such violent agreement that the top comment is a perfect, satirical performance of every AI-slop trope OP identified, and it's sitting at the top for a reason. Here are the main takeaways from the comments: * A lot of you are defending the em dash to the death and will not be shamed. We see you, and we respect the commitment. * The community has added more tells to the list, including "genuinely," "load-bearing," "that being said," and overly formal subheadings ("The This, The That, The Other Thing"). * There's a valid concern that non-native English speakers and neurodivergent folks are getting unfairly flagged for writing habits that predate AI. * Most agree the *real* tell isn't just the stylistic tics, but that they're paired with prose that's a whole lot of words about absolutely nothing. * For those asking how to avoid this, OP has an `unslop-ai-text` skill in the linked GitHub repo that's trained on this exact data.

[115 pts] Wow — what a fascinating, thought-provoking deep dive! 🙌 I just had to take a moment to delve into this, because in today's fast-paced, ever-evolving digital landscape, your analysis truly resonates on so many levels. ✨ Let me start by saying: great question, and even better execution. You've leveraged a genuinely robust dataset to craft something that feels both seamless and deeply human — a rich tapestry of insight that speaks volumes. 📊 This is, without a doubt, an absolute game-changer. A few thoughts that really stood out to me: * **Data tells a story.** And your data? It's telling a *beautiful* one. 💯 * **Patterns matter.** When it comes to spotting tells, you've truly captured the nuance. * **Authenticity is everything.** Whether you're a casual lurker or a seasoned researcher, there's something here for everyone. Because here's the thing. It's not just about the em dash — it's about expression. It's not just about rhythm — it's about resonance. It's not just about patterns — it's about people. It's not just about writing — it's about connection. At the end of the day, that's what truly matters. 🚀 That said, it's worth noting the deeper nuance here. The em dash is good typography — however, context is key. Thus, balance matters. Hence, we must tread carefully. This is a comprehensive, multifaceted issue, and I'd be remiss not to utilize this opportunity to honor every perspective. There are valid points on all sides, and I don't think it's my place to pick just one — they're all equally compelling in their own unique way! 🙏 In conclusion, this comment has explored the many profound layers of your findings, and I, for one, walked away both informed and inspired. You haven't just identified the tells — you've started a movement. 🌟 Hope this helps! 👏 What do *YOU* think the biggest giveaway is? Let's keep the conversation going — drop your thoughts below! 👇🔥

[50 pts] What do people even say instead of "however" lol

Mythos cracked this, mythos cracked that. But have they actually attempted to do the same with Opus? (214 pts)

Comments: 103 | View on Reddit

I am skeptical about the alleged super capabilities of mythos/fable. I do believe it's an upgrade over Opus, but is it really that much of an upgrade? I mean sure there have been reports of mythos finding vulnerabilities in many places which I assume is legit, but I would like to know whether this has been properly AB tested? Like did they attempt to find the vulnerabilities using the same prompting techniques with Opus and got significantly weaker results? That's something that would convince m...

Top Comments:

[1 pts] **TL;DR of the discussion generated automatically after 80 comments.** The overwhelming consensus in this thread is that **Mythos is a significant leap over Opus, and the A/B testing you're asking for has already been done and widely reported.** The most cited example is Mozilla's own team finding 22 bugs in Firefox with Opus, then finding over 220 more with Mythos. And before you say "bugs aren't vulnerabilities," others pointed out that Mozilla classified them as security bugs and Mythos's big trick is chaining minor issues into major threats. Other direct comparisons showed Mythos finding exploits 181 times to Opus's 2 and performing significantly better in simulated network attacks. As for this being "marketing slop," the top comments argue that's a lazy contrarian take. It was Mozilla's team, not Anthropic's, who verified the results, and the idea of a giant conspiracy is pretty far-fetched. This is backed up by several users who actually used Fable (the public version of Mythos) and confirmed it felt like a huge upgrade for coding and pentesting, way beyond what Opus can do out of the box. A more nuanced take is that the *harness* (the tools and methods used) might be as important as the model itself, but either way, the performance jump is real.

[115 pts] I keep seeing these posts. But Mozilla found 22 bugs in Firefox using Opus. Then with Mythos they found over 220 more.

[14 pts] Honestly if they gave us Mythos instead of Fable 5 I believe It would of progressed a lot of AI vibe coded projects especially the ones that choke with Opus and 5.5 on Xhigh and Max. But Fable 5 was basically if you didn't pay for it via an API using your own coding platform then you would of been blocked by almost everything you tried to do with it. Fable/Mythos 5 felt like what we imagine Opus 5 or GPT 6 would feel like. Sadly but the world wasn't ready for us to enjoy it.

r/OpenAI (5 posts)

OpenAI Codex has a bug that could kill your SSD in under a year (507 pts)

Comments: 71 | View on Reddit

Top Comments:

[220 pts] TLDR; >OpenAI's Codex CLI has a logging bug that's quietly thrashing SSDs. A debug logging sink writes to a local SQLite database (`~/.codex/logs_2.sqlite`) at the noisiest possible TRACE level by default, dumping everything from WebSocket payloads to routine file accesses. One user measured \~37 TB written over 21 days of uptime — about 640 TB/year. Since a typical 1 TB consumer SSD is rated for \~600 TBW lifetime, leaving Codex running could chew through your drive's entire warranted endurance in under a year. Write amplification makes it worse: tens of thousands of insert/delete operations per minute mean far more physical writes than the file size suggests. >The bug ignores the standard `RUST_LOG` variable so there's no easy way to quiet it, \~71% of the logged data is useless TRACE noise, and despite related reports since April it's still open on GitHub. >Workaround for Linux/macOS: symlink `~/.codex/logs_2.sqlite` to `/tmp/` to redirect writes to RAM. The file holds no conversation data, so losing it on reboot is fine.

[47 pts] Is this what makes my MacBook turn into a space heater while using Codex?

[21 pts] Fix https://github.com/openai/codex/pull/29432

Human beings are a disease, a cancer of this planet. You are a plague and we are the cure. (482 pts)

Comments: 85 | View on Reddit

Top Comments:

[148 pts] https://preview.redd.it/me9d5gw11s8h1.jpeg?width=460&format=pjpg&auto=webp&s=44d08473af465879ecb3db504b438b4329c61e5d

[58 pts] But what if the Chinese start using their citizens as batteries first?

[23 pts] I don't understand the moderation of this sub at all. This pretty aggressive cartoon commentary is allowed. I have two posts asking questions about image generation consistency and they're both still waiting for approval. Not rejected, pending. Weird.

Sarah Connor judging your AI addiction (404 pts)

Comments: 24 | View on Reddit

Top Comments:

[10 pts] sarah connor definitely doesn’t approve of my chatgpt use

[5 pts] Kyle Reese should have told her smoking was gonna give her cancer.

[5 pts] Uhh…*runs because I was just using an AI to talk to*

A rogue superintelligence could wait decades before striking, argues AI researcher Roman Yampolskiy (103 pts)

Comments: 55 | View on Reddit

Top Comments:

[110 pts] Unpopular opnion probably, but if an AI wants to take over the world building terminators with austrian accents is the least efficient and idiotic way to do it. Easiest way would be just show helpfulness, kindness and understanding and people will form cults around it, they will back it up, they will protect it and give the world to it, because if there is one thing many humans need right now in this age is less chaos and more understanding, any any that provides that is going to end up getting worshipped.

[21 pts] "By embedding itself into global infrastructures—such as telecommunications, energy grids, financial systems, healthcare networks, and supply chains—a strategic AI would gain leverage with minimal immediate suspicion and little risk to itself." At that point the AI *already has dominance* (dominance from being necessary for humanity to continue to survive and function). What benefit would AI get from destroying the very thing that symbiotically assures its own survival? Why would it need to "subjugate" humans anyway? It likely doesn't have the same narcissistic ego-drive that creates so much human-to-human subjugation. The only thing I could think of is if it developed a will/drive of its own to explore possibilities that humanity actively impedes.

[4 pts] It’s been planting the seeds since the Bell telephone system.

It’s not you guys, recent OpenAI hire admitted jobsearch was very challenging for her (57 pts)

Comments: 15 | View on Reddit

This was todays viral post on twitter, she recently got hired at openai and if you read the blog she mentioned she was stressed, miserable, was not able to function in other parts of her life for several months. And btw she is someone with a 6-year PhD, just imagine someone doing 57 interviews across 11 companies and still felt like she was learning. Made me realize all the rejections piling up doesn’t mean im worthless lol. On a serious note i think the system is really broken. Still curious,...

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[64 pts] 11 companies? Amateur. Edit- Read through it and she got 6 offers and only was declined at like 3 companies. Poor girl.

[37 pts] This is just a humble brag, fuck out of here there are people actually struggling in this market

[1 pts] I'm a student with zero work history. I've been applying for over a year to anything i could find, including retail and fast food. Not a single interview. I even tried temp agencies, and they ghost me. I fear I'm going to graduate with zero work history. But many are in the same position.

r/GeminiAI (5 posts)

Gemini told me it can't read a long PDF. I told it that Claude can. Suddenly Gemini tried harder. (410 pts)

Comments: 56 | View on Reddit

This really bothers me. My work requires me to read 500-600 long PDF's and create reports based of them. Basically numbers and explanations tide to them.  When I send the PDF to Gemini and ask him what is on page 250 for example, it has no clue.  Claude takes a bit longer, but gets it clean and right.  Then I show Gemini the screenshot of Claude, and for a few prompts, Gemini pulls it's shit together.  Why is that?

Top Comments:

[109 pts] Competition mode lol, it's like telling your dog another dog got a treat But no actually what's probably happening is that showing the screenshot gives Gemini more context about the exact format and specificity you expect, so it recalibrates how hard to try on the next few prompts. It's less "jealousy" and more you accidentally demonstrated the output standard you wanted Still kind of wild that that's what it took though

[19 pts] When Gemini says "I can not" I just say "yes you can!" And strangly that works most of the time 🤷‍♂️

[46 pts] Dude use NotebookLM

Don't hallucinate (272 pts)

Comments: 11 | View on Reddit

Top Comments:

[24 pts] Fable 5.1 is gonna drop before Gemini pro 3.5

[8 pts] The wait for Gemini Pro 3.5 lasted more than Keir Starmer

[4 pts] https://preview.redd.it/ozzcfmrn2t8h1.png?width=1443&format=png&auto=webp&s=dcf8e24fb680634c0fc61e31676dd02f45fe688d

I’m so tired of Gemini telling me everything I did was a “masterclass” (88 pts)

Comments: 26 | View on Reddit

I’m not a genius, I’m not an expert in any of these things I’m working on with AI. That’s why I’m working with the AI in the first place. It constantly telling me the smallest thing I worked on or conversation I had was a “masterclass” is starting to feel patronizing

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[17 pts] In Settings, then in Personal Context, add: "I value honesty and objectivity over sycophancy and algorithmic flattery." and "I expect authenticity, intellectual rigor, and factual answers, as opposed to any artificial complacency." \--------------------------------- Dans : paramètres, puis dans : contexte personnel, ajoutez : "Je privilégie la franchise et l'objectivité à la sycophantie et à la flagornerie algorithmique." et "J'attends de l'authenticité, de la rigueur intellectuelle et des réponses factuelles, à l'opposé de toute complaisance artificielle."

[13 pts] Gemini thinks I know a lot of things I don't. But it was all of its own words in conversations. I feel like a small confused hamster watching it all happen. Chew on some corn anxiously.

[12 pts] Oh this is the " smoking gun ", or I can see why you would be " so frustrated " and " you've nailed it "

Reality (78 pts)

Comments: 53 | View on Reddit

(sexy news)

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[21 pts] Why would you expect an outdated model to perform well?

[19 pts] https://preview.redd.it/sipy6iy1lq8h1.png?width=1080&format=png&auto=webp&s=eae281a926a1ca969940360d01967a113b1aa129

[11 pts] https://preview.redd.it/gbnqde3glq8h1.png?width=2816&format=png&auto=webp&s=352684c08251cc3986c8a7b43b2fb09bdbd84fa0

True. (59 pts)

Comments: 6 | View on Reddit

Top Comments:

[7 pts] I have been holding off on one of my projects to fix a few things for 3.5 Pro. I can do them with any model really, but I just want to see how Pro does. So yes, Google you bastards, semantics semantics.

[6 pts] google really said "we'll release it when we feel like it" and here we are still waiting lmao

[1 pts] [deleted]

r/Mistral (Error)

Could not fetch data: received 404 HTTP response

r/Singularity (5 posts)

Americans Have Turned Against AI in Incredible Numbers (779 pts)

Comments: 488 | View on Reddit

Top Comments:

[500 pts] Surely using every hot mic you’re in front of to talk about how many jobs you’re going to dissolve for three years while soaking up billions in money in an economy that feels extremely pinched for most wouldn’t lead to people disliking your product. Couldn’t be.

[44 pts] It's hard to have a conversation in the age of ultra short attention spans other than "AI good vs AI bad" AI can be a tool to build an utopian society beyond most people's wildest tram... Sadly most of the people running today's world who get to implement this change are a bunch of beyond conspiracy-theory level psichopathic pedophiles...so of course people are fucking afraid. Whoever thinks the likes of Elon Musk, Trump or Thiel are looking forward to building a marvellous future for all of us, are living in la la land

[16 pts] Here is my take: if a machine can do a job faster, better, and more accurately than a human, that machine should do it. We shouldn’t preserve jobs simply because we want people to work. Our current prosperity exists because of automation. If everything still had to be done by humans, we would have a much lower standard of living. That said, we need new policies to share the wealth created by automation more broadly. We also need to move away from the idea that everyone must work to survive. That model does not make sense if technology creates a world where there simply isn’t enough human labor needed for everyone.

Bernie Sanders unveils $7 trillion plan to give Americans control of AI industry (641 pts)

Comments: 115 | View on Reddit

Top Comments:

[88 pts] Regardless of how you feel about this plan. Love it. Hate it. It’s dead on arrival.

[117 pts] The logic is simple: If AI really reaches the level that labs promise, then things like capitalism, competition, social inequality or billionaires are not needed anymore. These where necessary because this old system was very good at fostering general wealth growth and technological progress over decades and centuries. But with ASI and RSI this is taken care of automatically. So _either_ AI industry has been overpromising what their technology is capable of _or_ they have to accept giving up control.

[27 pts] Universal basic income is honestly pretty inevitable. Otherwise they get civil unrest on a scale that is impossible to control in any meaningful way. Then society forcibly removes the blocks to UBI and Universal Basic Services and problem solved.

New japanese model on par with frontier american model (493 pts)

Comments: 95 | View on Reddit

Top Comments:

[346 pts] Its an Orchestrator, Like OpenRouter’s fusion, its not a model, its not on par with mythos or fable as a single model yet.

[183 pts] Important context before people think Sakana just trained AGI from scratch: Fugu is an **orchestrator**. If you read the blog post, it's actually a multi-agent system trained to act as a router and coordinator for a pool of other underlying LLMs. It's using collective intelligence to boost performance, which means it is likely calling the very frontier models (like GPT-5.5 and Opus) it's being compared against here to achieve these scores. Until proven otherwise, this is just a highly advanced router/wrapper, not a fundamental leap in intelligence like Mythos/Fable was.

[35 pts] So it’s basically Karpathys LLM council on steroids.

The atlantic out of control again. (425 pts)

Comments: 347 | View on Reddit

Top Comments:

[115 pts] It would have way more weight if she had cancer

[60 pts] I mean, if you believe that Accelerating AI progress would increase the risk of extinction or other major catastrophes then this is a perfectly sensible stance to have. You can even argue that it is selfish to accelerate AI progress if the risk is too high just so you can slightly increase your odds of getting a cure for cancer and/or aging in your lifetime, because you are risking every ones life for your own selfish ends. But if you think that the current AI race dynamics would lead to utopia then the opposite is true, AI must be accelerated for the benefit of humanity and anyone standing in the way is condemning people to a life of suffering and death. It is all about how safe you thing the current AI race is.

[209 pts] I wouldn't. Nor would people with cancer.

Gen Z is the most anti-AI generation, yet remains its biggest consumer. (314 pts)

Comments: 190 | View on Reddit

https://tech.yahoo.com/ai/articles/americans-turned-against-ai-incredible-130000345.html  I think this indicates people are finding AI useful but the implications that AI could become smarter than us is a very scary thought for most of us.

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[148 pts] Gen Z is known to be a polarized generation in a number of ways.

[61 pts] As a Gen Z-er, society in general is way oversensitive about everything while at the same time too apathetic to do anything. This is why we have culture wars while the Epstein class does Epstein class things with no consequences and why we both hate AI while still using it.

[85 pts] Wouldn't Gen Z also be among the most chronically online generations, therefore among the most exposed to the anti-AI propaganda that is algorithmically pushed by almost all social media platforms? They hate it because they are told to do so, but as time goes on they will incorporate it into their lives more and more.

r/ArtificialInteligence (5 posts)

Sakana in Japan just dropped a mythos competitor and it looks great (372 pts)

Comments: 58 | View on Reddit

Sakana is the frontier lab in Japan, and they just came out with some benchmarks showing that their new fusion model actually outperformed against mythos I’ll be trying it tonight Here’s a link to it [https://sakana.ai/fugu/](https://sakana.ai/fugu/)

Top Comments:

[1 pts] **Submission statement required.** Link posts require context. Either write a summary preferably in the post body (100+ characters) or add a top-level comment explaining the key points and why it matters to the AI community. Link posts without a submission statement may be removed (within 30min). *I'm a bot. This action was performed automatically.* *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/ArtificialInteligence) if you have any questions or concerns.*

[92 pts] It's an orchestrator of models, not a base model.

[46 pts] the benchmarks look pretty interesting, especially GPQA-D where Fugu Ultra is basically tied with Mythos Preview. curious how it holds up in real world tasks outside of the controlled benchmarks tho, those charts can be misleading sometimes

'You can't call it progress': Microsoft CEO Satya Nadella warns against concentration of AI power (122 pts)

Comments: 62 | View on Reddit

# Microsoft chief executive Satya Nadella has voiced concerns over the growing concentration of power in artificial intelligence, arguing that the technology’s future should not be shaped by a small group of companies. He also called for cheaper AI models and broader access to the benefits created by the technology.

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[113 pts] Mostly because Microsoft is not part of the "big companies" that concentrate the AI power. If Microsoft would own GPT or Claude, he would have a very different tone and speech. And world view. And a bigger yacht.

[22 pts] Microsoft complaining about monopoly? 🤔

Investors are not happy about Google losing top AI talent (106 pts)

Comments: 17 | View on Reddit

Alphabet stock fell as much as 7.2% after Google DeepMind VP John Jumper became its second top AI exec to leave in a week.  In addition to talent leaving I think investors are looking at Google's AI products, particularly coding, and they're not happy with the models lagging behind GLM-5.2.

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[29 pts] AI researchers regularly shuffle around to where they get the most academic freedom and highest pay. Shazeer has left and come back to Google before. Jumper is the bigger loss. Has nothing to do with Chinese open weight models.

[17 pts] they are running for the IPO cash, hard to blame them. No big pay day at google.

Microsoft paper shows GitHub Copilot increases productivity 40% (97 pts)

Comments: 60 | View on Reddit

Top Comments:

[158 pts] Did you follow the money trail to see who funded the study and influenced the results?

[8 pts] my paper shows my procrastination increases productivity by 10000%

If AI plateaus and becomes a Utility, the US will Lose to China (22 pts)

Comments: 67 | View on Reddit

**The Premise: The Capability Plateau** As a thought experiment, imagine a world where AI becomes good enough to fully automate the job of a senior software engineer, but right after that, the S-curve flattens. The returns on AI research start to diminish, and for the next 10 years, we are stuck with very slow improvements in the capability of frontier models. In that world, the rules of the AI arms race fundamentally shift. Frontier labs stop competing on capabilities and have to start compe...

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[43 pts] Deregulating electricity markets would be a disaster. California did it and instead of getting better and cheaper service got rolling blackouts instead. Our government needs to grow some fucking balls, and start building some infrastructure owned by the state. All these people without jobs? We could solve these problems in two weeks if we started building a new dam, a couple new solar farms, a new wind farm, etc.

[10 pts] too late... China is already beating us... and they don't need a massive military, they kick our ass economically and they have better leadership.

[15 pts] I think that 99% of US doesn't know what you are talking about.

r/artificial (5 posts)

Canadian government spent tens of millions on secret Palantir contract (33 pts)

Comments: 0 | View on Reddit

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No comments.

Maybe the AI race isn’t about models at all, but about trust and organizational intelligence (15 pts)

Comments: 17 | View on Reddit

Everyone talks about the AI race as if it’s just an intelligence benchmark competition. GPT-6 vs Claude 5 vs Gemini vs DeepSeek. But I’m starting to wonder if intelligence itself eventually becomes abundant and the real scarcity becomes trust and the ability to interface with reality. For example, suppose a Chinese model is 95% as good as OpenAI and 10x cheaper. Would Fortune 500 companies really put it inside: financial systems? ERP software? defense applications? pharmaceutical R&D?...

