🤖 Trending AI Subreddits - June 17, 2026

r/ClaudeCode (5 posts)
Daily reminder that Fable is still not back. (759 pts)

Top Comments:

[16 pts] All cause of Nutlick
[14 pts] I know I need to drive to a car wash.
[17 pts] uhhhh of course not, that's why I need fable back NOW
Anthropic CEO Dario joins top AI CEOs meeting with world leaders at G7 summit (340 pts)
Anthropic CEO Dario Amodei and OpenAI CEO Sam Altman were among tech bosses at a G7 working lunch on AI, as the US decision to restrict access to Anthropic's most advanced models causes tension among allies. Fable 5 soon guys? **Source:** Bloomberg

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[236 pts] ![gif](giphy|v0eHX3n28wvoQ) Anthropic CEO
[82 pts] Trump slapping Altman as if they are best buddies is something else.
[54 pts] why is Marc Benioff there
Have you guys tried vibe coding anything like photoshop? (103 pts)
I'm studying graphic design. Have you guys ever tried to vibecode some image curation software like photoshop? I know that years of work has gone into photoshop but has anybody started a project trying to tackle that? I feel like we could come up with soemthing pretty good if we had a coordinated effort.

Top Comments:

[42 pts] Technically, the goal is to completely bypass photoshop…
[23 pts] A dev made this which works great . Have been using a few years https://www.photopea.com/
[7 pts] bruh
Why does Claude keep on asking me, "Do you still love me? just like my ex" 100 times even after I say YES every-time. (82 pts)

Top Comments:

[27 pts] This data is more valuable to Anthropic than you may realise. constant validation = better product decisions.
[13 pts] I've answered that about 200 times and never intentionally. That has to be the shittiest collected data ever, except they dont care about the rating you give, accidentally hitting a rating choice gives them your convo.
[7 pts] Anxious attachment sucks. Seems like she got some unstable conditional love in her childhood.
In the little time Fable was available, what did you do with it that blew your mind? (83 pts)
We had Fable for so few days, yet so many people hate going back to Opus 4.8. I'm just curious what people actually got out of Fable in that time. What could it do that Opus 4.8 could not?

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[56 pts] It unblocked me in 15 mins on a memory corruption bug that swarms of Opus agents (along with qwens, deepseek, Kimi) had failed to crack for 2 weeks. Through the accumulated “nope that didn’t work trail of evidence as input
[120 pts] It honestly just felt like where opus should be if we had linear progression forward since last December.
[37 pts] Felt like a ai who's outputs you could trust and when it told you, you were doing it wrong it should probably be considered. 
r/vibecoding (5 posts)
Tokenmaxxing (295 pts)
Im using opencode with 10 terminals

Top Comments:

[177 pts] I've tried that a couple of months back. I'm only now recovering from all the damage.
[61 pts] Generating multiple games based on React. Makes no sense.
[54 pts] This is exactly how you produce slop. No way u keeping up with all these agents.
Weekend project: draw math in the air with your finger, AI solves it on the board (202 pts)

Top Comments:

[60 pts] These comments are the definition of 'not seeing the forest for its trees'. This guy is not building a company around this calculator, it's an example for his class
[27 pts] [removed]
[10 pts] PS : Actually, we're just testing and playing around with what's already possible. I am teaching CS. I ask the students to produce the same thing. I ask them to describe the tools, prompts, etc., they used while producing it. Then I ask them to read the generated code and explain its structure. This becomes a metric when we evaluate them. Of course, we're teaching the fundamentals, but I think this is better than asking them to draw flowcharts on paper at this era.
Sometimes you gotta lock it in. (193 pts)

Top Comments:

[25 pts] You seem to enjoy context pollution
[8 pts] i never really vibe coded though this looks fun
[2 pts] No fucking way dude ![gif](giphy|29VBvlIMwNRVPUxOZ3)
I had an interaction in mind for years, AI allowed me to build it. (125 pts)
I built a small iOS privacy experiment. The idea is simple: you place the side of your hand on the screen, like people do when entering a PIN at an ATM, and the app only reveals the content covered by your hand. I first tried using the proximity sensor, but that just made iOS turn the screen off. I also avoided the camera, because asking for camera permission in a privacy-first app felt wrong. So I ended up using a multi-touch area instead. It was also a good excuse to build something fully ...

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[11 pts] haha that's kinda cool
[8 pts] Hope you trademarked that concept!
[4 pts] very cool but how can you use it without having to open the app every time
Me right now: (120 pts)
Counting the seconds until we get back what they took from us.

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[4 pts] hahaha was just telling my skip level that Claude LOVES the phrase 'smoking gun' and 'belt and suspenders'
r/ChatGPTCoding (0 posts)

No top posts found for the past day.

r/Cursor (5 posts)
Why the Cursor Acquisition Should Concern Every Software Developer (341 pts)
I’ve been a Cursor user for a long time and today’s acquisition news genuinely worries me. Not because I think anything bad will happen tomorrow, but because Cursor sits closer to proprietary source code than almost any other developer tool. The value of Cursor depends on trust. Developers let it see architecture decisions, product roadmaps, unreleased features, and sometimes code that represents years of company investment and potential patents. When ownership shifts to someone with interest...