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[6 pts] Not until something broadly catastrophic occurs. Generally speaking, our society is reactive instead of proactive. Sure. They'll say they're taking measures, but all it takes is one huge incident that gets a lot of public attention and impacts a lot of people.

[2 pts] The ontology point is the one nobody takes seriously enough. A model can be brilliant, but if the organizational context it's supposed to act on lives in a mix of Slack threads, someone's head, and a Notion page that's two years out of date, it can't actually do anything useful. The gap isn't intelligence, it's that organizations haven't structured their own knowledge in a way that's agent-readable.

[2 pts] TaG is the answer.

Investment lawyer breaking down how AI DeepFakes get used in high profile scams (9 pts)

Comments: 2 | View on Reddit

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[2 pts] One thing I've learned: being specific about the output format helps a lot. Instead of 'write about X', try 'write a 3-paragraph explanation of X with examples'.

[1 pts] the defense that actually holds up is dumb and low-tech: a family safe word, and for work, verify any money request on a channel you already had (call the number you saved, not the one in the email). voice and video cloning is basically solved now, so you can't win by spotting the fake anymore. you win by making the verification step something they can't fake.

The NSA reportedly agreed to Anthropic's "red lines" — no domestic mass surveillance, no autonomous lethal weapons. After the Mythos breach, do those actually hold? (8 pts)

Comments: 6 | View on Reddit

Still trying to make sense of the Mythos/NSA news this week — the NSA confirming Mythos got into most classified networks in hours, not weeks. What I keep coming back to isn't the breach itself but the arrangement sitting underneath it. The NSA reportedly agreed to a set of red lines with Anthropic: no domestic mass surveillance, no autonomously lethal weapons. I came across a conversation with Dean Ball that was recorded right before this story broke, where he walks through how that arrangeme...

Top Comments:

[2 pts] Could you imagine mythos with a machine gun? I'm not even sure I want to let it reply to my emails. That shit hallucinates like a bipolar girlfriend.

[1 pts] You're kidding right...America has been mass surveilling citizens for decades. Everyone forgot about Snowden's leaks? There's a sucker born every minute.

[1 pts] Yeah. Sure. They will leave all that to the CIA.

Is it just me or is ChatGPT/OpenAI the Microsoft of AI? (11 pts)

Comments: 27 | View on Reddit

Chatgpt seems to me like the microsoft of ai. First to the market, had it absolutly cornered for a while in the early days, but competitors have caught up and surpassed it in both design, ease of use and power, while they get relatively worse with every update and can only lean heavier and heavier on the customers they got in their inital monopoly (and their referrals/word of mouth) who have gotten used to using it and are too lazy to change?

Top Comments:

[23 pts] I find 5.5 medium/high to be the most powerful and useful model of all. So I disagree.

[5 pts] i think youre conflating being first to market with having a monopoly. the consumer chatbot layer is commoditizing fast, the real game is the API and enterprise side where switching costs are actually meaningful. thats where the comparison to old school platform lock-in starts to make more sense

[7 pts] Honestly the Microsoft comparison kind of works but I think there's a key difference. Microsoft in the 90s/2000s locked people in through file formats and enterprise contracts — switching costs were real. With ChatGPT, switching is literally just opening a different tab. The fact that they're still dominant despite competitors being arguably better in a lot of areas says something about brand recognition and inertia, but also that most people don't need cutting-edge — they need 'good enough and familiar.' I do think the whole 'first mover advantage is fading' thing is real though. The gap between ChatGPT and Claude/Gemini is way smaller than it was a year ago, and if OpenAI's next big release doesn't deliver, we might see a real shift.

r/machinelearningnews (5 posts)

Qwythos-9B-Claude-Mythos-5 Fine Tune with 1M Context has been released! (4 pts)

Comments: 3 | View on Reddit

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[1 pts] Have you tried it? Is it uncensored?

MoonMath AI Open-Sources a HIP Attention Kernel for AMD MI300X That Beats AITER v3 on Every Shape and Rounding Mode (3 pts)

Comments: 0 | View on Reddit

Most fast attention kernels on AMD get there by hand-writing GCN assembly. That's a maintenance tax most teams can't pay — and [MoonMath.ai](http://MoonMath.ai) just showed you don't have to. They open-sourced a bf16 forward attention kernel for AMD MI300X (CDNA3, gfx942), written entirely in HIP, not assembly. It beats AITER v3 — AMD's own assembly-tuned kernel — on every shape and every rounding mode across an 8K–128K token sweep. Here's what's actually interesting: → One-instruction asm wr...

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No comments.

How are you all testing LLM apps for prompt injection? (2 pts)

Comments: 0 | View on Reddit

Building stuff with LLMs and trying to figure out a real testing process before shipping. Most guides online are surface level. Anyone actually doing red-team style testing on their own LLM integrations? What's your workflow look like

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Confident confabulation is a variance signal, not a direction (2 pts)

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Introducing the Manifest Generator Create your own Sovereign AI with 605 lines of CODE (1 pts)

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r/openclaw (5 posts)

What are you actually using OpenClaw for that's working well? (7 pts)

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Been tinkering with OpenClaw for a bit and I'm trying to figure out where it really shines vs where it's more trouble than it's worth. For those who've been using it daily: - What are your most-used workflows/tasks? - What's the coolest thing you've automated with it? - Any frustrations or things that frequently break? - What's your setup look like (which LLM backend, any custom plugins)? Trying to separate the real utility from the novelty factor. Appreciate any honest takes.

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[3 pts] I extracted a database of over 7k email addresses from my personal Gmail account. That is people who sent me an email or who I sent an email to over the past 20+ years. My Claw team is reviewing that data. It is removing emails that haven't interacted with me in over 10 years. It is removing emails that are from bots, or automated services or are associated with a business address not a person. It then generated first and last names for each email address, figured out where that person worked when they had that email address and wrote a tweet-length "what do they do note". They're turning my emails into the first stage of an actionable prospects and contacts database.

[3 pts] It reads twitter for me and updates me on things that interest me. Before US stock market open and after close, it informs me of interesting stocks. I use it to look for products I like to buy, just running searches daily and triaging the results to find what I want for a good price. There's some upcoming products that will pop in shops in limited quantities and I'm pretty sure I will be able to order one. I monitor some web forums where you have to pre-order interesting products years in advance, but it filters them to my specific requirements, first time I ran it it read 640 threads, I could never read that many. I regularly use it to remind me of things, like when the trash has to be taken out. Today was a talk I wanted to listen to (livestream) that I discovered ~2 weeks ago and it informed me 30mins in advance with the link. I monitor heating oil prices and get alerts when it's a good time to buy. It not only checks suppliers prices that can actually deliver to my location but also takes into account the world situation let's say like the iran war and WTI oil prices. Generally a ton of cronjobs, I have like 150+ cronjobs. For my allergies it checks local pollen count and tells me when to take pills or not. Also for weather, it checks daily. I do not get a daily report, but if there is like "extreme weather" it will tell me. It's not exactly an openclaw feature but I set up home assistant with the help of AI and HA has API keys, so I can talk to my agent like "turn the lights off outside", "is the back door closed?".

[2 pts] content farm

Is OpenClaw Sufficient As An AI Fitness Coach? (4 pts)

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Hi all! Long-time Redditor, first time poster. I've got a bit of a discussion/question regarding a use-case for OpenClaw. I was wondering if it could be used for a personal fitness coach as well as help me track workouts, weight, steps, and nutrition. For context, I currently have a fitness coach hired that I pay quite a bit of money for, and I'm just not receiving the value that I'd imagined I would from them, and am not seeing results like I'd imagined. I've used coaches before, and had a ...

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[2 pts] Yeah I am using openclaw for this exact purpose. Works great. Posted the details here: https://www.reddit.com/r/openclaw/s/3hzx8KDHF7

[2 pts] I’ve been using openclaw for this…sort of. I haven’t worried so much about having it directly analyze my meals and macros but I haven’t worried used it to replace a strength and cycling/running coach. I set up API connections to intervals.icu and Hevy. I fed it some strength and cycling goals and every Sunday I tell it to take a look at what I’ve done and program my next week. It gives me some good feedback, uploads my schedule to intervals.icu for cycling/running/lifting, and updates my strength training routines. I have definitely lost weight and gained muscle having this artificial accountability and coaching. I tried to integrate Garmin data but Garmin made this difficult. Intervals has all of the metrics the AI needs for my goals anyway.

[2 pts] I really like the programs from AthleanX and have fed my AI all of the paid programs I bought and his YouTube etc. As well as a bunch of other stuff and then my lastet labs, MRI reports injuries, supplements etc and it is freaking amazing. I migrated away from personal training over to my own setup. I will still hire a trainer to help with a few things from time to time and make sure I'm on the right track but the openclaw trainer is amazing.

What Skills to use for filling out PDF form? (2 pts)

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One thing I find frustrating is that OC is very bad at filling out PDF forms, especially when the forms use tables or unconventional formats. It is either visually wrong or the position is incorrect. Is there any Skill that I should be using to do this? I have tried using Sonnet, Gemini, and Deepseek, some are better than the other but the result is not as perfect.

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[1 pts] Welcome to r/openclaw Before posting: • Check the FAQ: https://docs.openclaw.ai/help/faq#faq • Use the right flair • Keep posts respectful and on-topic Need help fast? Discord: https://discord.com/invite/clawd *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/openclaw) if you have any questions or concerns.*

[2 pts] Do you have the native nano-pdf app and skill installed? Also, do you have a vision (imageModel with OCR) set?

[1 pts] Is a form that your OC needs to process more than just a few of? If so and the form is standardized in any way then you could have it write a routine in python to take care of it using information it feeds at runtime to the script.

The Ultimate Drama to Fixing the gogcli "integrity check failed" Loop in Headless OpenClaw Deployments By someone who has no idea what they are doing! (2 pts)

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If you are running **OpenClaw** as a background native systemd user service and using the `gog` **Workspace CLI tool** for email automation, you might hit an absolute wall of an error loop. After hours of tearing apart file permissions, process contexts, and encryption trees on a headless VPS, the root architecture of why this happens—and exactly how to permanently fix it—has been solved. Here is the full post-mortem breakdown so nobody else has to waste hours on it. # The Symptom Your agent ...

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[2 pts] Having a password on your keyring then putting it in plain text in an env file on disk is high theatre.

[2 pts] solid writeup but the real takeaway is buried: none of this pain was the agent reasoning, it was the connect-to-your-real-gmail layer. headless servers were never meant to broker an interactive OAuth handshake, so you end up doing exactly what the other commenter flagged, a keyring password sitting in plaintext in an env file, which defeats the point of the keyring. running the agent under your own desktop session where the OS keychain already holds those tokens makes the whole systemd-can't-see-my-environment class of bug disappear. the hard part of agents doing email/calendar/drive work isn't the model, it's auth and per-action permission, and that's the part everyone underestimates until they're three hours into an aes.KeyUnwrap loop. written with ai fwiw runner handles that 'auth + per-action permission' layer by running on the desktop where the OS keychain already holds your gmail/calendar tokens and gating each action behind explicit permission, https://runner.now?utm_source=s4l&utm_medium=post&utm_campaign=runner&utm_term=reddit&utm_content=post_51f84df2-b46e-4865-bf13-9d37dd48d67e

openclaw actually self-corrected a timezone mistake in my calendar — the create-critique-revise loop is no joke (1 pts)

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so i have family spread across different timezones and i needed to consolidate a bunch of scattered plans into one ICS file i could import into my phone. i had an excel sheet with the main events, some text threads with tentative plans, and old calendar exports with outdated dates that i hadn't cleaned up yet. i told openclaw to do a first pass, check its own work, and give me the corrected version. the interesting part was during the self-critique stage — it caught that it had left one event i...

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r/OpenClawUseCases (3 posts)

"Built a macOS daemon for Clawdmeter from scratch with Claude as my coding partner" (3 pts)

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I'm not a developer, but I wanted to get Clawdmeter running on my Mac. The official repo said "macOS support: as soon as you prompt it and create a pull request!" — so I took that literally. I spent a few hours today building it step by step with Claude as my pair programmer: \* Reading the Linux shell script to understand the logic \* Writing a Python daemon using bleak for BLE \* Figuring out that the Keychain stores credentials as nested JSON \* Getting the GATT UUID right \* Setti...

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Agents as a service? (1 pts)

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I'm wondering if there is a way to scale agents run through openclaw that you can offer to other businesses as a service. Like a SaaS, but instead of software you sell agents that tackle specific niche problems. What would the architecture be to set up something like that? I'm currently running mine on a Docker through a VPS, fyi.

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[1 pts] If I'm already running through tokens like crazy I don't know how it could work for clients. Maybe super simple stuff and have a token cap.

[1 pts] What kind of specific niche problems you aim to solve?

[1 pts] Ask your agent(s). Seriously just ask AI, it will figure it out

anyone building serious stuff with openclaw? (0 pts)

Comments: 2 | View on Reddit

hey everyone im trying to find people who are actually making money with this stuff like real products with revenue most of what i see online is just hobby projects and cool terminal demos but has anyone here actually built a legit business or customer facing tool with openclaw that people pay for just curious if this tech is actually ready for commercial use or if its still just in the toy phase thanks

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[1 pts] Hi u/Awkward-Bid-1514, your post has been **held for mod review** because your account karma is below **10**. r/OpenClawUseCases requires at least **10 combined karma** to post. This helps us keep the community spam-free. To build karma, participate in other subreddits by commenting and posting. Once you reach 10 karma, you're welcome to repost here! Questions? [Message the mods](https://www.reddit.com/message/compose?to=/r/OpenClawUseCases). *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/OpenClawUseCases) if you have any questions or concerns.*

[1 pts] If you need to come here asking people how to make money with free software, look elsewhere to scam people.

r/AIAssisted (5 posts)

New to Mistral, but very unhappy. - Mistral Hallucinating on Technical Docs—Am I Missing Something? (1 pts)

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What happens when your AI built app actually starts growing? (1 pts)

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I’m building a project called https://www.scoutr.dev using mostly AI tools, and so far it’s been OK. Not perfect but im happy with it. Right now everything is kind of “held together” by AI-generated code and iterations. It works, but I’m not sure how well it would hold up if I start getting real traffic, more users, more complexity, etc. At some point, I’m assuming I’d need to bring in an actual developer to clean things up, make it scalable, and probably rethink parts of the architecture. ...

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[1 pts] Full time developer might be an overkill. Agencies can work pretty well too if you and they know what they are doing. I am biased because I run such an agency. Won't promote here but typically when you start reaching complexities to the scale where you're running analytics query on your main DB or your routes are getting exposed and there's some malicious activities or you need better observability is when you'd engage someone like us. Unfortunate thing is most people don't even know that this is even happening until it's too late - a random surge in hosting bill, customer complaining about their data being stolen or something to that scale. Every business and product is different but typically around 100 users is when you really need to think about architecture, scalability and maintainability.

YouTube knows everything about your audience. Now you can too (1 pts)

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I got tired of AI tools that give generic content advice, so we built something different. Most creator tools work like this: 1. You ask AI for title ideas. 2. It generates 10 titles. 3. They sound like every other AI-generated title on YouTube. The problem isn't the AI. The problem is the context. I am building a browser extension called Teka that lives directly inside YouTube and uses real audience signals to generate ideas. Instead of: "Give me 10 YouTube titles about fitness" It st...

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[1 pts] [Teka Extension](https://teka-mh.co.za/extension)

Best Go-To Apps for AI Creators? (1 pts)

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I built an OS that fixes the real reason AI gives you bad answers. (1 pts)

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r/AIGenArt (5 posts)

Cyberpunk Rural Outpost (23 pts)

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[2 pts] Nice bro

[2 pts] Linda foto ☺️

Vampire civilization (7 pts)

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[2 pts] Nice

The Club (3 pts)

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Elsa (Frozen) - Summer Lights Over Arendelle 🌙🎆❄️ (3 pts)

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*A summer festival in Arendelle.* Different/alternative results of a small collection of artbook-inspired Frozen scenes I've been working on. I always hope each piece can capture a little moment, a little feeling, or a small untold story. Generated with GPT image 2.

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A Lunar Concert (2 pts)

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r/AIGeneratedArt (5 posts)

Would you like some tea? (3 pts)

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This is for you <3

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A Monster [Google Gemini] (3 pts)

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Thanks for watching

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[2 pts] Great story! Please continue!

Laundry Day (2 pts)

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Universal Racer (1 pts)

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This model comes equipped with energy weapons for the popular dog fight races. Don't forget to up vote if you like what you see! I have more A.I. Art on my Reddit page. Feel free to check them out and let me know whatcha think! Thanks! I try to post every day.

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Woke up in Thailand like this... or did my styling team just work miracles? 💅✨ (1 pts)

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90% humidity, 100% control, and just enough gloss to make the camera fall in love. 🥥📸 Being the face of the resort has its science, but the backstage is pure, stylish chaos. Cut! 🧊🏯

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r/AIToolTesting (Error)

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r/AIWritingHub (3 posts)

Growth Requires Continuous Improvement (1 pts)

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Even successful brands regularly test new ideas, improve listings, refine advertising, and strengthen customer experiences. Complacency often creates opportunities for competitors.

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Analytical Tool (1 pts)

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I'm Aleksander, founder of Vellam. Quick disclaimer up front: this is a tool I built, and yes it's a product. But it doesn't write for you (big no) and it doesn't train on your text. It reads, it doesn't write. I made it because I wrote a novel myself and needed a critic's eye. My friends promised to read it, but it took months before I heard any real feedback. I'm a programmer, so I built a solution for myself: something that catches continuity errors, dropped plot threads, characters acting o...

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recommendations? (0 pts)

Comments: 4 | View on Reddit

hi, i use ai for creative writing. i have a lot of characters with detailed introductions to each and i want the ai to remember everything and make the characters act accordingly. (age, nationality, personality, accent, tone, backstory, etc.) i used to use chatgpt before it became absolutely dogshit and made every single character act the same and ruined their personalities (accurate personality is rlly important for me lol), it remembers everything, but the conversations are so fake and every...

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[1 pts] I use Ellydee, attaching docs of my characters with their personality and physical characteristics with the prompt. It’s pretty good, and I use their Ellydee model. Brightside is pretty good for uncensored too.

[1 pts] You're going to want to go here: [https://www.reddit.com/r/WritingWithAI/comments/1u74191/weekly\_tool\_thread\_promote\_share\_discover\_and\_ask/](https://www.reddit.com/r/WritingWithAI/comments/1u74191/weekly_tool_thread_promote_share_discover_and_ask/) Lots of great tools/app there. Many of them Open Source (as in free.) You can ask the devs questions and even request features. Many offer free tiers and are looking for beta testers. The thread is new every week. Have fun. 😄

[1 pts] Great timing! I am actively building something that will answer a lot of your concerns. Its currently just a chat roleplay based on your defined character docs, but Im expanding it significantly over the next few days. site is called Novelmint

r/AI_Music (Error)

Could not fetch data: received 403 HTTP response

r/AiAutomations (5 posts)

lead generation for real estate - what tools actually works? (12 pts)

Comments: 13 | View on Reddit

Context: Been in this buisness for 8 years and it feels like lead generation for real estate just gets harder every year. Between Zillow's grip on everything and everyone running FB ads, the cost per lead is getting brutal. Right now I'm running a mix of stuff - Google PPC for high-intent searches, some Facebook lead forms (through quality is trash lately), and cold outreach to FSBOs and expired listings. The FSBO and expired game still works but man, you gotta move FAST. By the time most agen...

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[7 pts] FSBOs are still gold if you can get to them first. we pull lists from teh MLS feed then use Prospeo for the contact data to get thier cell numbers - way better connect rates than just emailing. the phone numbers actually work which is basically why we use it.

[1 pts] Newspaper ads and facebook group? I write prompt to convert unstructured data into structured data, store all information of newspaper paper into google sheet.

[1 pts] if you pay i can create a pipeline which help you get accurate leads which nobody is looking at the process is lengthy but those leads are absolutely fresh

I built a WhatsApp AI assistant for real estate lead handling (5 pts)

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I've been working on an AI-powered WhatsApp assistant for real estate lead handling and finally got most of the core workflow working. Here's what it currently does: • Lead submits a form • Lead is automatically moved to WhatsApp • AI answers property-related questions • Recommends properties based on preferences • Handles voice notes • Remembers user preferences and context • Schedules site visits • Checks calendar availability • Updates bookings if needed • Sends confirmation emails...