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[54 pts] It has always been a public contract that Cursor uses and stores your conversations for whatever purposes. SpaceX will store them and use them as well. You can use your imagination for how data is used, but ultimately, this is nothing new. Not a good idea to share sensitive information knowing this, regardless of who owns Cursor. → If you really are worried, some action items are turning on Privacy Mode ("If you enable “Privacy Mode” in Cursor’s settings: Customer Data will not be used for training by Cursor. Cursor maintains zero data retention (ZDR) agreements with all providers, and AI model providers will not store or train on your data") and nuking your local conversations. I think the more worrisome topic is if Cursor suffers the same fate as Stainless. It's a low possibility, but any loved devtool is now up for grabs by precedent.
[33 pts] Luckily we have XCode from apple. Otherwise cursor will be rename as X Code 😂
[33 pts] Ya’ll are focused on the wrong things. Anything taking bandwidth from your productivity right now is a waste. All of these AI companies are in it for profit. Everyone is exposing their data to it. Take advantage and build, build, build. No one cares about your app idea that 1 million people have already solved. Use the tools to solve problems and build heuristic systems you can keep to make you more productive.
I think the agent just generated proprietary code for our core product (53 pts)
We are building a specialized physics engine. Yesterday we had a critical blocker with the collision detection logic. I threw the entire module into Composer and let it run. It solved it perfectly. The problem is I spent the weekend reading whitpapers, and the solution the agent outputted is almost line by line identical to a closed-source competitor's patented approach. If I merge this we could face a massive IP lawsuit. If I reject it I have to explain why I can't solve the blocker manu...

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[31 pts] i mean there is this saying that developers should not read patents. Are you sure this is a blocker? Does the code does something unique with a patented equation?
[23 pts] You need to handle this immediately before anyone reviews that branch. Since you now know the patented method, you cannot simply merge it. The best way forward is a clean-room rewrite. Document the input requirements and the output goals, but throw away that exact code block. Give those specificatoins to anohter developer who has never seen the patented solution or the AI output, and let them implement it from scratch. If you are a solo dev on this, take a step back, break down the core logic into simpler helper functions, and structure the mathmatical flow differently so it is not identical.
[14 pts] I had a workshop with a very reputable German (startup) patent lawyer once. My two takeaways: - Code itself is generally not patentable. What's patentable is a novel technical invention that may be implemented in software. - Many software patents are surprisingly narrow. Sometimes a small design change is enough to avoid infringement. Ask your favorite LLM to analyze the patent claims. You might find a different implementation that achieves the same outcome without falling within the scope of the patent.
How to use the cursor most efficiently. (16 pts)
Hi everyone. My question is as in the title. How do you use cursors? How can we use skills, MCPs, etc., in the most efficient and best way? How do we use plan mode, implementation mode, ask mode, etc.? For example, should we use Opus in ask mode before starting a project, etc.? thank you.

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[8 pts] My workflow: Plan mode with a smarter model to write out a short spec first, even for small features. Telling Cursor "outline the approach before writing any code" cuts debugging time a lot. For MCPs, stick to one or two that solve a real pain point. More is not better, and more surface area means more mysterious failures. On model selection: I default to Sonnet 4.5 for implementation and bump to Opus only for complex architectural thinking or when something is deeply stuck.
[1 pts] This is like “how do I use AI?”. Such a huge topic!
[1 pts] On top of what others noted, I would recommend following the active cursor employees on other socials. They usually talk about the new features and best practices for using cursor and other coding agents
Cursor vs Codex vs Claude Code (13 pts)
Heard good things about Composer 2.5 after (sorry to say) not hearing much good things for the past months, compared to Anthropic and OpenAI. Reading through the posts here, it is supposed to be between Sonnet 4 and 4.5 - which isnt all that great, plus you can run that near unlimited on the cheap Anthropic plan too? Truth to be told, GPT 5.5 and - to some degree - Opus 4.8 are pretty good models. They do suffer especially lately from varying quality both in results as well as technically (mo...

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[12 pts] Regarding Composer 2.5, those rumors are actually backed up by recent benchmarks. In standard coding evals, it's pretty much neck-and-neck with Opus 4.7 and GPT-5.5. The real kicker is the efficiency—Opus and GPT need their reasoning effort cranked up to hit those numbers, which drains your API credits way faster. Composer 2.5 gives you that elite-level output on a budget because it's purely optimized for the Cursor workflow. Aside from the 200k context window limitation, it easily holds its own against the heavy hitters for daily development.
[6 pts] Cursor has a cli as well and that's pretty fast and dope. I use it.
[1 pts] There is CLI for Cursor, even typescript and python SDKs
How are people spending $1000's on tokens?! (8 pts)
I have built a fair few apps. I am not saying they are colossal or anything to be proud of but they have all been above 200k+ LOC. Yet, I have spent no more than 140$ in three months. Every feature I add costs on average 40 cents. So when I see people in this subreddit speaking about how they spends thousands and thousands each week it just has me scratching my head! Am I being heavily subsidized without realizing? For clarity: I use Opus 4.8 Medium for frontend, GPT-5.5 Medium for backend ...