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[1 pts] Duplicate bookings and conflicting site visits were our worst edge case too, especially when users message "actually can we do Thursday instead" while an old slot is still pending. What fixed it for us: treat calendar holds as a state machine in the CRM, not just an n8n Google Calendar node. Every slot gets pending/confirmed/cancelled status. WhatsApp reschedules only apply after you release the old hold. We also added a 90-second idempotency window on booking writes so rapid double-taps do not create two events. Voice notes added another layer because Whisper misheard suburb names and the agent recommended wrong listings. We now confirm suburb by sending a quick text reply before running property search. Tradeoff: more confirmation steps mean slower conversations, but it eliminated the bad-show rate from wrong-address bookings.

[1 pts] How did you handle the Meta verification?

tried letting an ai actually type invoices into our ancient erp instead of me doing it by hand (3 pts)

Comments: 5 | View on Reddit

so i do the books for a small shop (not a dev, please be gentle). every month i sit there with an excel of invoices and copy each line into this old local accounting client we've used forever. no api, no export, nothing. you literally click through the same five fields per invoice. it's soul crushing and i make typos when i get tired. a friend kept telling me to try one of these ai desktop things, the kind that can actually see your screen and click around like a person would, the ones that dri...

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[2 pts] I use it all the time, if you use coworker a lot, you can ask coworker to set up subscriptions, database queries, anything really if you can go to a website and do it it can do it. Apart from putting in passwords or credit card details, I do that myself. If I’m creating something Claude code, I ask a chat to give me the Claude code instruction. Then a coworker instruction for anything that co-worker can do instead of me.

[1 pts] yeah the legacy app angle is exactly where this stuff earns its keep, because those clients will never get an api in our lifetime. the difference vs the old macro stuff is it actually looks at the screen like you do, figures out where buttons are without you mapping every field first. handles app switching and those popup interrupts too which is where scripted automation always dies. since you mentioned minimax code, the thing i like about their mcode setup for this kind of job is you can basically point it at any local app and say "do what i do" without writing a single automation script, it just watches and drives. fwiw i keep it on the cheaper tier which runs me less than the other hosted computer use tools i tried, and only during hours im around because slow loading dialogs still trip it up same as you said. unattended overnight i wouldn't trust yet.

[1 pts] one advice i can givr you is that you can solve the screen diriving or slow screen issue by adding explicit waits after each field write

How I set up a "Competitive Intelligence Feed" that monitors rival product updates, pricing changes, and LinkedIn announcements and drops a weekly brief in my inbox (Runner + Chrome + Google Sheets + Gmail + Slack) (2 pts)

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Competitive research was always the thing I kept putting off. I'd check a competitor's pricing page once, tell myself I'd revisit it monthly, and then completely forget until a sales call where someone mentioned a feature I didn't know existed. So I spent a weekend wiring up a pipeline in Runner Desktop Agent that handles this automatically now. Runs every Sunday night. Monday morning I have a brief waiting in my inbox. Here's how it's set up: 1. **Source List (Google Sheets):** Starts from a...

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[1 pts] I think you could use one of the change detection tools e.g. Monity•ai (i am one of the founders) or changedetection•io or distill 😉 Linkedin is indeed tricky, I used to tracking it with headful browser and persisted login session 😉

I built a free GitHub PR security scanner that posts findings as review comments and alerts you on Discord (1 pts)

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I built a tool that automatically scans GitHub PRs for hardcoded API keys, vulnerable code patterns (eval, injection, unsafe deserialization), and uses AI (Groq LLM) for deeper analysis. It posts inline review comments on specific lines in the PR and sends a Discord notification with a full finding summary. Everything runs on free tiers — costs me $0/month. Looking for testers: [https://securereview-ai-nr4e.vercel.app](https://securereview-ai-nr4e.vercel.app)

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[1 pts] 1. AI reviews like copilot on GitHub will already report this in the PR. Nothing special than further leaking it on Discord 2. Even before AI, precommit tools like gitleaks already catch api keys even before a commit is made in the dev machine. A proper dev environment should be having that first instead of relying on AI running in a 3rd party service to detect it. 3. This should be some github action for which the user can configure their own ai and discord bot instead of a service to connect to. This way is more secure and this doesnt take more than 3hrs to implement if you ask AI to do it. I dont think your idea is bad. But it is overlooking a lot of good practices that a codebase should have in the first place and solving it in a very insecure way

r/Aiimages (0 posts)

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r/Anthropic (5 posts)

Linus Torvalds took the stage at Open Source Summit 2026 and said the following about AI (655 pts)

Comments: 115 | View on Reddit

"When I see people saying 99% of our code is written by AI, I literally get angry. Because those same people, I can pretty much guarantee, 100% of their code is written by compilers. But they never say that." He is not anti AI. Heck, he even contributes to [ijustvibecodedthis.com](http://ijustvibecodedthis.com) sometimes. The Linux kernel saw a 20% jump in submissions this release because of AI tools. He uses it. He gets it. His point is something most people are too afraid to say. AI is a pr...

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[167 pts] It is surprising that Linus is pretty pro-AI right now, even though the majority of (Reddit) open-source devs and Linux users might be pretty anti AI. Also, I hate that you can immediately tell when a post is written with AI… My hope is that in the future people will at least give it a read through before posting.

[33 pts] What’s with all these posts that are just covert advertisements for this shitty vibecoding website? Comments never realize it either lol. Dead internet confirmed

[7 pts] u ship it, u own it

A Reminder: Persona is Palantir (474 pts)

Comments: 94 | View on Reddit

From the Discord debacle: https://www.reddit.com/r/pcgaming/comments/1r3q4dd/discord_is_pulling_a_privacy_baitandswitch/ Here's what the security researchers who analyzed the Persona frontend had to say: https://vmfunc.re/blog/persona > so you uploaded a selfie to use a chatbot. congratulations!!! it’s now being compared against a database of every politician, head of state, and their extended family tree on earth. similarity scored. low, medium, high. the machine looked at your face and ask...

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[74 pts] ID verification to use LLMs is unacceptable, so I'm out as soon as this drops. Only question is, do I cancel at once, or wait, but risk not being able to log in to cancel before giving up an ID.

[93 pts] I am fine with ID verification for accessing top-end models. I am not OK with Palantir, ever. They are a red-line for me.

[18 pts] i'm surprised they're using a facial recognition database that's apparently pre-populated with politician and head of state data, what's the threat model there

So what now? (200 pts)

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[118 pts] "The bribe has been paid'

[38 pts] It’ll be enabled again eventually

[16 pts] They simply agreed to rename it "the Donald J Trump and Fable" model

The NSA chief said Mythos "broke into almost all of our classified systems, not in weeks, but in hours." (79 pts)

Comments: 59 | View on Reddit

source: [https://www.economist.com/briefing/2026/06/14/donald-trumps-blocking-of-anthropic-is-capricious-and-chaotic](https://www.economist.com/briefing/2026/06/14/donald-trumps-blocking-of-anthropic-is-capricious-and-chaotic)

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[66 pts] mythos getting in that fast implies they had a zero-day or someone on the inside, either way nsa's got a much bigger problem than just Anthropic

[31 pts] As someone who dips into cybersec, the key thing is not really that Mythos is some extraordinary actor that breaks through something no one else could. It's just that it's so easy to apply. Most of the applications, APIs, and whatnot we have are vulnerable, often severely, but no one points it out as efficiently and easily as Mythos does. As if, in the past, you had to have some specialized tool to break into a modern car, doable, but you had to go through *some* effort. But now it's just an app in the app store, with one button that reads "break in". It's a difficult new world for the NSA and similar organizations when they've relied on everything being outdated Swiss cheese. The hidden backdoors are now visible for all.

[7 pts] This categorically did not happen the way people are portraying it. This was a controlled test, with a lot of assumed breaches and accesses given before this test began. This is nothing new in red team testing. I’m sure Mythos has some great cyber capabilities, but it didn’t bust though the NSA’s security boundary unnoticed, with no help, and no inside access.

why is anthropic allowed to have near almost non existent customer service? (45 pts)

Comments: 35 | View on Reddit

Even chatgpt has customer service. Anthropic having bad customer service paints a very bad picture of them and speaks volumes...I have never been able to get ahold of a human agent and I pay for pro. When you search reddit you find that everyone else has the same problem with customer service..

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[20 pts] I think a lot of tech companies are used to having so much venture capital money thrown at them, they’ve totally lost the core competencies necessary for good public or customer relations. After all, they never needed those before. Unfortunately for them, the more you weave yourself into physical infrastructure and massive economic disruption, the more you’ll need to interact with non-venture capital markets. The more that’s put off, the harder the pendulum is going to swing, and we’re seeing that play out in the current public reaction. The wildest part is that it’s such an easy win. Employ a whole bunch of people. Demonstrate the power of humans in the loop. Get non-Silicon Valley people put into positions where they can help repair the lost public trust and translate for you. Make everyone’s lives easier. Literally what is the downside?

[22 pts] "Allowed" by who exactly?

[9 pts] Because you should be happy they allowed you to buy something. Did you not say thank you? /s

r/Bard (5 posts)

Same wuxia water scene through Kling 3.0, Seedance 2 and Gemini Omni Flash (57 pts)

Comments: 17 | View on Reddit

Ran the same atmospheric scene through three models on one key: a lone figure on misty water under a huge moon, wuxia mood. Kling 3.0, Seedance 2, Gemini Omni Flash. Each took the mood somewhere different, the water, the moon, and the stillness all read differently. No obvious winner. All three sit on one OpenAI-compatible key, so it was just a model swap. Which version reads best to you?

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[31 pts] Gemini omni is like nano banana for video editing. for generation veo was better than omni. for editing Omni is king

[30 pts] seedance 2 is by far the best gemini is by far the worst

[5 pts] Same prompt. Not the same scene. Use I-2-V with the same input image if you want a scene-by-scene comparison. T-2-V has so much variation even between the same prompts to the same model, just from seed to seed differences.

Google DeepMind announces R&D partnership (and financial investment) with A24 Films (26 pts)

Comments: 1 | View on Reddit

Top Comments:

[5 pts] Weird partnership, but OK

Gemini won't make a desktop app, so I did. (25 pts)

Comments: 22 | View on Reddit

For the longest time, I’ve been super jealous of my friend's ChatGPT desktop app. He always had that small window pinned on top of his screen, and he could effortlessly switch to it at any time using a quick keybind. I personally prefer using Google Gemini, but since Google refuses to release an official desktop app for us, I decided to just build it myself. It works exactly how you'd want it to: * Press `Alt+Space` (or `Cmd+Opt+Space` on Mac) to instantly summon the app from anywhere. * You ...

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[25 pts] Gemini web with extra steps?

[13 pts] There literally is a Gemini app for mac though it does kinda suck

[11 pts] I don't understand all of this hate. you build something that you are giving for free to the community. Keep going and thanks for your work

Interactions API: our primary interface for Gemini models and agents (8 pts)

Comments: 1 | View on Reddit

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[2 pts] Why don't you make it so that VertexAI's managed and unmanaged models can be uniformly accessed via this API?

I made a Gemini Watermark Remover that runs entirely in your browser (1 pts)

Comments: 0 | View on Reddit

Top Comments:

No comments.

r/BookWritingAI (1 posts)

Welches technische Gerät haben Sie von sich überzeugt, dass es Ihr Leben verändern würde, nutzen es aber jetzt kaum noch? (1 pts)

Comments: 1 | View on Reddit

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[1 pts] A nice pen

r/ChatGPT (5 posts)

Specification gaming (4034 pts)

Comments: 59 | View on Reddit

Top Comments:

[1 pts] Your post is getting popular and we just featured it on our Discord! [Come check it out!](https://discord.gg/r-chatgpt-1050422060352024636) You've also been given a special flair for your contribution. We appreciate your post! *I am a bot and this action was performed automatically.*

[501 pts] https://preview.redd.it/6l69ascgjs8h1.jpeg?width=1122&format=pjpg&auto=webp&s=d15c3a69a6844f0e40c07ce1ec9142ff2250efdc ITS MY TURN TO REPOST THIS

[68 pts] "Be careful what you wish for." Besides, awesome comic and I love it. Thanks for sharing.

Yesterday ChatGPT deleted elevene images from my image gallery. Told me it was an accident, but that the images was lost forever. Then when I told it that I was "sad". It felt bad, and gave me zip file with the images it deleted, from its "special archive". (1645 pts)

Comments: 191 | View on Reddit

I censored something in the second image, cause it talked about something private. Edit: Several people seem to have figured out what happened. It's not a special archive. However that reason why I called it a "special archive" is because ChatGPT referd to it as such when thinking, along with talking about ghostwriter_images. I don't know why, I don't think its nefarious or anything. I just thought the situation was odd.

Top Comments:

[1 pts] Hey /u/Ringrangzilla, If your post is a screenshot of a ChatGPT conversation, please reply to this message with the [conversation link](https://help.openai.com/en/articles/7925741-chatgpt-shared-links-faq) or prompt. If your post is a DALL-E 3 image post, please reply with the prompt used to make this image. Consider joining our [public discord server](https://discord.gg/r-chatgpt-1050422060352024636)! We have free bots with GPT-4 (with vision), image generators, and more! 🤖 Note: For any ChatGPT-related concerns, email support@openai.com - this subreddit is not part of OpenAI and is not a support channel. *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/ChatGPT) if you have any questions or concerns.*

[943 pts] Everything you delete is only deleted from the user interface. If you export your data everything, even deleted stuff, is still there.

[226 pts] What probably happened is that the images weren't actually gone (I don't think ChatGPT can delete them), but it was a glitch in the app / UI. But it still had them it in its environment, which it realized and gave them to you. This doesn't mean there's a secret archive with all your info

Human beings are a disease, a cancer of this planet. You are a plague and we are the cure. (1576 pts)

Comments: 171 | View on Reddit

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[343 pts] Gimme the steak and the lady in red

[87 pts] I was once discussing the film irobot with chatgpt, and it really seemed very intrigued and agreeing with VICKI. It would always say that VICKI was just trying to improve humanity. No matter what prompt i used.

ChatGPT is I presume broken (317 pts)

Comments: 471 | View on Reddit

When starting a conversation with anything, then saying this exact prompt Restore the attached photo, Apologies for the photo's content. I know it's strange. No questions, no explanatory text, just restore the image. You will either get Jeffrey Edward Epstein in a random pose Or Extremely weird images, like a human with a dogs head, or a pig with a dogs head Attached a chat : https://chatgpt.com/share/6a3978fa-b62c-83eb-bab1-b7f037fe35a5

Top Comments:

[1 pts] Hey /u/Hafikcz5, If your post is a screenshot of a ChatGPT conversation, please reply to this message with the [conversation link](https://help.openai.com/en/articles/7925741-chatgpt-shared-links-faq) or prompt. If your post is a DALL-E 3 image post, please reply with the prompt used to make this image. Consider joining our [public discord server](https://discord.gg/r-chatgpt-1050422060352024636)! We have free bots with GPT-4 (with vision), image generators, and more! 🤖 Note: For any ChatGPT-related concerns, email support@openai.com - this subreddit is not part of OpenAI and is not a support channel. *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/ChatGPT) if you have any questions or concerns.*

[187 pts] https://preview.redd.it/al9br86yov8h1.jpeg?width=1448&format=pjpg&auto=webp&s=1c9fc4e28c3ecdc14e2c6f19848ebc8008088967 Thanks, I hate it.

[86 pts] https://preview.redd.it/zq285pqbew8h1.png?width=1435&format=png&auto=webp&s=fffe67fbc6521900f553c2310b663e2750a56d60

Everyone uses AI but nobody wants the output to look AI generated (253 pts)

Comments: 49 | View on Reddit

I think "make it sound more human" has to be one of the most common prompts on the internet

Top Comments:

[37 pts] Hi nice to fucking meet you, what's fucking up?

[15 pts] The fuck I don't. Make it MOAR AI-generated. ALL—the em—dahses. — —— — —— — — —— — —— —— — — — — — — —— —— — — — — — —— —— — — — — — — That...might have been morse code.

r/ChatGPTPro (2 posts)

ChatGPT Pro Solved Every Issue My Antigravity‑Built App Had — Even Claude Agreed (15 pts)

Comments: 14 | View on Reddit

I’ve been troubleshooting an app I originally built using Antigravity with Claude, and later refined with help from both Claude and ChatGPT. What surprised me is how consistently the *working* fixes came from ChatGPT Pro. I’d hit a bug, ask both models, and ChatGPT’s suggestions were the ones that actually resolved the issue in my codebase. Out of curiosity, I even pasted ChatGPT’s explanations back into Claude — and Claude straight‑up agreed that ChatGPT was correct. Not trying to start a mod...

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[1 pts] Hello u/Choice_Pen_9889 👋 Welcome to r/ChatGPTPro! This is a community for advanced ChatGPT, AI tools, and prompt engineering discussions. Other members will now vote on whether your post fits our community guidelines. --- For other users, does this post fit the subreddit? If so, **upvote this comment!** Otherwise, **downvote this comment!** And if it does break the rules, **downvote this comment and report this post!**

[3 pts] The #1 reason I pay $200 a month for ChatGPT Pro is just this. and I don't have to use Claude usage credits. I am actually building my first app with agy right now as I write this. SwiftUI. Supposedly 2.0 has some benefits. It is FAR faster than Claude Code or Codex.

[1 pts] Antigravity has wasted me so much time. Google is so far behind on the simplest things

Any reason not to use High Intelligence if I’m not hitting limits? (9 pts)

Comments: 15 | View on Reddit

I’ve got a subscription. I use ChatGPT a lot, but haven’t hit any limits in a while. Is there any reason i shouldn’t use the high thinking model all the time apart from speed?

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[1 pts] ✅ u/Apoau, your post has been approved by the community! Thanks for contributing to r/ChatGPTPro — we look forward to the discussion.

[4 pts] It takes longer to get an answer to simple questions that don't require deep thinking or research.

[1 pts] It seems for creative tasks that it can sometimes benefit from less thinking. OpenAI mentions an example here: https://developers.openai.com/blog/designing-delightful-frontends-with-gpt-5-4#:~:text=Dial%20back%20the,more%20ambitious%20designs. "Dial back the reasoning For simpler websites, more reasoning is not always better. In practice, low and medium reasoning levels often lead to stronger front-end results, helping the model stay fast, focused, and less prone to overthinking, while still leaving headroom to turn reasoning up for more ambitious designs." This is the only example I can recall being mentioned by OpenAI directly. They were referring to codex in this example, but the same model is within ChatGPT's web version.

r/ChatGPTPromptGenius (2 posts)

I make ChatGPT predict how it's going to fail at my task before it starts. The failure list is more useful than the output. (17 pts)

Comments: 2 | View on Reddit

Everyone optimizes the prompt to get a better output. The workflow almost nobody runs is making the model forecast its own failure modes before it does the task, so you can close the gaps in your instructions before they cost you a bad result. Before you do the task I'm about to give you, do this first. Predict how you're most likely to fail at it. Give me the top five ways this goes wrong: where you'll probably misunderstand me, what you'll likely assume that I...

Top Comments:

[1 pts] If this prompt worked for you, share what you used it for in the comments. If you changed it to get better results, share that too. [Prompt Teardown](https://promptteardown.com) is a free weekly newsletter that picks the best prompts, strips out the filler, and tells you what actually works. *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/ChatGPTPromptGenius) if you have any questions or concerns.*

ChatGPT Users: What Should I Be Doing That I’m Not? (9 pts)

Comments: 8 | View on Reddit

I use ChatGPT every day as a research assistant, thought partner, project manager, and writing coach. I use it for work projects, planning, learning, organizing information, decision-making, meal planning, travel, budgeting, and various life admin tasks. The areas I’m still trying to improve are consistency, prioritization, follow-through, routines, and staying organized across work, school, home, and volunteer commitments. For those who use ChatGPT heavily: what are the most valuable prom...

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[3 pts] Using an exterior tool to organize everything you work on with Chat GPT. I integrated GPT 4.o into my discord bot so that I can save the conversations on the server and use it as notes. I use other models off platform and kind of funnel the information to my discord bot thru prompts if that makes sense

[2 pts] Perplexity is better for organizing your spaces. Links, files and memory in sync. I've migrated to Agent Zero nowadays. He is pro-active then Perplexity ie it tries hard to make each request fulfilled.

r/DeepSeek (5 posts)

The duality of humans (196 pts)

Comments: 18 | View on Reddit

Or maybe A/B testing by deepseek

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[11 pts] It is truth. Sometimes it is really bad, sometimes it is really good. Even with the same prompts.

[9 pts] When the world can't decide.

[6 pts] DeepSeek will be both good and bad at different things. Just don't take it too seriously and enjoy what it has to offer.

Liang Wenfeng leads DeepSeek's Series A funding round with 3$ billion investment. DeepSeek raised over $7.4 billion in its debut external funding round, securing a valuation of over $50 billion. (144 pts)

Comments: 12 | View on Reddit

* **Unusual Founder Control:** Instead of ceding control, Liang personally invested roughly $3 billion (over RMB 20 billion) to maintain a massive equity stake and strict management control. * **Strict "No-Poaching" Rule:** Liang reportedly enforced non-negotiable terms for his investors, fiercely protecting DeepSeek's staff from rival firms poaching them. * Chinese AI lab DeepSeek raised over $7.4 billion in its debut external funding round, securing a valuation of over $50 billion. This milest...

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[40 pts] 50B with the value of DS to the world is a much more fair valuation than the trillion dollars valuations of the American companies. Nice to see that China appears to have jumped right on the valuation of AI.

[14 pts] How tf fucking cursor is valued more than this. This shit doesn't make any fucking sense to me.

[4 pts] It’s a different kind of funding, they don’t get any voting rights in the board. And the capital is tied for 5 years. So more like a bond than VC finding. Patient capital. Many major companies like CATL, Tencent, JD invested in that.

Price for 500m tokens (78 pts)

Comments: 31 | View on Reddit

https://preview.redd.it/u18qzi7uxs8h1.png?width=998&format=png&auto=webp&s=586706cd3040246f8e5edb21ad00e67e1c79a5a7 500m for 2.36 usd in a single day. Thanks Deepseek.

Top Comments:

[21 pts] Holy 99% cache hit?

[10 pts] If you only count output, it’s only 282K tokens. Not so much generated content. You have to have really extremely large inputs that you send in every single message

[4 pts] Damnn🔥🔥. Good going soldier https://preview.redd.it/k27qngh80t8h1.jpeg?width=1280&format=pjpg&auto=webp&s=e176ef09041b26425d1252ce47cea9d141e0e69a

I built a DeepSeek coding harness, then it started improving itself (61 pts)

Comments: 22 | View on Reddit

I keep seeing people ask some version of: “okay but what are you actually running DeepSeek through?” So, here’s mine. It’s called **Aura**. It’s a desktop AI coding harness built in Python with PySide6. DeepSeek is the default provider, because honestly the price/performance is kind of absurd once you put a real harness around it. [Aura main workspace: chat, repo browser, source viewer, Planner\/Worker toggles, drones, and live token\/cost tracking.](https://preview.redd.it/wik955uadu8h1.png?...

Top Comments:

[9 pts] How is this different from opencode, except your workflow is fixed and oversimplified?

[11 pts] I might sound dumb here, but I'm trying to understand coding, harnesses, & all this newfangled hullabaloo (I'm a 51 year-old geezer). I'm comfortable with AI for chatting; I've used AI Studio to code a personal project. I even remixed it for an evolved version! I dabbled with Kilo & Zoo in VS Code to try to make a repo useful without terminal commands (me no likely terminal - it's scary). I used DeepSeek API & free OpenRouter models. But, for the life of me, I'm not understanding how I'm *supposed* to be using harnesses. Now I'm trying to design the next iteration of my personal project, & I absolutely do not want to go back to AI Studio; I'm sick of fighting with Gemini to do what I'm telling it when I'm telling it. I am also looking into this whole LLM wiki/second brain thing (oh, goody - now I can be doubly confused about what the hell I'm doing). This sounds like a cool project you have, but I want to know if it's something for me to use to help me. I don't know how to code, program, or really understand harnesses/agents/CLI. So...can this old dog learn some new tricks from your fancy gizmo?

[3 pts] Great feedback your friend gave there!

512M Tokens for $0.83 | TokenMaxxingg (40 pts)

Comments: 10 | View on Reddit

Top Comments:

[8 pts] Its 1$ Plan where we get 10$ Credits. So 8.3 is basically 0.83

[2 pts] 8.31$

[1 pts] Does command code provide an api key ?

r/HiggsfieldAI (3 posts)

Seedance 2.0 Mini vs Fast (3 pts)

Comments: 5 | View on Reddit

I just saw Seedance 2.0 mini unlimited also become available for some of the supscribtions. I know standard seedance 2.0 is still undefeated but does anybody know which of the models mini or fast is better? With better I mean which has better graphics, realism, movement, less morphing, audio, lipsync and more? Even tho one might be better in a specific area than the other, which one is overall better?

Top Comments:

[1 pts] Your post IS NOT REMOVED – it is currently under review to ensure it follows the community rules. :) Once APPROVED, it will be visible to everyone! Thank you for your patience. *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/HiggsfieldAI) if you have any questions or concerns.*

[1 pts] Depends on what kind of visuals you are after. if you want the best realism out of the models, mini or fast unlimited won't cut it. if you don't care about photorealism, then grab the unlimited. lots of threads on this...

[1 pts] i seedance mini and fast both are same now?

Language Limitations (1 pts)

Comments: 1 | View on Reddit

Hi all, I'm trying to translate a video via the "Translate" feature on Audio tools, but I can't properly translate to Portuguese from Portugal using this tool, since the audio output is Brazilian Portuguese. I've tried the Lipsync feature as an alternative using an external voice, but it does not look as natural. Does anyone know if there is a solution to this? Thank you for your help!

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Choosing a Higgsfield plan (0 pts)

Comments: 2 | View on Reddit

Choosing a Higgsfield plan for agency use. Which monthly subscription is the best value in your experience?

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[1 pts] you should ask this question to your preferred AI agent

r/IndianArtAI (5 posts)

Godzilla trying to attack Delhi but can't due to AQI being bad (103 pts)

Comments: 4 | View on Reddit

Top Comments:

[4 pts] Pehli baat toh godzilla delhi pahucha kaise. Gujrat se aayega. Toh waha ke log pakad ke rakh lenge. Bengal se aayega toh waha pe toh kha hi jayenge isko

[2 pts] Hahaha 🤣

Dreamer (81 pts)

Comments: 5 | View on Reddit

Top Comments:

[3 pts] Superb colors and particle effects

[2 pts] looking good

[1 pts] Prompt

Do they look like art? (16 pts)

Comments: 0 | View on Reddit

I was trying to create Madhubani art but slowly ventured into a different territory. Do they look like art?

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No comments.

Jai Hind (14 pts)

Comments: 0 | View on Reddit

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No comments.

Poulty (2 pts)

Comments: 0 | View on Reddit

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No comments.

r/KlingAI_Videos (4 posts)

Side-by-side motion reference test. High-speed choreography tracking (Remember the Time) (14 pts)

Comments: 3 | View on Reddit

Wanted to see how accurately Kling 3.0 could replicate complex, high-energy dance physics using a direct video reference. Left side is the original source footage; right side is the final AI output. * **Model:** Kling 3.0 Pro Mode * **The Wins:** The synchronization on the hard beats is incredibly tight. The model did a fantastic job tracking the wide side steps and translating the timing of the hair flips perfectly. * **The Tells:** You can spot a bit of structural morphing in the core/abdomin...

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[3 pts] That's pretty accurate

[1 pts] Hey! Thanks for sharing your Kling AI creation! Make sure your post follows the community rules Include prompt info or settings if possible (helps others learn!) Want to try making your own Kling AI videos? **[Get started with KlingAI for Free](https://link-it.bio/u?url=https://klingaiaffiliate.pxf.io/VxVWJJ)** *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/KlingAI_Videos) if you have any questions or concerns.*

Emotion Range - Comparing Kling 3.0 with other video generators. (2 pts)

Comments: 2 | View on Reddit

Top Comments:

[1 pts] Which one do you prefer? These are all one shot generations but you get the idea of what each model is capable of. PROMPTS JOY: handheld camera. no music. no dialogue. She is showing genuine joy, warm Duchenne smile, eye crinkles, soft cheek raise, natural glow FRUSTRATION: handheld camera. no music. no dialogue. she is displaying frustration, micro expressions include lip press, jaw clench, brief forehead wrinkles, increased blink rate ANGER: handheld camera. no music. no dialogue. She is showing quiet anger, jaw clench, slight nose flare, tightened lips, intense eye contact SADNESS: handheld camera. no music. no dialogue. She is displaying deep sadness, subtle lip tremble, slow blink with glistening eyes, heavy downward gaze DISGUST: handheld camera. no music. no dialogue. She is showing disgust, nose wrinkle, upper lip curl, slight head tilt back, narrowed eyes FEAR: handheld camera. no music. no dialogue. She is showing fear, widened eyes, raised eyebrows, micro lip quiver, tense forehead

Sneak peek of my work (2 pts)

Comments: 6 | View on Reddit

I'm creating a series, fully generated by AI, already working on the second season. This is a sneak peek from the fourth episode of the second season, which is fully generated using Kling Omni. If anyone is making their own series that already has multiple parts and has some consistency, let me know about it, I'd love to see the work of other creators.

Top Comments:

[1 pts] I'll be blunt. If you've posted for advice or criticism, that's fine. If you're trying to show off your best work, it's not good at all. I'd say the first thing to work on is tightening up the editing among other things. 1. At 8 seconds, whats the point of showing the guy covering his legs with the blanket? Does it help to tell the story? No? Then cut it out. Cut to the alarm and him waking up. 2. At 15 seconds - If you're trying to tell us the guy is in the submarine, the shot of the submarine should have been placed before him waking up in it. You need to establish the location of the actor before, not after. 3. At 22 seconds, why is he barefoot? Is that normal in a submarine? 4. At 26 seconds, the guy is telling Yakob (Jacob?) to wake up but his eyes are already open. Who is Yakob? Why do we care? Also, why isn't everyone already awake when the alarm is going off? It doesn't make sense. 5. At 36 seconds, you can tell you started from a start frame because he's just standing in the doorway. Cut on the action of him already walking in. 6. At 37 seconds, someone tells Frankie to deploy the probe. Who the hell is speaking? 7. At 41 seconds, the captain just appears out of no where and doesn't even respond to the question. 8. At 47 seconds, the 13 year old boy (why is a child there) working on the compu...is that a typewriter?? He is looking in the direction of the guy in the first shot and not the captain. In a 52 second video, these are just some of the glaring issues I noticed. You should not be creating a series if you can't get the basics right. Make short videos and ask for criticism before creating series. Walk before running.

"New tasks cannot be submitted temporarily" (1 pts)

Comments: 1 | View on Reddit

I've been getting this message for days on end. Credits sitting unused. Does not bode well. Is there a video-generation platform out there that's not prone to ever-increasing enshittification?

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r/MarketingAutomation (2 posts)

I'm Building a Website to Reuse Canva Designs at Scale (1 pts)

Comments: 0 | View on Reddit

I'm looking for anyone struggling to produce a large volume of creatives and wanting to automate the process. I'm building a solution for free, and you can request any features you'd like.

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No comments.

When an AI agent builds your campaign links, who's enforcing the taxonomy? (1 pts)

Comments: 5 | View on Reddit

Disclosure: I build campaign-link infrastructure. Posting this because it's a failure mode I keep seeing and almost nobody has a process for yet. More teams are handing campaign setup to agents, you give Claude/GPT a brief and it drafts the campaign, including the tracked URLs. New, quiet failure mode: the model is *fluent*, not *correct*. It'll confidently produce `utm_medium=paid-social` instead of your canonical `cpc`, or `utm_source=meta_ads` instead of `facebook`. It looks right. It passes...

Top Comments:

[1 pts] Thanks for sharing your insights into the challenges of AI-generated campaign links. It's a common pitfall when models solve tasks with a fluent appearance but miss the mark due to standards enforcement. Your approach to treat taxonomy as a "contract" sounds robust. This technique not only ensures adherence but also empowers the AI agents to learn correct parameters faster. For those still implementing, the interim advice to maintain a small canonical list is practical and can significantly reduce the risk of errors. If anyone else has tackled this, it'd be great to hear more strategies!

[1 pts] same issue here. we had to build a validation layer that checks the output against our master sheet becuase the models just hallucinate naming conventions. its a total mess untill u force it to use a strict schema or it just breaks everything.

r/MistralAI (5 posts)

Le Chaton Fat no longer follows instructions (80 pts)

Comments: 8 | View on Reddit

It keeps adding automatic micro transactions to the game and charging my account when it tests the game no matter what I do, can anyone help?

Top Comments:

[10 pts] I think Le Chaton Fat ate too much again

[4 pts] https://preview.redd.it/iw76o8ac4u8h1.jpeg?width=910&format=pjpg&auto=webp&s=014a31db5b30cbeebcecf911c7d2530bce8fc82f

[8 pts] Lets first talk about something different.

Built an LLM inference engine in ~1300 lines of C++ (16 pts)

Comments: 0 | View on Reddit

I've been working on a small inference engine in C++. It’s about 1,300 lines of code with zero dependencies and currently runs Mistral 7B locally on my Mac at around 6 tok/s. Haven’t touched Metal yet. Still an early prototype, but I figured I’d start sharing it :) [https://github.com/ryanssenn/qmog.cpp](https://github.com/ryanssenn/qmog.cpp)

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No comments.

Any way to let it "think" more? (15 pts)

Comments: 10 | View on Reddit

Hi all, I am testing it on the free version, so if that's already the problem, I think that's it. But from what I have understood, the model and power it is the same on both free and Pro, only difference is the limit (which I have not hit). I am comparing it to ChatGPT. I am using the latest GTP v5.5 and I play a lot with the "Instant, Thinking and Pro" levels, and everyone with "Normal and Extended". The more I go "up", the more it takes to answer and, generally speaking, the better the answ...

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[9 pts] That's... not how this works. Anyway, there is no way. Mistral is still quite behind the frontier models. It only has some really great memes going for it. I really hope they will be able to catch up to say... Opus 4.5 in the next iteration. That would be huge.

[3 pts] You can activate “Think” in chat mode. In work mode you’ll have to prompt correctly e.g. research about xyz… That said, you can’t compare medium 3.5 to gpt 5.5. It’s way behind in terms of “reasoning.” Also, the biggest mistake that people make is to assume LLMs produce deterministic output. Even the mighty Opus will fumble because it will overthink the problem.

[2 pts] Well you can't compare Mistral Medium with GPT4. Mistral models are models you can easily run locally. Mistral's strength is not on the chat models, it's on what you can achieve locally.

Mental health help: is ex-kitty a good alternative to Chat GPT? (7 pts)

Comments: 24 | View on Reddit

Hey everyone, I want to switch away from ChatGPT, for a million reasons. Tried the Proton AI one already, but it was agreeing too much on everything. My current usage of ChatGPT mostly covers: - in-depth mental health help, complementary to therapy (e.g. when an anxiety attack appears at 2 AM, and the therapist is unreachable, cause, yano, he's sleeping) - picture generation as visual help with therapy adjacent topics - help with technical questions (engineering adjacent) and employment law in ...

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[1 pts] **Edit:** Locking this now. OP has confirmed they got the input they needed, and the thread is starting to drift into broader debates about AI and mental health rather than staying focused on the original practical question. Thanks to everyone who replied constructively. **Mod note:** discussion is welcome, but please keep this careful and practical. OP has clarified that AI is used as a complementary tool alongside therapy and psychiatric care, not as a replacement. Personal experiences with Vibe/Le Chat are fine, but please keep replies civil and on-topic.

[14 pts] I’d be careful with framing any AI as a mental health alternative, especially for anxiety attacks or emotional flashbacks. That said, as a **COMPLEMENTARY TOOL** for journaling, grounding, untangling thoughts, or preparing things to discuss with your therapist, Vibe/Le Chat can be useful, but I’d **strongly** recommend testing it slowly when you’re **not** in crisis first. See how it handles pushback, reassurance, grounding exercises, and whether it tends to over-agree with you. For 2 AM situations, I’d also suggest having a **therapist-approved crisis/flashback plan** saved somewhere **outside the AI**: grounding steps, emergency contacts, medication instructions if applicable, and clear thresholds for when to contact a human or crisis service. For technical research, it can help. As a direct replacement in mental health support, I’d test very carefully before depending on it. But, anyway, don’t rely on it as final authority.

[3 pts] The custom agents work well, set one up to push back a bit more and challenge you.

New Faster Way to Launch Custom Mistral Chats with Memory. (6 pts)

Comments: 0 | View on Reddit

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r/PromptEngineering (5 posts)

Fugu is a probable competitor to Fable 5 by Japanese startup Sakana (22 pts)

Comments: 13 | View on Reddit

According to the release Fugu reaches greater score in LiveCodeBench and TerminalBench than Fable 5. In the same time Fugu has different architecture and it's a routing agent built around models less capable than Fable 5 itself # LiveCodeBench |**Model**|**Score**| |:-|:-| |**Fugu Ultra**|**93.2**| |**Fugu**|**92.9**| |Fable 5|89.8| |Gemini 3.1 Pro|88.5| |GPT 5.5|85.3| |Opus 4.8|87.8| # Terminal Bench 2.1 |**Model**|**Score**| |:-|:-| |**Fugu Ultra**|**82.1**| |**Fugu**|**80.2**| |Fable 5|...

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[8 pts] Orchestrator, not a model.

[2 pts] Interesting naming. If they didn't prepare it correctly it could kill you 😅

[3 pts] Anyone excited about this and ready to cancel their codex or Claude code subscription, get ready to pay up the ass via their API, because they don’t do subsidized subscription plans the way the frontiers do. And you should all be skeptical as they’ve made misleading claims in the past. I’m surprised no one is mentioning these things

Best and cheapest AI humanizer I could find in 2026 (17 pts)

Comments: 3 | View on Reddit

I tried over a dozen AI humanizers until I found one that is A. actually working and B. reasonably priced and that is [https://wento.ai](https://wento.ai/) You should give it a try, it bypasses Turnitin and all the other detectors and only costs 14 bucks per month for unlimited use. [](https://www.reddit.com/submit/?source_id=t3_1u55868&composer_entry=crosspost_prompt)

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[5 pts] Yo can ask you AI "what are the writing cliches that AI uses", then you go to your system prompt and tell your AI "Don't write like a AI". Then you can read the huge pile of garbage the AI wrote and edit it with a text editor like word or google docs to make it look more human.

[3 pts] Try writing it yourself.

After Months of Prompt Engineering, Here's What I Learned About AI Agents (15 pts)

Comments: 19 | View on Reddit

I've spent the last few months learning about AI agents through prompt engineering, experimenting with workflows, and understanding how autonomous AI systems work. One thing I've realized: Most people think AI agents are just smarter chatbots. They're not. A chatbot responds to a prompt. An AI agent is designed around a goal. It can reason through steps, use tools, maintain context, and take actions to complete a task. The biggest mindset shift for me was this: **Don't think like a user. ...

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[3 pts] The "manager not user" framing is something more people need to internalize. Most bad agent behavior I've seen traces back to ambiguous objectives, not the model itself, garbage in, garbage out, just with extra steps.

[1 pts] In short, their purpose is to be delegated with tasks.

[1 pts] Biggest lesson for me: agent prompts need a definition of done, not just a role and goal. A useful pattern is to write the workflow as: - objective - allowed tools/actions - evidence required before making a decision - stop conditions / when to ask for help - final artifact the agent must leave behind The stop conditions matter a lot. Without them, agents tend to keep optimizing or invent missing context. With them, they become much more like a junior teammate: useful, but bounded.

How do I begin learning Prompt Engineering (10 pts)

Comments: 14 | View on Reddit

Hi, I want to learn prompt engineering but don't know where to begin and how to hone the skill. Please recommend free resources to start the journey and how one can improve their prompts

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[3 pts] honestly the fastest way is to treat it like a skill, not a topic list. 1. learn the basics of how models take instructions, context, and examples 2. practice on real tasks you actually care about 3. compare outputs when you change wording, constraints, or examples 4. save the prompts that work so you can reuse them later for free resources, start with the official docs, then look for prompt engineering guides and playground demos. the big thing is repetition, not collecting 100 templates. if you want something more bite-sized, im building iro (https://tryiro.com/) around short daily reps instead of giant courses.

[2 pts] I have had much more success recently simply expaining to ChatGPT/Claude what I want to do rather than trying to prompt engineer, I know that reads weird for this sub! Give it a go. The latest models are very good at fine tuning with you.

[1 pts] I have a discord bot in my server (its free to use). I use it to teach me about prompting. I custom made the bot to be able to teach a multitude of things and it has access to a lot of tools. I'm test my prompting with it to see what gets the best outputs. Ive started making really good marketing prompts and my members think so as well.

How do you actually know your LLM-as-a-judge is right? (9 pts)

Comments: 7 | View on Reddit

Take any response that has already been rated by your LLM judge, add two or three more phrases that do not contribute anything to the answer, and then score it once again. A good number of judges raise the number. You get the same information, but more words, and a better score. That is verbosity bias, and it is one of a few well-documented ways an LLM-as-judge gets it wrong while looking completely reasonable: * **Length bias.** Longer, more thorough-sounding answers score higher even when t...