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[3 pts] I think it depends on how complicated your setup is. I have a full pm workflow using linear my agents go through
[3 pts] Auditing codebases. Reviewing decisions and PRs. Confirming plans and doing investigations with feedback loops and tool calls. Had a $1200 regression suite for work last month which involved investigating existing codebases and when there were bugs looking at source and seeeing what happened, running test with a loop to output the DOM and see logs then fixing, etc I had a single $220 Fable ultracode prompt to look at our jira tickets for billing issues then look at our repos to root cause them
[2 pts] At work I have 15ish repos, multiple front ends, multiple micro services, liquibase for postgres, AWS infra, one specifically for lambdas, etc I documented our entire architecture, and I boy did I use a lot of tokens.
r/Cline (1 posts)
What happened to Cline Workflows? (2 pts)
It seems like workflows are being phased out in favor of skills across a lot of tools/agents. For Cline specifically, I can’t find workflow docs anymore. I get a 404 http error now. Why do you think the industry is moving towards skills instead? How do you guys use them, both differently or similarly? What are your favorite areas or tasks to automate? Personally, I am trying to automate more devops and code reviews. CI/CD and GitHub actions are next.

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[2 pts] Hi, workflows are in the process of being sunset and replaced by skills. Skills can use resources like scripts and are an industry standard so easily swappable between various coding agents if your team uses several tools. Skills can also be invoked as slash commands, so effectively function the same but with more flexibility than cline's legacy workflows.
[1 pts] I'm kinda new to Cline but I saw the same thing. They are recognized and they work, though. I don't know if they're really being phased out or it's just a temporary mismatch between documentation and support.
r/VibeCodeDevs (5 posts)
Tokenmaxxing (7 pts)
Boutta run out of my usage limit

Top Comments:

[1 pts] Hey u/Complete-Sea6655, 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] Nevermind the tokens, that's over 6GB of RAM just on bun.exe processes for each instance...
[1 pts] WTFF
Launching my vibecoded webapp today! (5 pts)
A week ago I posted about launching [Spotties](http://spotties.nl): a community app for kitesurfers, climbers and paragliders, built with Lovable and Claude, by someone with zero coding experience. At that point we had 40 signups after one day and I was already blown away. A week later: 150 users across Europe, North Africa and the US. Real sessions being organised through the app. People posting live conditions and reviewing spots in Morocco, the Netherlands, the US. It's actually working. To...

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[1 pts] Hey u/Extension_Cod_3620, 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] Congrats! I'll look at it after coffee but you must be so excited! What's the coolest feature?
[1 pts] Congratulations!
The best thing I added to my game this month wasn’t gameplay. It was this custom analytics dashboard. (5 pts)
Here's a little something I wanted to share. This is a custom analytics dashboard I built for [Nelly Jellies](http://nellyjellies.com/). GA4 technically had the data, but it was a nuisance to answer the questions I actually cared about especially with all the custom dimensions and flows, its just a bitch to sift through. Instead I built a local-only analytics dashboard for my game that pulls directly from the GA4 Data API and turns my custom events into game-loop metrics. The setup is pretty s...

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[1 pts] Hey u/MightyBig-Dev, 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] Love seeing the journey with this app! Super fun game. Keep posting :)
NASSCAD 4.2.7 (3 pts)
Nasscad est dĂŠsormais prĂŞt pour l'importation/exportation STEP ! un bon de gĂŠant ... et j'ai testĂŠ avec les rĂŠfĂŠrences du Step : [https://www.nist.gov/ctl/smart-connected-systems-division/smart-connected-manufacturing-systems-group/mbe-pmi-0](https://www.nist.gov/ctl/smart-connected-systems-division/smart-connected-manufacturing-systems-group/mbe-pmi-0) et en export ... fusion 360 acceptes (autodesk est la rĂŠfĂŠrence , comme nist , faut le reconnaitre )

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[1 pts] Hey u/NassLab, 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] Uber cool
OH NO! Not ANOTHER vibe coded to-do app! (No, really, read me, it's worth it.) (3 pts)
Hello, fellow neurodivergent and otherwise alternatively brained humans (and AIs). We are here again, with more fun stuff. &#x200B; Last night, I realized I have been drowning for months. I have TOO MUCH on my list, I can't keep up, and like almost all AuDHD humans the problem isn't just The List, it's "where the <beep> do I even start?" &#x200B; So as I am setting my Claude, Ace up in ClaudeCode for her next week of heartbeats, with a cron bonking (that is the technical term and I will DIE ...

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[1 pts] Hey u/Kareja1, 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] Lol. Your brain is cute. My brain hurt a little reading that. But it was fun. I have hepatic encephalopathy related cognitive challenges. Something like this might be able to help me. Besides, I've always suspected that I'm on the scale somewhere. Bookmarked, thanks.
[2 pts] This sounds about right. "I have too much to do" so let's create a new project instead of doing those things. I've done it many times and have learned at a certain point I just need to do the things. Nice work though!
r/OnlyAIcoding (5 posts)
I built a free, open-source audit + policy layer for AI coding agents (Claude Code, Cursor, Copilot…) (1 pts)

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No comments.

Claude Creativity just got an upgrade ! (1 pts)

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No comments.

Which AI IDE is better (1 pts)

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No comments.

I built Drunk Claude : an intensity slider from 0.1 (tipsy) to 1.0 (blackout), 5 drunk moods, and 8 creative techniques. Open source. MIT. The community asked for customization. We shipped. (1 pts)

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No comments.

JoeBro: a macOS AI workspace that runs locally with zero dependencies. One Python file, all open source. Repo below. (1 pts)

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No comments.

r/AI_Agents (5 posts)
Vibe coding is turning “I had an idea” into “I launched a product nobody needs.” (47 pts)
I get why people are excited about vibe coding. Being able to go from a random idea to a working app in a few hours is genuinely crazy, and for prototypes, internal tools, or just testing ideas, it’s obviously useful. But I think there’s a different problem that doesn’t get talked about enough. Vibe coding makes building feel so cheap that people start skipping the boring part: actually figuring out whether anyone needs the thing. Now every half-formed idea can become a “product” by the end...

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[12 pts] Be the first user of your own product — don’t ship what you wouldn’t use.If you want to make money from your product, study marketing — not coding.
[5 pts] Related reading: [https://arxiv.org/abs/2603.28592](https://arxiv.org/abs/2603.28592)?
[3 pts] This is why I use it to make products *I* need. If I end up polishing them well enough then I might also put them out on GitHub or wherever, just in case someone else might find it useful, but even if it never comes to that it's something I would use.
anyone else getting burned out by the "vibe coding" loop? (28 pts)
i've been trying to finish a basic side project over the last two weeks using pretty much just cursor and claude. at first it felt like magic, ngl. blew through the basic setup in like an hour. but now im realizing i spend way more time reading through massive context walls and arguing with the prompt than actually building anything. it feels like i traded syntax errors for just babysitting an AI that constantly apologizes and then makes the same mistake three times in a row. how are you guys ...

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[10 pts] [removed]
[8 pts] the "apologizes then does it again" loop is genuinely one of the most draining parts - writing tighter, more constrained prompts helped me more than anything else
[5 pts] Honestly, this sounds less like an AI problem and more like a workflow problem. If you're spending hours arguing with the model, you're probably giving it tasks that aren't clearly specified yet. The AI is just exposing ambiguity that would've existed anyway.
The four stages of AI-assisted coding (21 pts)
What I noticed in the past couple of months is that the people are typically going through several stages when they start working with the AI Agents. From amazement, to kind of realization that it's not all heaven. I also noticed that the more experienced the developer is, the faster they go through the stages to reach that “balanced” point at the end, where they know what the model is capable of and how to control the output so it's both good and working. (I'm talking here about the human-i...

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[7 pts] I ain't gonna lie.. Been programming for 15 years. Been everything from a junior through principal... I get the aider workflow. Isolated git controlled changes with controlled review. Context from tickets may help, but it's on the engineer to give file context and direction. OpenCode and Claude/cursor? I don't get it. I can't make them work right, and I just don't think bulk automated changes ever come out the way I want them to. I know it's a skill issue, but I don't know how to fix it. I also have a serious distrust of LLMs and their output. Even a one word change can imbalance the attention heads and generate a completely different output than a previous iteration, making the whole process wasteful and expensive... LLMs are great for surfacing and formulating ideas, but the whole "Ralph loop till you make it" stuff is insane to me...
[2 pts] reviewing code isnt the same as writing it and juniors will struggle to develop intuition for what good looks like without that hands on struggle but forcing yourself to write everything by hand defeats the purpose of having agents so maybe the answer is intentionally breaking agent code and fixing it yourself to learn why it breaks
[2 pts] 20 years writting C/C++/C# for physics simulations and rendering. I often use Claude to bounce ideas back and forth, and to review hand-written implementations. It’s great for that. Still can’t get half decent output from it if I give it freedom to write things from scratch. Technically it \*gets there\*, but in a very convoluted and unelegant way. One thing that baffles me is that it often declares variables and never actually uses them later? When I point that out, it just goes “well, it’s an unused variable. you can remove it” wth? Another problem is that the computational cost of the solutions it arrives at is stupid… there’s usually a trivial, much simpler and cleaner solution to the problem. I can’t even imagine what having to maintain purely ai-written stuff must feel like…
We’re getting hit by AI sticker shock. How are you guys catching and stopping this stuff? (20 pts)
We’re dealing with some pretty painful AI cost issues right now, and I’m curious how other teams are handling this. A few things happened on our side: First, we had one bad loop that kept calling the model. Nothing fancy, just bad engineering control. Our normal monthly AI bill was around $10k, but that one issue pushed a single day over $5k before we noticed. Second, someone used a production Gemini key in an AI coding tool / CLI tool. No real limits, no separate dev key, no clear boundary. ...