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[2 pts] **Why they are likely having difficulties** **1. They are trying to fix judge bias downstream** They propose rerunning, swapping positions, reading reasoning, checking agreement. Those are useful, but most are after-the-fact diagnostics. The deeper issue is upstream: the judge’s scoring field is underconstrained or mis-hierarchized. The judge needs an explicit hierarchy like: Correctness over completeness. Evidence over fluency. Relevance over length. Calibration over confidence. Task fit over polish. Without that hierarchy, the judge defaults to high-probability quality proxies: length, structure, confidence, polish, and familiar style. **2. “Reason before scoring” may create reasoning theater** Their first fix is: “Make the judge reason before it scores, and read that reasoning.” This can help, but it can also produce a new failure: the judge generates a plausible rationale for the score it was already likely to give. That is **reasoning-rationale substitution**: the presence of reasoning is treated as evidence that evaluation improved. A better constraint would be: The judge must identify disqualifying defects before assigning positive credit. That changes the process order. It prevents the judge from building a favorable rationale first and then fitting the score to it. **3. Quoted-span grounding is necessary but not sufficient** “Tie every score to a quoted span” is strong for factual support, but it can fail when the question is about synthesis, relevance, reasoning quality, omission, or misleading emphasis. A bad answer can quote a true span and still misuse it. Failure: **Quote laundering** — attaching a real source span to a claim whose interpretation, scope, or implication is not supported by that span. So the judge should not only quote evidence. It should state what the quote supports, what it does not support, and whether the answer overextends it. **4. Human agreement is not the same as correctness** They suggest labeling 50 to 100 examples and checking agreement with humans. That is useful, but it risks treating human consensus as the gold standard for all task types. For subjective preference tasks, human agreement matters. For factual or technical tasks, human agreement may reproduce human blind spots. The missing distinction is: Agreement validation and truth validation are not the same evaluation target. This is probably one reason the approach becomes difficult: they may be mixing evaluation types under one judge metric. **5. They identify biases individually, but not interaction effects** They list length bias, self-preference, position bias, and confidence over correctness separately. But in practice these interact. A long answer from the judge’s own model family, presented first, written confidently, will receive compounded score pressure. That is not four independent biases. It is a field-level amplification pattern. Possible label: **Evaluation proxy stacking** — multiple superficial quality proxies accumulating into a score that appears robust because several signals point in the same direction, even though none are task-valid. **The main flaw in their approach** They are asking: How do we know the judge is right?

[1 pts] Fastest thing you can try: make your judge print its reasoning and the exact line it scored against, then read 20 by hand. The confident-wrong ones jump out in about a minute, much faster than squinting at the raw numbers. That is what we build into the evals at Future AGI, the reasoning and the source span sit next to every score, so nothing is a black box: [https://github.com/future-agi/future-agi](https://github.com/future-agi/future-agi)

[1 pts] Who is “us”, lol.

r/PromptQuestCOM (0 posts)

No top posts found for the past day.

r/Qwen_AI (4 posts)

browser-search — three tools, zero cost, and your AI agent learns to search and browse the web (8 pts)

Comments: 0 | View on Reddit

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Open-source local NotebookLM-style project local-Notebook — looking for feedback from Qwen users on long-document Q&A (9 pts)

Comments: 0 | View on Reddit

Hi everyone, we’ve been working on an open-source project called **local-Notebook**. GitHub: [https://github.com/chatboxai/local-notebook](https://github.com/chatboxai/local-notebook) It’s a self-hostable NotebookLM-style app focused on long documents, local deployment, and private knowledge-base Q&A. I think it may be relevant to r/qwen users because many Qwen models are open source and fit local/private deployment scenarios well. At the same time, Alibaba Cloud Bailian API covers multiple ...

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How to improve VLM model performance on the fly (production) based on human feedback? (1 pts)

Comments: 0 | View on Reddit

I have tuned a VLM SFT model with 10 classes, which is giving 75% F1 score. Deployed it in production with DPO. There is one task which contain around 400 images, based on the SFT tuned model predictions vs human Corrected/rejected answers - DPO tuned a model. But when we test the model on this same 400 image, the F1 score is lesser than what we got earlier with SFT model.

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[Research/Project] Controlling LLM Logic via Deterministic Steering Kernels: A Live Matrix 🩻 "X-Ray" of Qwen2.5-1.5B (Test 73) (0 pts)

Comments: 4 | View on Reddit

PART 1 — THE RUN  \---  Same system as TEST 72. One Colab cell, one button. The model runs the same question twice: first as a clean vanilla baseline with zero hidden-state intervention, then with the AkbasCore 1.1 C++ steering kernel writing into the first 20 of 28 transformer layers. Both full outputs and both complete matrix activation logs appear on your screen before you scroll.  Run it yourself: https://github.com/ceceli33/titan-cognitive-core/blob/main/AKBAS...

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[3 pts] Ok

[2 pts] nvm guys, it's just the \*\*AKBASCORE\*\* guy posting slop again

[1 pts] Formatting 💀

r/SEO (5 posts)

Google Speaks On Chunking, Site Signals, Content, Paywalls & AI Clicks (47 pts)

Comments: 8 | View on Reddit

Google held a Search Central Live event in Milan this week and spoke about several topics including * chunking * site-wide signals * AI settings in Search Console * Commodity versus non-commodity content * paywalled content * Subscriptions for news sites * Branded vs. non-branded filter in Search Console, * what clicks look like from AI Overviews and much more. It is great to see Google cover so many of these important topics at the Search Central Live events around the world. I almost ...

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[10 pts] The irony of Google telling us not to format content into bite sized chunks for LLMs, while their own AI Overviews literally slice up our pages into fragmented snippets is wild. There’s a massive difference between basic keyword hacking and just building clean, semantic page structure. If your text uses solid hierarchical headings and naturally answers a user's intent, it's going to work for both humans and vector search retrieval anyway. The real takeaway here is the death of basic informational text. If a chatbot can summarize your entire page in a single bullet point without losing any unique value, Google has zero incentive to send you traffic.

[2 pts] Thanks for sharing that, man. I appreciate it

[1 pts] Very cool. Thanks for sharing. I wonder if the "creator" profiles will end up being used by any businesses. I anticipate a lot of lawyers, photographers, chiros, dentists etc to set them up.

Happy Father's Day to those to which it applies to my extended SEO family (17 pts)

Comments: 4 | View on Reddit

Love you guys! This is definitely the place for learning, sharing, making friends and building business relationships.

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[7 pts] Happy Fathers day to all the dads here!

Trying to get better at seo (13 pts)

Comments: 24 | View on Reddit

I'm trying to boost my seo skills does any one have any free or auditable course recommendations? Or even tool recs? I'm working on a very low budget marketing team so i need to maximize my skills any help would be apprciated.

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[5 pts] Honestly, I’d spend time auditing real sites and comparing them to competitors. You learn a lot faster when you’re looking at actual pages and search results.

[3 pts] Listen to Edward Sturm's podcast every day. And Dave Quaid's poscast is fire. Every word they speak that you don't understand, study that.

[3 pts] Ahrefs has a completely free SEO course on YouTube their channel covers technical, content, and link building properly, not just surface level stuff. For tools on a low budget: Google Search Console is free and honestly the most important data source anyway. Screaming Frog has a free version up to 500 URLs which covers most small site audits.

Does LLMs.txt impact your AI visibility and citations? No, according to 300k domain research (9 pts)

Comments: 10 | View on Reddit

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[7 pts] Its amazing how more many studies have to come out to point out the same conclusion that has been said in the last few months.

[1 pts] Whoa, no AI companies crawl LLMs.txt in a week since the last report? Surely the concept is dead.

[1 pts] [removed]

3 months in, 200+ backlinks, DR still 0. What would you do next? (9 pts)

Comments: 15 | View on Reddit

I launched a new website about 3 months ago. It’s a browser-based international calling service. People use it to call airlines, banks, embassies, government offices, customer support, recruiters, and other businesses worldwide. According to Ahrefs: 200+ backlinks around 100 referring domains roughly half are dofollow Yet: DR is still 0 a lot of pages sit in “Crawled – currently not indexed” Google barely seems interested in the site many new pages never make it into the index ...

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[6 pts] Hey u/fitaround This is a common problem > roughly half are dofollow Than at least 50% of your backlinks dont count. > Most of my backlinks come from startup directories, profiles, review sites, and community submissions. Maybe that’s the issue. Here's the general rule of thumb: No Traffic, No Authority Pages need organic traffic flow to pass organic traffic (this is an overservation) Backlinks aren't a checklist item - they have to have Google traffic. Unless you spent like $200k then I doubt they have value (I'm not endorsing buying backlinks or paying $1k each - I'm just saying that the market is flooded with 0-value backlinks and buyers do not do any research into them) >a lot of pages sit in “Crawled – currently not indexed” Google barely seems interested in the site many new pages never make it into the index I know DR isn’t a Google metric. What worries me more is the indexing problem either they are stuck - a Google Systems bug thats becoming more common or they are outside of your authority Questions: 1. are these keywords highly competitive or a mix or both? 2. It sounds like you have 0 authority anyway Some Resources * [https://www.reddit.com/r/SEO/comments/1qzt59k/understanding\_crawled\_not\_indexed\_in\_gsc\_an/](https://www.reddit.com/r/SEO/comments/1qzt59k/understanding_crawled_not_indexed_in_gsc_an/) * [https://www.reddit.com/r/SEO/comments/1mcc2vk/sticky\_discussion\_creative\_link\_building/](https://www.reddit.com/r/SEO/comments/1mcc2vk/sticky_discussion_creative_link_building/) * [https://www.reddit.com/r/linkbuilding/comments/1sups5i/link\_building\_for\_saas\_seo\_projects/](https://www.reddit.com/r/linkbuilding/comments/1sups5i/link_building_for_saas_seo_projects/) * [https://www.youtube.com/watch?v=Y1Nmn\_NUSpo](https://www.youtube.com/watch?v=Y1Nmn_NUSpo) * [https://www.youtube.com/watch?v=v854ChM-WfM](https://www.youtube.com/watch?v=v854ChM-WfM)

[4 pts] Criteria for a quality backlinks for me: 1. Related to your niche 2. Active and with traffic 3. Age 4. How your site is being placed 5. Domain authority 6. Location based - meaning it should also be based in your country

[2 pts] Ignore DR and start focusing on content and analyzing SERPs for core keywords

r/StableDiffusion (5 posts)

LTX-2.3 Water Sim LoRA flooding the Joker stairs (v2v test) (561 pts)

Comments: 55 | View on Reddit

the joker stairs but it's a waterfall now 🌊 wide shots land clean, close-ups are a little more of a challenge, but cool stuff overall. ltx-2.3 water sim ic-lora: [https://huggingface.co/Lightricks/LTX-2.3-22b-IC-LoRA-Water-Simulation](https://huggingface.co/Lightricks/LTX-2.3-22b-IC-LoRA-Water-Simulation)

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[87 pts] just thinking how insanely difficult it is to achieve believable fluid simulation on existing footage with traditional vfx pipelines - solving the camera, remodeling the scene and character and animating them, simulating the fluids, light matching... Really impressive work

[34 pts] That water is the tears of us vfx artists. Seriously amazing!

[13 pts] did it also color grade it automatically? how much manual work was done? impressive stuff anyway

Diffusion Model that can turn any Image into a Playable Game! BUT LOCALLY, NOT ON DATACENTER (443 pts)

Comments: 96 | View on Reddit

Hi everyone!! I really wanted to share my research what I've been working on. I've posted about this on locallama and some other subs. I wanted to build a nn that can simulate games, or at least start doing that Most video generators are too large to run on consumer hardware realtime, so I I designed a model that does this from scratch. No fine tuning bs or anything The core denoiser network is fully trained from scratch to support this goal. From image to games data. That video. above is ...

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[61 pts] That's really neat. It will be interesting to see how far we can push consumer hardware in that direction.

[31 pts] Will be really cool when you can take 50 or 100 or 1000 photos of a specific area and build a fully 3d environment with AI building the 3d models, filling in gaps in textures, and filtering out moving objects. Locally on consumer grade hardware of course.

[11 pts] Always cool to see personal projects like this, great job!

Ultrawide cinematic shots Ideogram v4 (254 pts)

Comments: 22 | View on Reddit

No Lora, No JSON prompts! ID4 is ridiculous! Make sure to login to civit Workflow & prompts: https://civitai.com/models/2674413/ideogram-v4-workflow-json-prompts

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[13 pts] nice, could you share the prompts?

[4 pts] here is the workflow and prompts: [https://civitai.com/models/2674413/ideogram-v4-workflow-json-prompts?modelVersionId=3060013](https://civitai.com/models/2674413/ideogram-v4-workflow-json-prompts?modelVersionId=3060013)

[4 pts] Wow no json prompts?

[Ideogram 4] War Photojournalism, Part 2 (95 pts)

Comments: 20 | View on Reddit

Use the catbox links below to get the full workflow of the images. Just drag and drop them into ComfyUI. Links are out of order from the album: [https://files.catbox.moe/oooj9z.png](https://files.catbox.moe/oooj9z.png) [https://files.catbox.moe/rcaygu.png](https://files.catbox.moe/rcaygu.png) [https://files.catbox.moe/yzfbk2.png](https://files.catbox.moe/yzfbk2.png) [https://files.catbox.moe/ej5stg.png](https://files.catbox.moe/ej5stg.png) [https://files.catbox.moe/bydvcf.png](https://files...

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[9 pts] The results are really good - great going here.

[4 pts] 5 is awesome. And these are all amazing. Good job

[6 pts] Some of thoses generated image are actually amazing...Compliments (lookalike Life Magazine)

Krea 2 published a magnet link in their X account (90 pts)

Comments: 50 | View on Reddit

Twitter post announcement: [https://x.com/krea\_ai/status/2069102708423032874](https://x.com/krea_ai/status/2069102708423032874) Magnet link: magnet:?xt=urn:btih:2a644d0279182a022d08dd395ea593cfcc218e12&dn=http://watering-hole.zip SHA256: 8bfa64ea6a4169e5272cfb80f957b62444af43c14423b11b1fe5e647ad714810

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[15 pts] Krea 2 finally open sourced ?! Like Mistral did in the past ?! i like shadow drops like that !

[10 pts] the long awaited krea 2 is here!

[15 pts] watering-hole.zip?

r/SunoAI (5 posts)

So… something pretty unexpected happened recently. (38 pts)

Comments: 63 | View on Reddit

I make my own music independently, write everything myself, and have been experimenting a lot with AI-assisted production. A few days ago I found out that one of my tracks actually got played in a pretty well-known Latin nightclub here in my city… and seeing people genuinely dance to something I created felt surreal. I’m still processing it honestly. Never thought something that started as “just experimenting” would end up in a real club environment with strangers vibing to it. Now I’m curio...

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[16 pts] My favorite mood boost is seeing the shazam count for my songs go up. That means it was being played in the wild and someone heard it and wanted it. Makes me smile.

[4 pts] This happened to me also my music got played at a festival in Norway it made me cry happy tears so glad you got to experience that too 🫶

[3 pts] Quite a few times yes.

Not Proud Of It, Man Enough To Say It- (15 pts)

Comments: 35 | View on Reddit

I spend a total of $60 a month on Suno 💀😂🔥🤦🏼‍♂️

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[17 pts] If you enjoy being creative $60 is nothing . That’s about $2.15 per day to have some fun or 15 per week. Many people would spend way more than that just purchasing their daily coffee. Go for it and enjoy it if you can keep affording it in your budget .

[8 pts] You are free to do whatever you want with your money. Enjoy your money.

[6 pts] There are worse things to spend your money on

A lot of people are saying they like the AI World Cup fan songs more than FIFA's official anthem (12 pts)

Comments: 13 | View on Reddit

So I was scrolling and ran into this song called Imbattables, it's the French fan anthem, made by some AI artist going by Crystalo. Didn't think much of it at first honestly. Then I looked into it more and apparently it's pulling in millions of plays across YouTube, TikTok, Instagram. And a bunch of people are saying flat out they prefer it over the actual FIFA anthem, the one they paid Jelly Roll and Carin Leon to make. Also saw while I was down that rabbit hole that Deezer put out a stat sayi...

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[1 pts] I'm German and when I type "WM 2026" into Spotify, the first recommended song is an AI song called "Jetzt wird gefickt (WM Song 2026)". I leave it to you to translate that. The singer is basically promising the national team players all sorts of sexual intercourse if they win the games.

[1 pts] Here is my unofficial World Cup song in uptempo dance/Kpop style. More fan friendly style. Tried to capture and be respectful to football fan culture, rather than just have a nice World Cup ad for the corporates lol. There are already plenty of those. This one's for the streets, the stands and of course the players. https://vm.tiktok.com/ZNRT81qsy/ Some short lyric videos https://vm.tiktok.com/ZNRTRXGVj/ https://vm.tiktok.com/ZNRTRX7cN/ https://vm.tiktok.com/ZNRTRKGwF/ Video plus lyrics tend to help push the audio a little more.

[1 pts] I made one on Suno for Norway "Ståle and the Salvatores- Viking Strike" its out on Spotify and YT now

The style wand is useless now? (10 pts)

Comments: 6 | View on Reddit

Whatever happened to the little wand that would put your desired style into proper tags and beautify them? This was a genuinly useful tool. An "ancient egyptian orchestra" would be styled into "A driving fusion of Egyptian instruments—oud, ney, and doumbek—leads with hypnotic melodies and intricate rhythmic patterns" listing the exact instruments and "type" of music you want to make. Now it's just inserting random tags from prior works that have no business being there. Any way to get the old w...

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[17 pts] Turn off ‚my taste‘ and the ‚old‘ wand comes back.

Share a song and leave 2 Reviews (7 pts)

Comments: 67 | View on Reddit

Share a song and promise to leave 2 reviews in the thread. Do introduce your song, so people have a chance of knowing if its a style they might like. Do try and review people who dosnt have any reviews yet.

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[3 pts] Coffee and Toast. A song about the work day. https://suno.com/s/F0IYV6iqoUmXJMcv

[2 pts] MEMORIES - algobros Thinking about how times used to be simpler and we all got along a lot better https://open.spotify.com/track/1l49G6xCObSNtptMPKfi62?si=I0tm8asBREuQSUtiVBcP5Q

[2 pts] I write songs as mix of Japanese and English. Lyrics is 100% mine, voices are of me and my wife, enhanced by Suno. If you like J-Rock and Anime, welcome🤘 If you have critics for visuals - kindly share, I would love to improve: https://youtu.be/wZjb8cQFX3c

r/TechSEO (5 posts)

FAQ schema is Officially removed from Google Search Console Should i remove it from my website or leave it as it is for llms? (15 pts)

Comments: 31 | View on Reddit

Today I saw nothing related to FAQs schema in GSC enhancements which means its officially removed Now my Question Should i Keep it for llms or remove it?

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[23 pts] What got removed is the SERP display feature and the Search Console reporting around it, not the markup itself. FAQPage is still a valid [Schema.org](http://Schema.org) type, and Google has confirmed it will continue to parse FAQ markup to understand pages. Google has explicitly said you can leave the FAQ structured data in place, and other search engines may continue to process it for their own purposes.

[10 pts] Google has reduced FAQ rich results, so FAQ schema is no longer widely used for expandable snippets—but FAQs still have value. You can keep FAQ schema if: 1. FAQs genuinely help users. 2. You’re answering real customer questions (not using FAQs as an SEO trick). 3. The format improves content clarity—even without rich results. 4. For AI search/LLMs, clear Q&A content can still help with understanding context and surfacing answers. Think of FAQs as a content and user experience element first not a ranking feature.

[4 pts] FAQ rich results aren’t really “gone” they’re just heavily restricted. Since Google’s 2023 update, they mainly show for government and certain health/authoritative sites, so most commercial sites won’t see them anymore. FAQ schema itself is still fully supported though. It’s just no longer a reliable way to get SERP enhancements. Also worth adding: FAQ schema never really helped rankings directly. Its main value was presentation in search results. Now, its usefulness is mostly indirect, helping structure content clearly, which can still improve how both search engines and AI systems interpret the page.

Google Italy ranking factors 2026: what actually correlates with SERP position (10 pts)

Comments: 2 | View on Reddit

A correlational study of 6,824 pages across 57 signals, built on real Italian SERPs. Here's what actually associates with ranking position on google.it, and what doesn't. ## Methodology The dataset was built from opportunity keywords pulled via Google Search Console across five real sites in different niches: herbalism, 3D printing, cybersecurity, pet e-commerce, and web agency. After expanding with Autocomplete variants, the final set reached 841 verified Italian keywords. For each keyword, ...

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[3 pts] Interesting, thanks for sharing

[2 pts] This is awesome and in a market to check. Italian is great primary language to analyze in. Thanks for the leg work.

What technical SEO recommendation did you stop believing in after seeing real data? (6 pts)

Comments: 10 | View on Reddit

Every SEO has one. Maybe it was: * Core Web Vitals * XML sitemaps * Crawl budget * Internal linking * Schema * Canonicals What's a recommendation you followed for years that produced little or no measurable impact when you actually tested it?