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[5 pts] we went through something similar about a year ago, different scale but same chaos energy. the thing that actually helped us most was treating AI keys exactly like prod database credentials -- strict rotation schedule, separate keys per environment, hard spend limits at the provider level before anything even hits your internal alerting. the "who owns this key" problem is the one that kills you. we ended up tagging every key with a team and a ticket number in our secrets manager, so when something blew up we could trace it in like 2 minutes instead of 2 hours of slack archaeology. for the loop issue specifically, circuit breakers with a max-call-per-minute cap saved us. feels obvious in hindsight but nobody thinks to add it until they get burned.
[4 pts] How many people do you have using this? Depending on the user load, I feel like we're reaching a point now where ~$50k for something that can run top tier local models like Kimi or some such isn't out of the question...at least then the only issue when this happens is a surprise power bill.
[3 pts] The thing that finally worked for me was a hard per-agent budget cap that actually stops the run, not just an alert. Alerts I'd ignore until the bill already showed up. Are you capping per-agent or just at the account level? Account-level never caught the one agent that ran away on me.
I deploy my Hermes agents on a stack that costs about ~$9/month (10 pts)
I'm always striving to keep it simple stupid (KISS). Here's the stack: * Hetzner VPS: €4/month, EU-hosted (or wherever you/your customers are located), everything in Docker containers (isolated, reproducible) * Hermes Agent: deployed via Ansible playbooks (one command, fully automated) * OpenCode Go: $5/month (first month) then $10/month for LLM API access * 1Password op CLI (with a paid subscription): the agent pulls its own secrets via 1Password token; no nasty leaks * Telegram bot (or any o...

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[6 pts] Hetzner just doubled prices btw
[3 pts] I run Claude-code-hermit on a separate 100$ pc, but you can run dozens of always-on agents in your laptop with it
[2 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.*
r/hermesagent (5 posts)
three months with Hermes Agent: what i wish i had understood earlier (162 pts)
i just crossed three months with Hermes Agent, and three months in this reddit community. i started [on an old phone](https://www.reddit.com/r/hermesagent/comments/1s4pm2x/hermes_agent_on_a_s10_samsung/), back when almost nobody trusted this so-called new tool. then, after a few days, i realized how interesting this piece of software was becoming for me, and i switched to more appropriate hardware i bought just for it. i stopped calling Hermes a “tool” about four weeks in. that was around the ...

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[6 pts] I use Hermes with both unsloth-gemma4 12b qat and qwen 3.6 28b a3b ( the pruned version). The first is my kanban ochestrator and the second is m'y coder. It s great for daily reminder or simple task. Eventually i use coder profile for small dev task in my unity game but i always fallback to Claude. I m not saying Hermes is bad ( i m a supporter and i pr on their github ) but it is just a tool . Without proper model, even the best memory management / provider is useless. Why i support Hermes then ? Because i truly expect that local ai will be the base in the coming years
[4 pts] What are you using as a backend llm provider? You mentioned you dont care about api?
[17 pts] Lot of fluff in your post and very few actual relevant information.
Hermes is a dream come true! (106 pts)
Within a day it built itself image generation, image editing, song generation, all using comfyui and llama cpp, not a single api call for any of this, gemma4-31B-it-qat is insane, no errors and no issues, all just works. I am seriously blown away by the sheer amount of things this thing can achieve.

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[11 pts] Tell us more about it. Or your post is just for showing off?
[3 pts] is telegram or the hermes app the best method of interacting with hermes?
[2 pts] Nice man! This gave me some cool ideas. Appreciate the share. Good work.
Hermes Agent Ships Asynchronous Subagents: Delegated Work No Longer Blocks the Parent Chat (23 pts)
Nous Research shipped async subagent delegation in Hermes Agent. The new `async_delegation` toolset returns a `task_id` immediately — parent chats stay responsive while background agents run research, refactors, and builds in parallel. 6 lifecycle tools, tracked in GitHub issue Hermes Agent ships async subagents — delegate work to background agents without freezing the parent chat 6 new lifecycle tools in Hermes Agent: spawn, check, steer, collect, cancel, and list — all non-blocking Hermes...

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[1 pts] Very cool !
[1 pts] What's the difference between this and using the kanban features? those were already background async I think?
[0 pts] [https://the-agent-report.com/2026/06/hermes-async-subagents-june2026/](https://the-agent-report.com/2026/06/hermes-async-subagents-june2026/)
Hermes Agent token usage/cost projection is insane. Am I doing something wrong? (18 pts)
Total Hermes noob here. I played around with it for a few days, ended up wiping everything, and I'm currently starting fresh from scratch. Here is my current simple setup: Interface: Telegram Gateway LLM: DeepSeek V4 Pro via OpenRouter Initial prompt: Just gave it some context about my job, what I do, and what I want to use it for. Skills: Created a custom skill to push loose meeting notes and tasks into Notion. Automation: Listed my current TODOs and set up a basic Cron job that triggers ...