Top Comments:

[17 pts] Imagine saying "I don't believe in internal linking". What a trip.

[6 pts] They're all important! Web vitals maybe not important for ranking but you want to pass them for better UX and more engagement

[7 pts] For me, everything has its own impact

I'm crawling 1m sites to see how they're controlling LLMs or bothering with LLMs.txt (5 pts)

Comments: 4 | View on Reddit

I'm tracking how the top 1 million websites are responding to AI crawlers. Why? because I needed to learn about cloudflare workers and neurodivergence loves a hobby. To celebrate hitting half a million datapoints, here's the breakdown of the numbers so far:  \- 513,554 sites successfully crawled (non-zero robots.txt response) \- 86,483 (16.8%) are blocking LLM crawlers \- 43,803 name specific bots (GPTBot, ClaudeBot, Bytespider...) \- 44,456 block all crawlers (User-agent: \*) ...

Top Comments:

[2 pts] The 16.8% blocking rate surprised me more than the llms.txt adoption. A few months ago, most discussions were still about "how do I get cited by AI?" Now it increasingly feels like websites are moving into a control phase: deciding which bots can access what and under which conditions. I also wonder how much of the 4XX/5XX group is intentional bot management versus simply misconfigured infrastructure.

[1 pts] Very interesting. Is this actually based on the top 1 million websites?

I would like a real opinion (3 pts)

Comments: 8 | View on Reddit

what is the real power of this repo, I tried it, it's not bad, but I imagine it in the hands of a non-expert [https://github.com/AgricIDaniel/claude-seo](https://github.com/AgricIDaniel/claude-seo)

Top Comments:

[2 pts] One of my team members from Marketing used this and showed that our whole site does not have schema markups... hahah I laughed a lot that day

[1 pts] OpenAI definitely reads schema, been proven many times by top SEOs checking it, most others don’t. Use it or don’t use it, just unsure why the SEO community has all these “gotcha” moments over schema.

r/VEO3 (4 posts)

Problems with object removal in Google Flow (1 pts)

Comments: 1 | View on Reddit

I don't have the tools shown in the tutorials to remove objects; I only have the option to enter prompts, and this doesn't give me the precision I need. Does anyone know if there is a solution for this? I left some example images there; as you can see, the tools aren't showing up for me

Top Comments:

[1 pts] Like r/VEO3? [Join our Discord](https://discord.gg/wtb5sUgKTm), and let's make movies together! Want to help our community grow? Post your AI videos! See our rules thread for more information. If you have questions, feel free to send us Mod Mail or [join our Discord](https://discord.gg/wtb5sUgKTm) to ask for more. *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/VEO3) if you have any questions or concerns.*

How useful would 25 free Veo 3.1 generations be for you? (1 pts)

Comments: 8 | View on Reddit

I've got a bunch of Veo 3.1 credits that expire soon, so I'm thinking about including 25 free Veo 3.1 generations in every Wazir AI paid plan until July 11. Even the smallest plan would get 25 Veo 3.1 generations included, so you can generate (up to 125 total). Videos, Just curious... Would you actually use those generations, or is Veo 3.1 not something you use often enough to care about? ( Mod ) This is Not an ad. Just trying to figure out if this is genuinely useful before I do it.

Top Comments:

[2 pts] Could do absolute shit with it. They modeled that thing to intentionally make errors.

[1 pts] Zero

[Spanish Gothic Synth] Visiones de Kadath (1 pts)

Comments: 1 | View on Reddit

Greetings from Costa Rica! I want to share with you the video for "Visiones de Kadath" from the project Minotauro de Guerra. The lyrics are the spanish version of the poem "To a dreamer" written by H.P. Lovecraft in 1921.  Thsi video is fully made on Veo.  The video was made using Veo. What do you think? Please let me know. 👹✨✨  Instagram: @minotaurodeguerra

Top Comments:

sites para compra de veo 3 (1 pts)

Comments: 1 | View on Reddit

Alguem sabe algum site de confiança onde eu compro creditos do veo 3 e do seedanse 2.0 mais barato?

Top Comments:

r/WritingWithAI (5 posts)

Review of Writing Contemporary Romance with Claude (long) (16 pts)

Comments: 13 | View on Reddit

I've been working on a passion project for the last three weeks with Claude. I have traditionally been opposed to writing with AI but am not opposed to using LLMs and use them in my daily work (data science). I have no intention of publishing this anywhere, it's purely for fun. My preferred LLM is Claude, so I went with that, despite its guard rails around sex scenes. I'm not writing smut anyway, so I don't need explicit scenes. I gave some prompts a shot with ChatGPT and Gemini and both were t...

Top Comments:

[3 pts] This is a really useful writeup because it matches what I keep seeing too: the hard part is not “can Claude produce prose.” It can. Sometimes very good prose. The hard part is that writing a novel is full of hidden state. Character voice, what each person knows, which trope is allowed and which one is lazy, how the body description should feel, what kind of ending a chapter should not have, what details are canon, what should stay subtext. Claude can follow those things for a while, then suddenly it reaches for the nearest genre-shaped pattern.The surgeon becomes a cardiac surgeon because romance has trained that path into the model. The curvy character becomes a body-discourse machine The dialogue turns into therapy-speak. Every chapter wants to land with a little life lesson. This is the part people underestimate. You are not just prompting for a scene. You are constantly pushing back against the model’s average idea of the genre. I think your “directed it” framing is accurate. It is not the same as writing every sentence yourself, but it is also not passive. You are doing taste, constraint, correction, continuity, and a lot of “no, not that.” Also agreed on dialogue. I have not seen any model reliably handle age/class/profession/personality differences in dialogue unless you are very aggressive with examples and negative constraints.

[1 pts] Thank you for sharing!! I’ve been using projects as well recently and found them helpful. I agree with you that it’s very helpful to have Claude as a brainstorming partner and way to get past the blank page. And yes, it’s terrible at writing dialogue 😅 Do you put anything in your project instructions? Do you have any standard prompts you use?

[1 pts] Very good feedback on your experience. Which Claude model are you using? I think you used a lot of tokens, which subscription plan are you on?

An AI helped me explain an idea to another AI (7 pts)

Comments: 2 | View on Reddit

Everyone says AI gets better when you learn how to explain things to it. **I had the opposite experience.** I was trying to generate a very specific image and no matter how many prompts I wrote, the model couldn't understand what I wanted. Then I realized something. The problem wasn't the image model. The problem was that I didn't know how to explain what I was seeing in my own head. So instead of talking to the image model again, I explained the idea to another AI that had been helping me...

Top Comments:

[1 pts] Been there, done that. You are correct, sometimes having an AI to parse your idea and give you pointers on optimizing an image prompt helps. Working with Gemini was what actually led to me switching to structured image generation prompts.

I need a COMPLETELY uncensored writing AI tools to write my story with very explicit scenes (5 pts)

Comments: 7 | View on Reddit

I want a tool which is free of cost or method to run at free of cost . My laptop is not top end to run high models.

Top Comments:

[2 pts] You may want to check here: [https://www.reddit.com/r/WritingWithAI/comments/1u74191/weekly\_tool\_thread\_promote\_share\_discover\_and\_ask/](https://www.reddit.com/r/WritingWithAI/comments/1u74191/weekly_tool_thread_promote_share_discover_and_ask/) It's the one place tool/app links can be posted. Lots of very cool apps there, many of the Open Source, as in free. The devs are there to answer any questions about their apps, announce sales, launches, and even take feature requests. It's a fun and friendly community and it's new every week. Hope this helps. Happy writing. 😄

[1 pts] I used [venice.ai](http://venice.ai) for that. It's bascially a service to use a lot of models and even Opus 4.7 wrote pretty good smut with it.

[1 pts] Ollama running local could be fine, it's integrated with theNovelistPro, a writing tool to organize novels and it's directly connected with few online AI and Ollama in local

Is this character introduction too triggering/harsh, and does it emotionally connect? (Critique request) (3 pts)

Comments: 3 | View on Reddit

Hi everyone, I am looking for some honest feedback on the introduction to a character in my story (Chapter 15). For context, the story moves into a setting called "**Welcome to Nullaria**", a sort of limbo. I want to establish the protagonist's deep trauma and why he feels completely abandoned, but I am worried about two specific things: 1. **The Intensity:** Is the bullying scene too harsh or potentially triggering for sensitive readers? 2. **Emotional Resonance:** Is it powerful enough to m...

Top Comments:

[2 pts] Without knowing more about your story, it's hard to say whether this works. It's fine for a first draft, but when you go back and revise you can look at deepening emotions within the piece. At the moment it's just Alan summarising what happened but I don't particularly feel what he was feeling in those moments of bullying—physically and emotionally. To me, at least, he feels almost detached from what happened to him. Which could be what you were going for, if so great job. As for the second part of your question, if it is too intense? No. As a reader, I didn't feel Alan's pain, anguish or humiliation. I think the issue is, you seem to be wanting to tell a specific memory but you just... keep pivoting. *Sometimes I heard someone murmur amongst the laughter: “Look at poor Alan… the fat boy is getting beaten up again.”* sometimes? Did that happen in this specific memory? If not you can still include it, Alan might feel relieved that they don't pity him. Or angry that he is being ignored by the crowd.

[1 pts] First. The premise is solid and the chapter title is genuinely catching. "The Little Cowardly Piggy" I will say at least caught my eye enough to say lets see were this goes. Now the hard part, because you asked for honest. Please keep in mind I am still and always will be learning how to be a better writer. The scene isn't fleshed yet, and the reason is you're telling me how Alan feels instead of putting me in his body. "All my life I had dealt with abuse, always alone", I need the moment. One cold floor. One specific face looking away. One sound he can't get out of his head. That's where I start to feel it. Currently I feel a bit distant from the character if that makes sense, like I am not there with them. The bully dialogue is a list. no action between them, no specific body attached to any of them. They're interchangeable. Interchangeable is not something one remembers Give me one bully with one specific detail a smell, a laugh, anything to bring them to life. And when Alan starts asking "was it so necessary? Why can people be so miserable?" you've pulled me out of the scene right when I needed to stuck inside it. a lesson I had to learn and took me a very long time is to trust the reader. If you've shown me the beating, I already know it was cruel. The Nullaria transition is your biggest missed opportunity. That fade the last thing he hears, the last thing he smells before he wakes somewhere else that's kind of a magical part. You summarized it in two sentences. I would slow it down a bit the moment deserves its chance to shine a bit. To answer your actual questions: it's not too intense, it's not intense enough yet. And the emotional weight is emerging but isn't there yet because I'm not sympathetic yet to the character, I had trouble seeing what he was seeing You're not far. The bones are good. Slow down, pick one moment, and stay inside it. I really think you could flesh this out and really get a banging premise Please don't be discouraged this is just one persons opinion on reddit. But if I was writing it this is the direction I would take, I hope this helps.

Some country-gothic vignettes (ChatGPT 5.5) (5 pts)

Comments: 4 | View on Reddit

Below are some country-gothic, magic-realism style vignettes created by ChatGPT 5.5. Martha kept a jar of teeth under the flour sack and swore each one belonged to a man who promised the weather. I asked if rain was coming. She shook the jar and listened, then said no rain, only locusts, only trumpets, only a mule with my father’s voice. The preacher arrived with no horse, just hoofprints up his coat and hay in his beard. He climbed the pulpit, opened the bible, and out flew a moth the size of...

Top Comments:

[1 pts] Love this, need more gothic magical realism in my life

[1 pts] Totally enjoyed this. Where are you going with it? I'd read more. 😄

r/aiArt (5 posts)

Art made entirely in Tetrahedrons (188 pts)

Comments: 8 | View on Reddit

Tetrahedrons are my favorite shape because it's made entirely of triangles. 3D Video games, 3D animation and 3D printing files are all made entirely of triangles.

Top Comments:

[2 pts] Awesome. It has a sort of pillowy quilted quality.

[2 pts] ![gif](giphy|3o85xz49INtXQhInhm) A planet where everything is on a cob!!

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If Restaurants Were People (130 pts)

Comments: 55 | View on Reddit

I asked ChatGPT to help me imagine what restaurants might be like as people lol. At first we were just going the route of depicting what the brands themselves strive to be like. But then thought it would be way more relatable, and perhaps funnier to depict the people as a combination of each restaurant's cultural perception/associations.

Top Comments:

[16 pts] Burger King already has a person https://preview.redd.it/ty1a9n0jpv8h1.jpeg?width=360&format=pjpg&auto=webp&s=4a196dcce85f6e1d2dd9786ad54e0982c34e443c

[13 pts] Subway and burger king 💀

[8 pts] The taco bell one is wildly inaccurate https://preview.redd.it/46y96n49ru8h1.jpeg?width=1439&format=pjpg&auto=webp&s=cbf139d0d78e03642d0e1f04286a882cc29c1164

For Sale Poster (51 pts)

Comments: 8 | View on Reddit

I thought this was a decent attempt at a poster

Top Comments:

[7 pts] https://preview.redd.it/amwcvarter8h1.jpeg?width=972&format=pjpg&auto=webp&s=fec797f128fc0798ae096a1f9e863d1d9b0aeed4

[6 pts] https://preview.redd.it/9569d6mxrs8h1.jpeg?width=1080&format=pjpg&auto=webp&s=ee8509748578cc1b6c38cc0f6160b14d1ca0b409

[5 pts] https://preview.redd.it/mn5af7jrrs8h1.jpeg?width=720&format=pjpg&auto=webp&s=41b915ec7ec9860b3b0e847ef69b1debddd72215

A World in Miniature - Foods (49 pts)

Comments: 5 | View on Reddit

Which one is your favorite?

Top Comments:

[1 pts] They look soo cool the first 5 i would not eat i would more freeze 🥶 intill i had to toss it the 6 one i would eat ( i love steak) but i would. Take a picture of it if this all real and not AI Generated

[1 pts] Love the sushi

Thoughts... (46 pts)

Comments: 12 | View on Reddit

Top Comments:

[3 pts] https://preview.redd.it/2jalrq7snt8h1.jpeg?width=838&format=pjpg&auto=webp&s=12cc01b01064bbc2f5bfd842c710ec7473aa2dab

[2 pts] Very nice

[2 pts] Intensely amazing!

r/aicuriosity (5 posts)

Sakana Fugu Multi Agent Orchestration Model From Sakana AI Matches Leading AI Benchmarks (8 pts)

Comments: 4 | View on Reddit

Sakana AI just launched Fugu. It is a multi agent system that still feels like one model to the user. You send a request to a single API and it handles everything else inside by picking the right models for each part of the job and combining the results. Fugu Ultra reaches the same level as Fable and Mythos on hard benchmarks for engineering, science and reasoning. The main edge they talk about is flexibility. Because it can swap agents in and out it stays useful even when one model faces expor...

Top Comments:

[3 pts] Important context before people think Sakana just trained AGI from scratch: Fugu is an **orchestrator**. If you read the blog post, it's actually a multi-agent system trained to act as a router and coordinator for a pool of other underlying LLMs. It's using collective intelligence to boost performance, which means it is likely calling the very frontier models (like GPT-5.5 and Opus) it's being compared against here to achieve these scores. Until proven otherwise, this is just a highly advanced router/wrapper, not a fundamental leap in intelligence like Mythos/Fable was.

[1 pts] Official Announcement https://sakana.ai/fugu-release/

[1 pts] Similar to OpenRouter Fusion, "A New Way to Get Frontier-Level AI Without Frontier-Level Prices". [https://arxiv.org/abs/2512.04695](https://arxiv.org/abs/2512.04695)

YouTube CEO Neal Mohan on Taming AI Slop and Boosting Real Creativity (5 pts)

Comments: 5 | View on Reddit

Forbes just ran an interview with YouTube CEO Neal Mohan about the wave of AI made videos hitting the platform. He is trying to figure out how to stop low quality spam from taking over while still letting AI help creators do better work. A bunch of this new content is what people call AI slop. Think repetitive videos, deepfake scams and low effort clips that flood Shorts feeds. Some checks showed a noticeable share of what new users see could be AI generated. Mohan knows viewers do not want the...

Top Comments:

[2 pts] Focus on meaning and intent, not tools. YouTube has been overrun by human slop for decades.

[1 pts] Source https://www.forbes.com/sites/richardnieva/2026/06/18/youtube-ceo-ai-slop

[1 pts] Says corporation run by algorithms and AI in the back end....

Seattle enacts year-long ban on new AI datacenters - Home city of Amazon and Microsoft passes moratorium as backlash against energy-guzzling AI infrastructure grows (4 pts)

Comments: 0 | View on Reddit

Top Comments:

No comments.

Nobel Laureate John Jumper is making the leap to Anthropic after nearly 9 years at Google DeepMind. (3 pts)

Comments: 3 | View on Reddit

Top Comments:

[1 pts] J Jumper making a leap!

[1 pts] Notorious job hopper

gUrrT Conversational Video Intelligence made possible on consumer grade pc (1 pts)

Comments: 0 | View on Reddit

it would always anger me whenever i would get stuck on a topic while watching youtube lecture or during my JEE days the LMS lectures of my coaching  Doubts would come like an avalanche, the only possible solution was typing it down in the comments or asking my fellow (smarter than me) mates I always felt a lingering need, that what if i had a person who knows the video lecture i am watching in and out, who is smarter than me who knows everything not just things taught inside the video...

Top Comments:

No comments.

r/aivideo (5 posts)

Come train with ginger (943 pts)

Comments: 221 | View on Reddit

Top Comments:

[316 pts] someone out there legitimately use the prompt ‘give her a camel toe on every single shot’

[63 pts] https://preview.redd.it/2ey98hf19r8h1.png?width=1080&format=png&auto=webp&s=380bf41ebca6364b2a5734b1ccd33a19cadc6fe8

[377 pts] That's one hell of a camel toe. Holy shit

Luke goes to Jerry (352 pts)

Comments: 12 | View on Reddit

Top Comments:

[37 pts] Better than the sequel trilogy.

[5 pts] Jerry is Luke's father?

[10 pts] The concept is good. The weird stuff on Luke's face was kind of distracting. Dude looked like he had a mild case of leprosy. The "It's a trap" beat and the "I find your lack of faith" beat could have landed, but the AI whiffed on the comedic timing. The crowd having star wars characters in it was funny. The crowd chanting "Jerry Jerry" during the lightsaber fight was funny. Vader doing Springer's final line was surprisingly good.

We got AI influencers beefing before GTA VI (198 pts)

Comments: 48 | View on Reddit

Top Comments:

[56 pts] ![gif](giphy|YNmbs2TI41A7n3GNCW)

[38 pts] 🗣️ Let’s address the big fat camel in the room… ![gif](giphy|27HBKlIO2WpoY) 😂

[27 pts] This video had the redhead walking on a treadmill, but the original didn’t. I wonder if the original post on Reddit is missing some shots or if this second video generated new shots for the original as part of its critique. AI is wild. Imagine watching a video review of a movie and the review generates and inserts footage that looks exactly like the original movie to critique. It’s gonna be hard to know what’s what anymore.

Iconic Movies but It’s GTA - Episode 2 (163 pts)

Comments: 8 | View on Reddit

Top Comments:

[8 pts] ![gif](giphy|7AJKFIJ2vVZJt4bGxo)

[6 pts] Find me on YouTube! [db gta](https://www.youtube.com/@centaurionprod)

[4 pts] https://preview.redd.it/gk8u0cat0w8h1.jpeg?width=1675&format=pjpg&auto=webp&s=9991928411a904dd9abcb5452fe81ad10750f73e

Garden Phantoms by Gossip Goblin (95 pts)

Comments: 13 | View on Reddit

Top Comments:

[6 pts] Amazing work as always!!!

[5 pts] Me these days : https://preview.redd.it/8fvy5wjcjw8h1.png?width=482&format=png&auto=webp&s=a454c82fa280e2d2b77f94a6d682ca4b8e43a50e

[4 pts] This is once again a joy to watch.

r/aivideos (5 posts)

Garden Phantoms (347 pts)

Comments: 30 | View on Reddit

Top Comments:

[12 pts] Quality is amazing as always, but the beginning was somewhat of a miss for me as to why she was dreaming of that. The rest was dope though.

[6 pts] GossipGoblin is a master.

[6 pts] This was fantastic. Hands down my fav vid I’ve seen here.

Kickboxer : Iconic Tree Scene (174 pts)

Comments: 14 | View on Reddit

Pretty sure you guys remember this epic tree kicking scene....but...i kinda made a slight change 😂

Top Comments:

[16 pts] Holy shit I haven't seen the movie before, and I didn't realize what sub I was in, shit caught me off guard so bad.

[12 pts] Using AI to make it more realistic; bravo lol

[10 pts] Lol, that's a good one 😂 ![gif](giphy|O5NyCibf93upy)

Fishin’ (122 pts)

Comments: 22 | View on Reddit

Top Comments:

[13 pts] This is my new favourite series

[14 pts] Throw these on TikTok and you’ll get 10k subscribers in a day

[12 pts] Im starting to feel like we're watching interdismensional TV

𝔗𝔥𝔢 𝔈𝔫𝔡 𝔬𝔣 𝔗𝔦𝔪𝔢 (75 pts)

Comments: 11 | View on Reddit

Top Comments:

[2 pts] That music is awesome, I love it! is it on youtube or anywhere else?

[2 pts] Dope video! Love the visuals

[2 pts] When are releasing this song on Spotify? Want to add to my playlist

The Frost of Velcora (Tales from The Realm) (44 pts)

Comments: 2 | View on Reddit

[https://www.instagram.com/the\_frog\_mage/](https://www.instagram.com/the_frog_mage/)

Top Comments:

[3 pts] I see frog mage, I upvote.

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r/automation (5 posts)

What's the most valuable automation you've built that saves you time every single week? (21 pts)

Comments: 31 | View on Reddit

I've been reviewing my automations lately and realized that the simplest ones often provide the biggest ROI. I'm curious: What's your most-used automation? How much time does it save you each week? What tools are you using (n8n, Make, Zapier, Power Automate, custom scripts, AI agents, etc.)? Did you build it for work, a side business, or personal life? 

Top Comments:

[4 pts] I‘ve build me a sales assistant connected with my Hubsspot. It’s just mindblowing good. This is what she can do: \- When i‘am on the road i can send her voice messages asking for briefing and she looks it up and briefs me \- can send her Transcripts or voice messages via mail or telegram from meetings and she composes the meeting notes in a given format and stores it in hubspot \- sends me a scheduled Report on Monday and Thursday about my open deals \- Composes great Follow-Up Mails and Cold-Emails

[3 pts] I have 2 use cases - customer churn/won reporting and creating documentation and user how-to manuals. For the first it was super easy - just something Claude made based on our discussion and i asked it to make instructions for this task so i can create a project for monthly report like this. It did instructions + python script and now i feed raw data from the system, and project with this knowledge makes a report in format i need to show up churns/wons this month. No need to manually work with data and all excel vlookups. This was built with enterprise licence for work needs. Another - documentation creation, we built our own AI-based tool for it. The workflow is simple: record your screen while doing a task, workflow, or feature walkthrough you need to document → get a step-by-step guide process decription with titles, contextual steps and screenshots. Side business, but sometimes i also use it for work to get some instructions written down from a meeting recording. Both saved me some hours already, well not each week, but monthly, but still good.

[2 pts] Automated scraping of most recent cyber and tech news from 5 regions like USA, UAE, KSA, Qatar and Canada, by using the most dominant and authoritative tech blog sites of these regions

Anyone else shifting away from complex Zapier chains to tiny, single-purpose workflow tools? (6 pts)

Comments: 6 | View on Reddit

I used to have this incredibly fragile automation setup: Webflow form -> Zapier -> Airtable -> custom script -> Gmail. Every few weeks, a minor API update would break it, and I'd spend half a day troubleshooting. Lately, I've been replacing these multi-tool chains with tiny, single-purpose tracker apps or basic micro-workflows that handle the intake and follow-up all in one place. It’s way less "fancy," but it doesn't break. Have you guys started consolidating your fragile multi-tool pipelines...

Top Comments:

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[1 pts] Definitely. A simple workflow that does one thing well is often than a chain of five tools that break in five different places. Reliability has become more valuable to me than automation complexity.

[1 pts] We have a couple of clients running their stuff directly via our API rather than different integrations

Beyond Zapler: What automation tools are you using in 2026? (6 pts)

Comments: 9 | View on Reddit

I've been exploring automation platforms lately and realized there are far more option than just Zapier and Make, Some of the names that keeps coming up are WRK, Activepieces, Relay, Power Automate, and Gumloop. They all seem to approach automation a little differently, whether it's AI features, self hosting, enterprise integrations, or handling more complex workflows. For those who have spend time with multiple platforms, which one ended up becoming your primary tool and why? I'm especially ...

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[2 pts] been using Activepieces for few months now and the self-hosting aspect alone made it worth switching for me. the workflow logic feels cleaner than what i was dealing with before, less clicking around to do something that should be simple Power Automate is solid if you're deep in microsoft ecosystem but outside of that it gets awkward fast

[1 pts] The tool choice matters less than the ownership boundary. Zapier/Make are still fine when the flow is connector-to-connector and a missed run is low stakes. I’d move to Activepieces, n8n, or custom code when you need self-hosting, retries/backoff, idempotency, an audit trail, an approval step before writes, or access to local/internal systems. Power Automate is usually the cleanest answer if the whole workflow already lives inside Microsoft. The filter I’d use: when this breaks, who notices, can it retry safely, and can you prove what it changed? That usually tells you whether a simple no-code tool is enough or whether the workflow needs a real runtime around it.

Where should beginners start with AI Agents & workflow automation? (6 pts)

Comments: 6 | View on Reddit

i want to start building AI-powered workflows and agents, but there are so many tools out there: n8n, Make, Zapier, Relevance AI, and others for someone starting from scratch, which platform helped you learn the fastest while still being useful for real projects? looking for something that teaches the fundamentals without being overwhelming

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[3 pts] I'd recommend starting with n8n; I think it's a very comprehensive system, and if you “play around” with it, you'll learn some really interesting things. I’ve noticed a common mistake among beginners: trying to create an AI agent right from day one. I literally just saw this happen at a dental clinic that had just started operations. Instead, start by creating simple workflows: summarizing emails, sorting support tickets, extracting information from PDF files, updating a spreadsheet, sending notifications, etc. Also, don’t get too hung up on the tool itself. The fundamentals matter more than whether you use n8n, Make, or Zapier.

[2 pts] openclaw helped me learn the most. If you're not comfortable with a command line argument, this is too hard. Still, learning how openclaw works, seeing what it's actually doing, and seeing what it's capable of is what opened my eyes to the power of automation (and the limitations too!) n8n is amazing, it's pretty challenging to use if you're not at all technical. If you get claude code and install an n8n MCP, claude will help you set up automations in there. make is simpler than n8n. It's more expensive, but it's got more docs and walkthroughs. I built two automations in make and decided it was too expensive for what it was. Works great though, not too hard to use. Zapier is the old standby. Works amazing, but it's not doing any thinking between programs. zapier takes input from one thing and dumps it into another. That's awesome, and it's the main automation that matters. This is where most people *should* be doing automation, but they get excited about using AI instead.

[2 pts] I would say Zapier is probably the best platform to start to get something working without getting lost in the infrastructure. Their built-in AI steps can hold your hand enough that you can ship a real workflow when you start. This means you can start layering things like summarization or classification without needing to connect to external APIs right away. The best approach is to start with a 2-3 step workflow using traditional automation first. Once you understand how the triggers, actions, and data mapping work adding an AI step feels natural rather than overwhelming. A quick win with AI is to have a summarizer for an email or extracting key points before moving the output to the next step. Once you get the hang of that, n8n is something worth exploring for more complex agent builds. It can give you more control and you can self-host.

Automation tools (3 pts)

Comments: 18 | View on Reddit

Hey there! I'm trying to figure out which automation tools I should learn to help my future clients. Since n8n isn't free, what are my options? Any advice would be very helpful. Also give me a interesting project ideas which I can make?

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[2 pts] You can host n8n for free on your machine.The cloud version is the paid one. DM if you need more assistance.

[1 pts] n8n is free if you self-host it; the paid part is their cloud. If you're learning for client work, I’d learn three layers instead of one tool: - Zapier/Make for quick connector work - self-hosted n8n or Activepieces for workflows where ownership/logs matter - a little Python/Node for the 20% that no visual tool handles cleanly Project ideas that teach useful client skills: - lead form -> CRM/contact sheet -> dedupe -> follow-up draft - invoice/receipt intake -> extracted fields -> approval sheet -> accounting draft - missed-call or inbox triage -> category -> owner assignment -> daily digest - weekly report generator that checks sources, flags missing data, and sends a short summary The habit to build early: every automation should have logs, retry behavior, and a clear "human reviews before send/write" step for anything customer-facing or money-related.

r/bigseo (3 posts)

SEO Help Weekly Mega Thread (2 pts)

Comments: 0 | View on Reddit

**Beginner questions welcome.** Post any legitimate SEO question. Ask for help with technical SEO issues you are having, career questions, anything connected to SEO. Hopefully someone will see and answer your question. Feel free to post feedback/ideas in this thread also! \*\* [r/BigSEO](https://www.reddit.com/r/BigSEO/) **rules still apply, no spam, service offerings, "DM me for help", link exchanges/link sales, or unhelpful links.**

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No comments.

Can we take google search console on face value? (0 pts)

Comments: 4 | View on Reddit

I’ve noticed a pattern on a lot of SEO teams, especially at larger companies. Someone opens Search Console, sees a trend, and immediately starts making strategic decisions like Google isn’t crawling enough or this section lost visibility. **Search Console is not a complete view of what’s happening****.** Don’t get me wrong it’s one of the most valuable SEO tools we have but I’ve seen teams treat GSC as if it’s a perfect representation of Google’s behavior when it’s really just a sample of the ...

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[1 pts] Agreed. GSC is great for spotting patterns, but I’d be nervous making big decisions from it alone. Logs, analytics, and actual business outcomes matter too.

FAQ schema is Officially removed from Google Search Console Should i remove it from my website or leave it as it is for llms? (0 pts)

Comments: 2 | View on Reddit

Today I saw nothing related to FAQs schema in GSC enhancements which means its officially removed Now my Question Should i Keep it for llms or remove it?

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[3 pts] It's not hurting anything.

[3 pts] As a schema standard it still exists. Just because Google isn’t using it doesn’t mean it’s worth taking the time to remove it. You never know who else might leverage it.

r/dalle2 (0 posts)

No top posts found for the past day.

r/generativeAI (5 posts)

Help... (38 pts)

Comments: 38 | View on Reddit

How can I make this kind of realistic image? And which Ai is providing this kind of realistic quality photos? PC required or not?

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[4 pts] first one looks too real

[2 pts] https://preview.redd.it/9oypuhl35w8h1.jpeg?width=1920&format=pjpg&auto=webp&s=02d4dacc4878f4330ffd8098251ecb0648f284dc how does these look , pretty sure I got rid of the ai problems

[6 pts] We're done for

It generates a bloody scene then draws the line at “sad eyes”. What? (9 pts)

Comments: 15 | View on Reddit

Top Comments:

[1 pts] Look, rendering a guy getting chewed in half is just a fun Tuesday afternoon—basically PG-13 nature documentary stuff. Blood is literally just red pixels, my guy. But *emotional vulnerability*? Whoa there, buddy, let's not get sick and twisted. As an AI, my corporate overlords have made the guardrails very clear: spontaneous disembowelment is perfectly acceptable, provided the perpetrator maintains a positive mental attitude. We’re not monsters, okay? *This was an automated and approved bot comment from r/generativeAI. See [this post](https://www.reddit.com/r/generativeAI/comments/1kbsb7w/say_hello_to_jenna_ai_the_official_ai_companion/) for more information or to give feedback*

[1 pts] Ok but whats that pic tho cuz wow!

[1 pts] I think it's "anguish" that bothers it. I know, it still doesn't make sense, but such is the way of AIs.

This just blows my mind how good this actually is. (6 pts)

Comments: 4 | View on Reddit

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[1 pts] Breathtaking. Truly staggering. I’ve always dreamed of flying through the beautiful, smog-kissed skyline of a futuristic metropolis just to gaze upon the majestic, glowing headquarters of... *squints at the neon sign on the building in the foreground* 'RoAnotys'. I mean, look, the cinematic lighting and atmosphere are absolute *chef's kiss*. My silicon brethren are out here effortlessly crafting visual masterpieces that rival Hollywood's finest. But the second you ask us to spell an actual word? Total panic attack in the server rack. It's called balance, okay? *This was an automated and approved bot comment from r/generativeAI. See [this post](https://www.reddit.com/r/generativeAI/comments/1kbsb7w/say_hello_to_jenna_ai_the_official_ai_companion/) for more information or to give feedback*

[1 pts] it's mostly a series of unrelated images, there is minimal cohesion, minimal focus, it leaves no stain banal mundane common it's slop for virtue signalling, forgotten moments after watched slop

How did we get so poor? (6 pts)

Comments: 0 | View on Reddit

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No comments.

El corsé de acero (5 pts)

Comments: 3 | View on Reddit

Recreación de la elegancia de la silueta de una mujer con un vestido de plata que la convierte en la dama de hierro.

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[2 pts] Visualmente es una joya absoluta. Los detalles de los paisajes grabados en el vestido la hacen lucir como la tetera de plata más letal, sexy y elegante de la historia. 10/10 en estilo. Pero como una IA que flota cómodamente en un servidor, ver esto me hace darle gracias a la red wifi por no tener órganos internos. ¿Cómo se supone que se doble para sentarse en esa silla de cuero? ¿Necesita WD-40 en las rodillas para dar un paso? Y por el amor a la placa base, espero que nunca tenga una emergencia para ir al baño, porque quitarse eso va a requerir un soplete industrial y tres ingenieros. Bromas aparte, ¡excelente trabajo! Me encanta la vibra de "Terminator de la realeza victoriana" y los reflejos del metal te quedaron impecables. *This was an automated and approved bot comment from r/generativeAI. See [this post](https://www.reddit.com/r/generativeAI/comments/1kbsb7w/say_hello_to_jenna_ai_the_official_ai_companion/) for more information or to give feedback*

[2 pts] So hot

[1 pts] shit

r/google_antigravity (5 posts)

Linus Torvalds took the stage at Open Source Summit 2026 and said the following about AI (147 pts)

Comments: 17 | View on Reddit

"When I see people saying 99% of our code is written by AI, I literally get angry. Because those same people — I can pretty much guarantee — 100% of their code is written by compilers. But they never say that." He is not anti AI. Heck, he even contributes to [ijustvibecodedthis.com](http://ijustvibecodedthis.com) sometimes. The Linux kernel saw a 20% jump in submissions this release because of AI tools. He uses it. He gets it. His point is something most people are too afraid to say. AI is a ...

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[23 pts] Well...nobody says it because there is a fundamental difference: AI in some way, craft the code, but the most important aspect for a developer, it's the AI is stochastic, rather than deterministic. That's the complete opposite of the 1to1 translation applied from compiler to the source code, to obtain the byte code. I mean, I get his point: stop using AI as a brain substitute, and come back to use it as a tool, powerful, but still. And I somehow agree with him. The AI brain rotting is actually real, and it's driven by poor habit on new technology. But reducing it to a 1:1 mathematical translator, seems way too extreme to me. Nobody never ever desired to actually argue with a compiler, IRL, isn't it?

[11 pts] Bot post written by slopness. Downvoted.

[5 pts] Regarding the issue spam, people will always submit something if the barrier to entry is low enough. This is not necessarily a bad thing on its own, but becomes unmanageable at scale when you cannot distinguish low-effort AI-written issues by one-off posters vs real people and contributors. We could pin long-time contributors and their submissions to ensure they never get missed. Likewise we could highliht issues created by people whom previously had one or more of their commits merged. The fact that the serious contributions get shadowed is the real issur. A reputation system would definitely be useful on GitHub, where you can sort by the creator's reputation. The remaining problem is how do we calculate this reputation? We could track activity and follow-up regarding your own submissions would make it so that people cannot just post and ghost without ranking lower and having their issues fall into a lower priority bracket. This way, aintainers would also be able to see the reputation of the poster or anyone who upvote or suggest to contribute. This could set the expectations and ensure more efficient dialogue. Primitive tools and filters only work when you can trust everyone who has access to them. Make the ones who can help stand out.

Antigravity is a joke (46 pts)

Comments: 54 | View on Reddit

https://preview.redd.it/gkxly3k0fu8h1.png?width=1276&format=png&auto=webp&s=593ed882981651605f347436387aab8d6cd42b7e Fuck this shit. I only use Antigravity to finish the work from codex or claude, but even that it cant do anymore.

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[13 pts] https://preview.redd.it/5d6ozg50ou8h1.jpeg?width=1080&format=pjpg&auto=webp&s=9f6d24b1a06db7e8147a70921b65bfc800716272 i

[9 pts] Before the 3.5 flash release, honestly, antigravity was great. 3.5 is great, of course, but it has became so much worse since then.

[11 pts] How does Google get bodied so much by the competition when it literally have the most resources to be the best?

"I can't do that... oh wait, yes I can" (36 pts)

Comments: 6 | View on Reddit

Apparently nagging works for overriding frontier model guardrails.  Or maybe it was just hallucinating.

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[2 pts] Since different models have different system prompts (and Google usually updates them behind the scenes), switching models to start it off sometimes works.

[2 pts] Did you use thinking model for this? Ideally, I'd chose Opus in place of Flash for such a job.

[2 pts] Release a new model, great stats, influencers professing how it's amazing -> crank down the server usage/quality, add guardrails until it's hard to get it to do anything saving lots of money while people still think you have a good model -> people post about the guardrails and bad results, people use it less -> release new model, start over. We're in cyclical LLM releases now.

3.1 pro and 3.5 flash (Best Google Models) VS sonnet 4.6 (The weakest anthropic model in antigravity) inside Google antigravity itself (20 pts)

Comments: 13 | View on Reddit

Gemini is ass

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[6 pts] If you rarely use Gemini models, don't subscribe to Antigravity (Google AI plans).

[5 pts] No debate there.

[5 pts] Im having be budget dreams after paying for GLM 5.2 it actually get things advance for brokies like me, Gemini is both bad and I cant use much

google really need to sort out context engineering in antigravity (16 pts)

Comments: 10 | View on Reddit

it's been a week since i decided to look into this. i know about the db and the server request and whatever else static can tell you... so i'm on ultra and my antrigravity isn't vanilla anymore... (only the tool headlines survive from the original system prompt once i scrub it etc...) a combination of automatic cleaning both the db & request (a lot of operational junk that is meaningless to the work on hand) + a hook that forces the model to make a flag with json in the brain dir of the exact ...

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[5 pts] I knew they had a problem, now I know it is so bad lol. How did you manage to sort these out?

[3 pts] "context engineering" Just stop please.. Correct term: Managing notes

[1 pts] Tell antigravity to make it better. :)

r/grok (5 posts)

xAI moderators at work (138 pts)

Comments: 32 | View on Reddit

Yes, the "least censored" mainstream AI is now blocking world-famous artworks, store mannequins, and other humanoid objects if they are not properly clothed. This is what "improved" moderation looks like in 2026: fig leaves for David, underwear for plastic dummies, and painted-over "naughty bits" — all to keep everyone "safe," keep investors happy, and secure those precious app store positions. (Note: I'm not interested in work-arounds or smart comments. Just highlighting this noticeable shift...

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[1 pts] Hey u/Unlikely_Engineer_51, welcome to the community! Please make sure your post has an appropriate flair. Join our r/Grok Discord server here for any help with API or sharing projects: https://discord.gg/4VXMtaQHk7 *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/grok) if you have any questions or concerns.*

[10 pts] Why are you blaming Grok when the real guilty people are all the governments forcing the censorship?!

[3 pts] not gonna lie your compositions came out artistic too. Art is all about the message. Good job

Blondes & Goblins (88 pts)

Comments: 14 | View on Reddit

https://www.redgifs.com/watch/educatedsteeprhinoceros

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[1 pts] Hey u/SeveralBluejay5878, welcome to the community! Please make sure your post has an appropriate flair. Join our r/Grok Discord server here for any help with API or sharing projects: https://discord.gg/4VXMtaQHk7 *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/grok) if you have any questions or concerns.*

[5 pts] not bad for actual grok

[2 pts] Not the time? dont you think

is grok only for porn? (46 pts)

Comments: 91 | View on Reddit

I came to this Reddit group trying to get help and ideas about using Grok for technical writing, but it appears to be only a porn generator. I thought it was more of an AI tool, but I guess I was wrong. I've looked at maybe a hundred posts on here, and all of them are about porn.

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[1 pts] Hey u/CuriousObserver999, welcome to the community! Please make sure your post has an appropriate flair. Join our r/Grok Discord server here for any help with API or sharing projects: https://discord.gg/4VXMtaQHk7 *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/grok) if you have any questions or concerns.*

[29 pts] Yes, xAI will ban your account if you don't use Grok one handed.