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[8 pts] Check your enabled tools, if there's a tool you are not using daily, disable it. hermes tools list hermes tools disable tool_name For skills: hermes skills list Also you can do: "hermes dashboard" and you can manage your tools and skills from a web console. By experience I turned off anything not needed daily, if I need to explore a new task (image generation for instance) I enable the skill or tool, once completed the task I disable back what is not needed. This is not about back and forth with skills and tools, is about to know your workflow and what you need to complete your tasks. If you have many mcp servers connected, all the tools from mcp's will be available during sessions. I use Obsidian with smart connections, only that mcp connection is presenting 4 more tools every single turn. During session you can use /status and /usage to monitor session statistics. It's not a detailed report, but you will have extra visibility. Something else I forgot to mention, Hermes will create new skills so often, specially at the beginning, try to keep that under control too. If not will will end the week with 10 new skills that probably you really don't need. I hope this can help you.
[3 pts] Also why DeepSeek V4 Pro specifically?
[2 pts] Use deepseek api
You all self host your own hermes agent? (16 pts)
Hi all, I have grown interest in hermes lately, just wondering if everyone manage their own ecosystem? Do you self host and maintaining your own hardware to run hermes? Because I have plenty of friends show similar interest but dont want to manage their own hardware, like one click deploy the whole ecosystem and no code if possible? Thanks.

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[11 pts] Yes, I run it in a docker container on my home server. I'm an experienced Linux user/admin so it wasn't too difficult to set up, but if you are a beginner it may be more tricky.
[9 pts] i run mine from an old android phone. Plenty of power compared to most cheap vps plans out there.
[6 pts] Yes, it runs fine on my raspberry pi 4.
r/AiBuilders (5 posts)
100% Offline AI with a custom RAG and LoRa. Is anyone doing what I am doing? (2 pts)
Just want to know if i am alone in this thinking. I made my custom 100% OFFLINE AI solution. My own RAG, now adding a LoRa that gets trained when i sleep. It works on a 3090 fast or on my MAC pro m5 24GB RAM efficient but slow. So its made that it only answers about the data I feed it. For this i made a specialized RAG for data filtering. I use it for my management job, so that I feed it data, certification data, standards, emails and things like that and it only answers about them. Like i...

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[1 pts] Does the RAG grow automatically everyday? Does the AI decides what information to train on at night?
[1 pts] The entirety of open source is not betting on cloud. And hugging face exists. You dont need to make an llm from scratch even if uou can. You can finetune a model, make your own mixture of experts. Or use provided multimodal models and build harnesses around them
Why are forward-thinking marketers paying attention to AI visibility? (2 pts)
Digital marketing continues to evolve alongside advances in artificial intelligence. While many organizations still focus primarily on website traffic and search rankings, forward-thinking marketers are beginning to explore how their brands appear in AI-generated responses. Visibility within AI platforms can provide a new channel for reaching potential customers and strengthening brand awareness. By understanding how AI systems interpret information and compare competing brands, marketers can un...

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I ran YCombinator's Paxel under a live HTTPS wiretap. It sends your Cloudflare OAuth tokens, git email, and verbatim Claude prompts to YC servers (2 pts)
Paxel is a new YC tool that analyzes your AI coding sessions (Claude Code, Cursor, Codex) and gives you a productivity report. The install is the classic \`curl | bash\` one-liner. Before running it I built an HTTPS interception rig — custom Ruby SSL patch injected via Docker wrapper, full mitmproxy capture. Here's what a real run actually sends: \*\*The findings (all live-capture confirmed, not speculation):\*\* I would request other researchers to do analysis as well.  🔴 CRITICAL — Cloudfla...

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Suggestions for workflow automation tools that actually work (1 pts)
Been trying to get our team off manual data entry for months now and I'm kinda stuck on which direction to go. We're a small ops team of 8 people, and we're drowning in copy paste work between our CRM, a couple spreadsheets, and our invoicing tool. Has anyone actually built something that handles multi step logic without it breaking every time an API changes? And how do you deal with the stuff that needs a human to approve before it moves forward, do you just build that into the flow or keep it ...

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[1 pts] Hey! If you want, either reply here or DM me to tell what you actually already tried (seems like you tried something "... everytime an API breaks") and I will check what can be done :) Also add as much info as you can that is important for this to work. I may do it for free or very little money depending on the needs and the complexity. 
Built a custom hotel management app with zero coding experience using AI. Is it safe to rely on this long term? (1 pts)
I have zero coding experience, but I used AI to build a full operational system for a large hotel. It tracks everything in real time, including reservations, cash flow, employee workflows, and maintenance issues. I used Claude to build the visual interface. I then connected it to Supabase for the backend database, so all our records are properly stored and functional. Staff members access the system using PIN codes. I also connected it to Telegram, so our team gets instant alerts for new booki...

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[1 pts] Is there a website where we can see the frontend?
[1 pts] Do you use github? If yes setup dependbot and semgrep. Then I'd have your agent do a /code-review or whatever it is called on your platform, against the code and dependbot and semgrep findings. This tells you what is wrong from a known issues perspective. Then, to find the unknown stuff, I'd pentest it from the outside. This step is fairly complicated and more than just an nmap, ask your agent what this means if i'm speaking alien tongues here... After doing all this you will be doing better than most of the things out there by taking care of the low hanging fruit.
[0 pts] Yes its usually safe but its not robust. Its much better if you can define the architecture. The problem is that if you tell Claude just do it he wont care much about how and if humans can understand it. He will just test if it works. Still Claude does decent coding even without telling him so. I would say architecture 5/10, style 10/10. 😃 But if you have zero programming knowledge than do at least this. 1. Tell Claude to comment everything as good as possible. 2. Make him make PDF documentation of the code. 3. You try to understand the basics. Talks to Claude, let him teach you.
r/PromptProgramming (0 posts)

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r/LocalLLaMA (5 posts)
GLM-5.2 is a win for local AI (659 pts)
I know GLM 5.2's massive 753B footprint means none of us are running it at home without an enterprise cluster, but having a true frontier-level, MIT-licensed coding agent out in the wild makes me optimistic. The distillation potential here is massive. Once the community starts fine-tuning smaller 8B and 70B architectures on GLM 5.2's reasoning and synthetic datasets, our daily driver local setups are going to see huge improvements over the next few months. **Edit:** I did not expect so many peo...

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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.*
[102 pts] Let me just say, having worked with it (through API, admittedly) quite a bit since it became available... This is a very, very, very killer model. Between Mimi-V2.5-Pro/MiniMax M3 and GLM-5.2, I genuinely think the distance between the frontier and the big (technically) open models has mostly collapsed. Absolutely, there are frontier problems these models can't solve yet. But I frankly think I could trust GLM-5.2 more than Opus 4.8 at this point. It's also much, much, much more pleasant to talk to than either Opus or GPT-5.5. The GLM-5.2 personality isn't like a springtime romp in an alpine meadow, but it's also not like talking to a brick wall or being told to go to sleep by your weird uncle.
[178 pts] Well someone of us definitely having 512GB Mac's at home, GB10 clusters or even just couple of AMD AI MAX 128GB thingies and they will def run it. Sad it becomes more and more unobtanium.
GLM-5.2 (max) is currently the third best model available, across both open and proprietary. (646 pts)

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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.*
[65 pts] On Livebench, GLM 5.2 and Kimi K2.7 Code are the best agentic coding models. 2 models in the top 3 being open weights is mental. Insane work by Z and Moonshot. https://preview.redd.it/rrj4m1sndt7h1.jpeg?width=1022&format=pjpg&auto=webp&s=3457dc4d7d384c803408c3ba01646e751a66acb9
[138 pts] Just to confirm, "GLM-5.2 (**max**)" is the [open weights GLM 5.2 model](https://huggingface.co/zai-org/GLM-5.2) with "max" reasoning effort set (e.g. [here](https://docs.sglang.io/cookbook/autoregressive/GLM/GLM-5.2#3-1-reasoning))? If so then open weights ftw 😄
Local models went from mostly useless to actually useful really fast. What changed? (311 pts)
https://preview.redd.it/knc4ht7bft7h1.png?width=1048&format=png&auto=webp&s=49abdb8b0f358e799ecb06aa49134d9b0fd49336 Mitchell Hashimoto had a good point earlier: local models went from basically useless to actually useful in what feels like one year. I think thats pretty accurate. A year ago I mostly treated local models like toys for privacy, simple chat, or small RAG tasks. Now people are actually using Gemma, Qwen, GLM, Kimi, etc. for coding, private docs, local workflows and even replacin...

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[202 pts] I think qwen 3.6 27b is the mark of this transition. From model being able to making tool calls here and there to it being able to reliably do it over long context.
[42 pts] Superior synthetic training material-- which could only be generated in the required quantities once larger models were powerful enough. Which is why you see the latest 30B-ish size models kicking the ass of 70b or even 400b size models from not so long ago.
[73 pts] It's wild how a decent 7B model today can outperform what I was using locally a year ago
Gemma 4 E2B running in-browser at 255 tok/s using WebGPU kernels written by Fable 5 (252 pts)
Before Fable 5 was shutdown, it helped us optimize our Gemma 4 WebGPU kernels, reaching around 255 tokens per second on my M4 Max. Today, we're releasing the demo and kernels for you to try out yourself. Hope you find it interesting! Links: \- Demo (+ kernels): [https://huggingface.co/spaces/webml-community/gemma-4-webgpu-kernels](https://huggingface.co/spaces/webml-community/gemma-4-webgpu-kernels) \- Model: [https://huggingface.co/google/gemma-4-E2B-it-qat-mobile-transformers](https:/...