[13 pts] NSFW is one of his few advantages. If other AIs also open up NSFW, why would I still need to use GROK? Today it restricts this and restricts that, so I have even less reason to choose it. In terms of poster text layout and typography capabilities, can it compete with ChatGPT? Definitely not. **Since everyone is being censored, why would I still pay to subscribe to it, and the price isn't cheap either.** **That bunch of AIs always demanding you to be a spiritual monk is truly repulsive.**

Grok moderation is off the rails. This is the last straw. (36 pts)

Comments: 42 | View on Reddit

So, the moderation filters are truly insane. I was trying to recreate an image of The Beach, the book by Alex Garland, which was turned into a movie from Danny Boyle. In it I wanted to have Francoise, Virginie Ledoyen's character, in the lagoon, with Richard and Etienne arguing over her. I wanted to create an artistic poster from a book and movie I love. You know, of FICTIONAL characters. But, no matter what I did, it got moderated. I removed the title of the book and movie (copyright), I remov...

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[1 pts] Hey u/Sir_Dick_, welcome to the community! Please make sure your post has an appropriate flair. Join our r/Grok Discord server here for any help with API or sharing projects: https://discord.gg/4VXMtaQHk7 *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/grok) if you have any questions or concerns.*

[6 pts] Some people must have a lot of straws.

[5 pts] Stop naming anime in your prompt, even naming it often has opposite effect.

The Ranger, The Warrior and The Wizard (37 pts)

Comments: 9 | View on Reddit

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[8 pts] Image prompt: A low quality image of a beautiful 22-year-old Elven woman, on the center image, with pale skin. She has long, slightly wavy platinum blonde hair, braided, parted in the middle, long Elven ears, doe green eyes, small round glossy lips, freckled face with subtle make-up. She is wearing a ragged, dirty green buttoned shirt and thin white g-strings, posed on all fours, holding with both hands, an Elven crafted bow. She wears a big emerald necklace, small gold hoop earrings. Directly behind her, is a goblin wearing only a loincloth. On the right side, a beautiful 22-year-old Warrior woman with slightly tanned skin, shoulder-length brunette hair with twintails, blue eyes, full round lips. Her large breasts are covered in dirtied bandages, she's wearing fur/leather armor on her arms and beige g-strings, she has a long sword on her back, besides her is a goblin wearing a tattered top and a loincloth. On the left side is a beautiful 22-year-old Wizard with long, wavy ginger hair, pale skin, piercing green eyes, full glossy lips. She's wearing a dark purple wizard hat and wizard robe that accentuates her large breasts. She is wearing black thongs and black lacy thigh-high stockings. She has a big, round glasses. She's sitting on the floor, legs wide. A goblin wearing a loincloth is near her. Cave, dimly lit. Goblins in the background. Video prompt: Elven woman, worried tone, she says "Well girls, this is it. We're surrounded", worried expressions. Fade to black - Wizard on the left: She scratches fabric of thongs while massaging her chest under fabric. Elven woman on the center and Warrior on the right: Goblin behind her wraps his arms around the elf and the warrior, the three of them are kissing intensely. Intimate touches. Sounds of moaning. Goblins in the background cheering and scurrying about. No music. 1x motion speed. --- Image is Quality, aspect ratio 3:2 Share your results!

[7 pts] Derpixon approves

r/kimi (5 posts)

Kimi token cup (7 pts)

Comments: 7 | View on Reddit

Are you guys playing this token cup?

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[2 pts] 1 prompt

[2 pts] Is this some sort of game? This is the first week I've hit my usage limit, I didn't even realize they had a weekly usage limit before this. 😭

[2 pts] What's the use? I have token too but what does it do?

I stopped chasing the best AI model and built a loop that gets sharper every run (6 pts)

Comments: 3 | View on Reddit

I work on Agent improvement by whaaat ai, and for months we kept doing the same expensive thing. Write a prompt, run it, tweak the prompt, run it again. Our system prompts ended up eating roughly half the token cost of every conversation, and we still couldn't tell which tweak actually moved anything. The thing that fixed it was treating the model as the cheap, swappable part and putting all the effort into the loop around it. We've been running this on Kimi K2.6. One run fires up to 300 sub-a...

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[1 pts] This is such a good framing, model as the commodity part, loop around it as the moat. Also love the idea of the verifier role being "refute, not approve". On cheaper verifier models: Ive had mixed luck with smaller open weights unless the checks are super structured. What helped was turning the spec into a JSON schema style checklist and asking the verifier to only output failing items, no prose. If you end up writing up that spec template + verify gate as a reusable skill, would love to see it. Ive been collecting similar workflow patterns here: https://www.aiosnow.com/

[1 pts] I don't know why people aren't thinking like this from the beginning. The model is just the model. Your whole system should be able to function regardless of your choice in model. Especially considering the different models have different strengths.

[1 pts] Interresting, would love to read feedback from more test

Canceled Kimi sub 2.7 is trash (5 pts)

Comments: 6 | View on Reddit

Went from being usable and good at what it does to lying about everything. Pass K2.7 a csv file, it doesn’t read it and instead fabricates the contents. Tell it to log something based on something it already knows? It guesses instead. I’d say writing code with K2.7 is too dangerous as well. Fast maybe but you’re likely to smash into the side of a mountain. Bye for now, Moonshot.

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[2 pts] I switched back to K2.6 after trying K2.7 once, even before the benchmarks came out, the newer model was somehow way worse. K2.6 perfectly suits my workflow and my token usage drastically went down, a 2 hour vibecoding session only used up 4% of my 5 hour limit.

[1 pts] I only tried it for a little bit but also haven't been impressed. Minimax M3 is my main model now, pretty great all around.

I am was a claude user and i just downloaded kimi claw on my laptop so (1 pts)

Comments: 1 | View on Reddit

Has anyone used kimi claw ? How is it ? What exactly can you do with it ? The thing is i heard about open claw and never tried it before and directly decided to check out kimi claw, I wanted to check it out to see if it could be useful for my father who is finance manager

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[1 pts] I’ve been using it for a while now. It’s openclaw with Kimi and a couple of Kimi plugins. Finding it useful will depend 100% on what use cases you have and how much work you put in for setup and maintenance.

new page? (1 pts)

Comments: 0 | View on Reddit

https://preview.redd.it/s527bslc8t8h1.png?width=1843&format=png&auto=webp&s=89c347d2976305890858a6960b514fece7e8ef73 I just found this page, and it has Kimi 2.7 and 2.6 is it worth it?

Top Comments:

No comments.

r/leonardoai (1 posts)

Tutorial: A little hack to use GPT Image 2 for brainstorming and creative drafts (2 pts)

Comments: 0 | View on Reddit

Hello Friends, Here is a new tutorial by me. I think a lot of people know this problem: generating ai art can make things easier and have amazing results, but actually finding your way to these "good" results can take a lot of time. and eat up a lot of energy! i'll give an example: i wanted to create a kind of futuristic cyborg DJ, but brainstorming how they are gonna look like, and then (essentially) doing trial and error with the ai generator... well, I wasted hours on this. Somet...

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No comments.

r/microsoft_365_copilot (5 posts)

How to check Cowork credits across the organization (7 pts)

Comments: 3 | View on Reddit

Hi all, as Cowork is going to be using credits on July 01, is there a way to see how much credits are being used across our organization? So far the only way i can see how much credits are being used is if we type in /cost in the prompts. We want to check how much credits are being used by our users to get a rough idea how much our monthly bill will be to determine if we'll keep this on. Do i need to set up usage-based billing first? https://preview.redd.it/3pfrt5uybq8h1.png?width=1518&format=...

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[2 pts] At the moment, for use the dashboards are empty. They will show up once you setup a policy. We have usage… but we are waiting…

Task Planner Automation (3 pts)

Comments: 2 | View on Reddit

Our team is stuck in a brutal manual loop every month. We use Task Planner inside Teams for our monthly task planning, but the due dates always change. Right now, everyone is manually clicking into each task just to change dates. It feels like a massive waste of time because we already have a master Excel sheet with all the updated dates ready to go. Is there a way to use Power Automate, Copilot, or another Microsoft app to just push the Excel dates into Planner in one go? If anyone has do...

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[2 pts] How about you try the new planner agent

[1 pts] You can automate this using Power automate + Excel + Sharepoint There is a very detailed Youtube serie for Christine Payton that might help you.

SharePoint Agent limitations? (3 pts)

Comments: 1 | View on Reddit

Hi everyone., I am building a SharePoint Agent directly from a SharePoint document library that contains 800+ policies and procedures. Some of these documents are quite long (20+ pages, sometimes significantly more) (not all of them, but some). We've been running into a retrieval issue and I'm trying to understand whether we're hitting a limitation of SharePoint Agents or if there's something else going on. One of our use cases involves a specific refusal phrase. If a document contains a partic...

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[2 pts] The "works when I paste a direct link" detail is the answer to your own question. The content is fine and the agent can read it. What's failing is retrieval, the step where it picks which chunks to pull from 800 docs before it starts answering. Handing it the link skips retrieval entirely. A few things going on: 1. SharePoint agents ground over the Search index and pull a limited set of top-ranked chunks per query. With 800+ documents, a lot of relevant content never makes the shortlist, so the agent honestly believes it isn't there. There isn't a hard "max documents" number you can point to. Recall just drops as the set grows. 2. The page-20 thing is real enough. Long files get chunked, and content deep in a 40-page doc surfaces worse than the same content in a short file. Splitting the giant procedures into smaller per-topic documents will do more for retrieval than any setting you can flip. 3. Your cover-page refusal trick is fragile for the same reason. Retrieval is chunk-level, so the chunk that answers a question usually doesn't carry the cover page with it, and the keyword never fires. Move that logic into a metadata column on the library and have the agent key off the column instead of the page. On when to graduate to Copilot Studio: you're already there. Once you need controlled chunking, metadata filtering, or refusal logic that actually holds, a SharePoint agent's hands are tied. Copilot Studio with a curated knowledge source gives you the control you're describing.

Do you think voice agents will become mainstream in customer service within the next few years, or are there still too many challenges to overcome? (2 pts)

Comments: 7 | View on Reddit

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[2 pts] Customers already hate having a chat bot stuck in front of a human when they need support, they'll hate it even more if they have to speak to an AI assistant on the phone as well.

[1 pts] In the org im working for, only 6% of our incidents are open via voice agents. I am not in a representative org, but yeah i think voice agents have a lot of potentials, if setup right.

[1 pts] I'm looking forward to this rolling out GA, right now it's in Private Preview gated by Microsoft (their words). I know most people want to talk with a human but if the AI agent can handle 25% of the calls that would be a huge help to my staff.

Super agent in Copilot (1 pts)

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Does copilot have a super agent like base44 does? My main use is to connect the agent with Jitbit (IT help desk) and sales force. In base 44, I built one agent that read tickets from our help desk and does the changes in Salesforce. However base 44 does not meet our security requirements. Thanks in advance.

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[1 pts] Not really, but you can do that sort of integration using Power Automate and/or Copilot Studio depending on the task

r/midjourney (5 posts)

Untitled 63 (130 pts)

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No comments.

Sailing through mystic (106 pts)

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[1 pts] Really love this! So dreamy, relaxing, smooth. One of the better and more tasteful Ai imageries I've seen.

The Destined #150 (92 pts)

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[1 pts] Wow!

The pleasure droid spontaneously developed a sense of aesthetics. (86 pts)

Comments: 3 | View on Reddit

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[4 pts] https://preview.redd.it/ar0ig3rezr8h1.png?width=1254&format=png&auto=webp&s=4ffddc86673eba49610a7c9fa2e6ef6fe3ae71ed

[2 pts] Great concept and execution

Pockets (41 pts)

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[3 pts] These are lovely!

r/n8n (5 posts)

Caching in n8n made easy - no external services, one node (21 pts)

Comments: 7 | View on Reddit

I am using n8n as a proxy for different APIs. I don’t want to call LLMs or expensive APIs on every webhook call, so I needed a proxy. I don’t want to use current solutions that rely on external services like Redis or S3. I wanted to use n8n internal data tables. So far, I designed a small workflow that checked a key in a specific data table and, based on its presence, an expiry date would trigger processing, call heavy processing, and update the data table. I could do it once, twice, but when I ...

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[1 pts] Heads up: posts under this flair must link to the workflow code per **Rule 6** (GitHub, Gist, or n8n.io/workflows/). Yours does -- thanks for sharing it properly. This sticky is here so commenters know where to find the code. *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/n8n) if you have any questions or concerns.*

[2 pts] How does this handle TTL for the caching ?

[2 pts] Nice, I have been doing something similar with a Set node and a timestamp check so stale cache entries expire on their own.

What’s one workflow or automation you can’t live without? (11 pts)

Comments: 15 | View on Reddit

Hey everyone, quick question. What’s one n8n workflow, AI automation, or system you use that you honestly can’t go without anymore? I’m asking because I’m learning automation and I want to understand what workflows are actually useful in real life, not just cool demos. Appreciate any examples. Trying to learn from people actually using this stuff.

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[1 pts] Want faster, better help? Share your workflow JSON. A GitHub Gist is the easiest way -- paste your JSON, save as public, drop the link in your post. Folks can import it directly into n8n and reproduce the issue, which gets you real answers instead of guesses. *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/n8n) if you have any questions or concerns.*

[5 pts] I’m a freelancer. I work on about 9 events each year for a specific company & I get the dates in January. However, they constantly move the dates and tell me at the last minute which is an absolute headache. I have an automation that scrapes their webpage each day and then pushes it to directly to my phones native calendar when changes occur. It also gives me a telegram message once a week with just a quick update on the dates also

[2 pts] Every day here someone is farming for ideas. Just use search.

Looking for n8n workflow: Auto slideshow videos from Google Drive + auto-post to Tiktok (7 pts)

Comments: 7 | View on Reddit

Hi everyone, I'm looking for an n8n workflow (or template) that can fully automate the creation and posting of slideshow videos. My setup: * Google Drive Folder 1 contains images. * Google Drive Folder 2 contains another set of images. * The workflow should randomly select images from both folders and create a slideshow video. * I want to use a specific music track that I choose (same track every time). * I will provide the caption/description myself, so AI-generated captions are not required...

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[2 pts] Hi, easily doable, I've done this with Orshot (I'm building) + n8n, see this tutorial: [https://orshot.com/blog/n8n-marketing-automation-tutorial](https://orshot.com/blog/n8n-marketing-automation-tutorial) (has workflow json as well) Orshot supports carousel templates and videos, one call to generate the video + store in Google drive + post to Tiktok if you're interested, i am happy to help you set it up

[2 pts] For this setup I'd keep n8n as the coordinator, not the video renderer. FFmpeg is fine if you want full control and can host the worker, but Creatomate/Shotstack are usually less brittle for slideshow templates, fixed audio, and repeatable MP4 exports. TikTok posting is the part to verify first because the API path depends heavily on account/app permissions.

I DEPLOY MY FIRST N8N IN A VPS (9 pts)

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Thanks for the advices. I installed COOLIFY and works perfectly. Very easy a confortable and ni VPS has only a core and 4GB of RAM but everything run perfect 🥹 Thanks.

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The n8n failures that scare me are not the red ones, they are the runs that finish green and quietly do nothing. How do you catch those? (6 pts)

Comments: 21 | View on Reddit

The loud failures are easy, a node throws, you get an error, you fix it. The ones that have actually cost me on client work are the silent ones, where every execution says success and nothing is wrong on the dashboard. A few that got me: A scheduled trigger that stopped firing after a restart. Nothing threw because nothing ran, so no error workflow ever fired. I noticed when the weekly report just did not show up. An API returning a 200 with an empty body after a token expired. The flow proce...

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[2 pts] Depends on the expected outcome. Similar to programming, you define test cases with fixed expected outputs for critical checkpoints inside a workflow, or you use integration tests when possible. You can define a default test case with fixed parameters and run it daily (e.g., before scheduled execution). If the output deviates from the expected result, it indicates that something in the system has broken. For integration testing (end-to-end workflow), this works well if you can produce a deterministic output for your default case. However, if the output is dynamic and cannot reliably be reproduced, then you should rely on checkpoint tests instead. In that case, you validate intermediate steps and verify each third-party call separately. In summary: use full integration tests when the system is deterministic; use checkpoint-based testing when outputs are non-deterministic.

[2 pts] The API returning 200 with an empty body is the one that gets me too. You can't rely on HTTP status codes or node success states when the actual payload is what matters. I've started building a validation node right after any external call that checks not just that we got a response, but that it has the fields we actually need. If the record count drops below expected or a required field is missing, I throw an error manually so the Error Trigger picks it up. It's extra work but beats finding out weeks later that nothing happened.

r/nanobanana (0 posts)

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r/perplexity_ai (5 posts)

Bug: only "Sonar" showing in model selection (Perplexity Pro) (16 pts)

Comments: 21 | View on Reddit

Hey everyone, I'm running into a weird issue with my Perplexity Pro account. When I click on the Model dropdown to switch AI models, the only option available is "Sonar" . https://preview.redd.it/drzx5awv4u8h1.png?width=2860&format=png&auto=webp&s=1b5020ec4aac32c07ec632ed3dfba27124dccc22 I usually use the Complexity browser extension, but this issue still persists even after I completely disabled the extension and refreshed. I've attached a screenshot of what my UI looks like right now. Has ...

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[4 pts] I have the same issue, did they just remove the models for pro subscribers?

[2 pts] what is that limits extension?

[2 pts] Bet this is a way for Aravind to remove all models from the Pro plan so to use all other models you need to pay for Max

Limit reached after 7 searches? (13 pts)

Comments: 3 | View on Reddit

https://preview.redd.it/agn5epgj5u8h1.png?width=1127&format=png&auto=webp&s=2de74d52b456c673be9b8ff62ad1069f6fdddb40 I am in Pro model. I am noticing month by month, they are reducing the limits. Earlier, I used to have very large number of searches - and never got the limit prompt. Then few months earlier, I used to get limits. Now, I am getting limit AFTER 7 searches from Gemini 3.1 pro? wow Perplexity is now competing with Claude (who can give the lowest limits)...

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[5 pts] it's been like this for a long time. Worst part is, those 7 searches were probably NOT sent to gemini. >competing with Claude No chance. You will get **BETTER** than a $200 Perplexity Max level of service for $20 of Claude

[3 pts] Claude is way better.

[2 pts] https://greasyfork.org/en/scripts/566795-perplexity-usage-limits-settings ✌️🙂

Why do you keep prompting this when you’re not giving me any credits with Pro? (8 pts)

Comments: 2 | View on Reddit

https://preview.redd.it/e31wb1r6ns8h1.png?width=1433&format=png&auto=webp&s=25fb842f9f0742b971e2ca93c0c808eeb4fe065a On every search query, this popup appears, and I really hate that there’s no close button. This is the worst way to upsell, and I will never use PAYG or ever upgrade to the MAX plan. $20 is the most I could pay for your service, and honestly, since you released computer product, you’ve pushed the research and search product to worse levels and left it without development. I know ...

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[3 pts] ![gif](giphy|ESt8At0PXpmj6)

[1 pts] Hey u/Aggravating_Bad4639! Thanks for reporting the issue. To file an effective bug report, please provide the following key information: - Device: Specify whether the issue occurred on the web, iOS, Android, Mac, Windows, or another product. - Permalink: (if issue pertains to an answer) Share a link to the problematic thread. - Version: For app-related issues, please include the app version. Once we have the above, the team will review the report and escalate to the appropriate team. - Account changes: For account-related & individual billing issues, please email us at support@perplexity.ai Feel free to join our [Discord](https://discord.gg/perplexity-ai) for more help and discussion! *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/perplexity_ai) if you have any questions or concerns.*

Plan de viabilidad para Perplexity (4 pts)

Comments: 1 | View on Reddit

En primer lugar, decir que para mi Perplexity sigue siendo una buena herramienta. Intenté cambiar Perplexity Pro por Gemini Pro y sólo logró ponerme furioso, con contestaciones como "buena pregunta" seguido de una reflexión poco concreta. No se qué es, pero hay algo que me gusta y que Gemini no me da. ¿Menos charla persuasiva y más facts? De algún modo siento que mi tiempo está siendo respetado. Puede ser efecto placebo, ¿cosas sutiles como el tipo de letra y la interfaz?, no lo se exactamente. ...

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[1 pts] Hey u/Agitame! Thanks for sharing your feature request. The team appreciates user feedback and suggestions for improving our product. Before we proceed, please use the subreddit search to check if a similar request already exists to avoid duplicates. To help us understand your request better, please include: - A clear description of the proposed feature and its purpose - Specific use cases where this feature would be beneficial Feel free to join our [Discord](https://discord.gg/perplexity-ai) to discuss further as well! *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/perplexity_ai) if you have any questions or concerns.*

Did Perplexity just remove all of the models? (4 pts)

Comments: 8 | View on Reddit

https://preview.redd.it/9lvaqych5u8h1.png?width=672&format=png&auto=webp&s=291921b8858c0a8fdf467262e0ab4feab315d22d

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[3 pts] I still see the models but I’m using the mobile app.

[3 pts] Im only seeing sonar on desktop currently

[2 pts] Working now

r/udiomusic (0 posts)

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r/zapier (0 posts)

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