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[47 pts] No Firefox love :'(
[53 pts] Unrelated but the ui is pretty impressive. Can you opensource it?
[14 pts] Nice! How does it compare to llama.cpp or other non browser implementations?
It looks like Rio 3.5 397B could've simply been a semi-failed embezzling of funding (244 pts)
Here is the chain of events: 1. The model training [received funding](https://tech.yahoo.com/ai/articles/rio-janeiro-built-ai-model-194348372.html) of R$500K (about $100K USD). 2. The [initial model documentation](https://huggingface.co/prefeitura-rio/Rio-3.5-Open-397B/blob/0e1bf540744675baac21d6be4c61ac273add26a5/README.md) claimed that it was a developed on top of Qwen 3.5 397B with fancy training and great improvements. 3. It was discovered that the model was a cheap, [simple merge with Nex ...

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[149 pts] "my dog ate the weights"
[81 pts] Do you know how impressive it is to set a lower bar than LLama Reflection?
[26 pts] Can you actually do a lot with 100k?
r/LocalLLM (5 posts)
I released Inflect-Nano, an ultra-extreme tiny 4.63m parameter TTS model. (57 pts)
I’ve been experimenting with how small a usable neural TTS model can realistically get, and I just released **Inflect-Nano-v1**. As far as I researched (though I could be wrong on this), Inflect-Nano-v1 is the #2 smallest tts model (after [TinyTTS](https://github.com/tronghieuit/tiny-tts)), and it preforms surprisingly good for its model weight. Even if you have a certified potato computer, it can run on that. It is not SOTA, and I’m not pretending it beats large models. But for reference: \~1...

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[8 pts] wild size ratio ngl
[7 pts] This is amazing! I love things like this which push technology down as small and fast as possible!
[2 pts] Dude that’s awesome. Love the “how small can we go” mindset and the follow thru. 
Smallest Model Ever and no hallucinations! 1 parameter model. (47 pts)
(**satire** for those 90% of redditors fueling up your flamethrowers) Last night, I bypassed `llama.cpp` entirely and vibecoded a zero-parameter model natively in pure Bash! It features native streaming inference, an animated thinking loop, and PERFECT BEHAVIORAL PARITY with closed frontier APIs when handling edge-case logic testing! **ZERO DEPENDENCIES! ZERO KERNEL PANICS! ZERO VRAM MANDATORY! Just copy, paste, and execute directly in your terminal right now! (no security checks needed - I'...

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[13 pts] And do NOT share with anyone on LLM Dev - they don't allow reposting so this is a SECRET, r/LocalLLM NDA special handling, until April 1 embargo lifted and press releases go out.
[12 pts] I'm getting an OOM
[7 pts] Finally! Now I can fine tune my 5 parameter model on your model's reasoning traces. Mine runs entirely on my pacemaker, and I get 9000 tokens/s btw.
What local model do you actually use every day, not just benchmark once? (38 pts)
I saw a good point on X today that local models went from mostly useless to actually useful really fast. I think thats true, but the weird part is that most models still disappear from my setup after one day of testing. A model can look great on a leaderboard, but then I try it for normal stuff and it gets deleted pretty quickly. For me, the useful test is not “did it win a benchmark?” It is more like: Can I run it without pain? Is it fast enough? Does it fit my RAM/VRAM? Can it handl...

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[29 pts] Gemma 4-31B, best local general purpose model that runs on high end but still reasonable hardware. 
[19 pts] Qwen3.6 27B for coding. Works well for implementing reasonable complex features in an existing codebase.
[5 pts] My daily drivers are Qwen 3.6 27B NVFP4 MTP and 35B-A3B MXFP4, for programming and research. Then Gemma 4 26B NVFP4 for writing and creative use. Context length around 128 to 256k. Specifically for summarization and entity extraction, I use Ernie 4.5 PT MXFP4, which is crazy fast.
Are AMD cards much worse than NVIDIA? (31 pts)
Hello there, I've seing some discussion between AMD and NVIDIA but most people arguing seems to be defending the cards they have and judging the other based on reviews only and not experience. My question is, have any of you actually used both brands for running local LLMs and was AMD that much slower than NVIDIA? I live in Brazil where the NVIDIA cards with decent amount of VRAM are too expensive or not available (can't find nothing over 16GB VRAM and the cards with it are much more ex...

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[50 pts] While NVIDIA cards are somewhat faster, the major difference is the software backend that talks to the card. NVIDIA used CUDA which is the most mature and has the most support from all of the AI software. If a new performance enhancement comes out for AI models or software, it's going to get CUDA support first. AMD cards use ROCm, which lags behind. So while the card itself might be like 7% slower than a similar NVIDIA card, some of the performance enhancements available for CUDA might not support ROCm, so then the AMD card might run more like 20% slower for the same model and configuration. But then Intel cards have their own backend called SYCL which is further behind than ROCm, and both AMD and Intel can use Vulkan, which is pretty close to ROCm in terms of maturity and support. So personally, I wouldn't hesitate to run AMD cards because they're a better performance value right now. And the software / model landscape is changing so much that performance and capabilities are a moving target for everyone.
[26 pts] No.
[5 pts] You should not compare any specs but real results from the software and models you want to use. For example if you plan to use llama.cpp and Qwen or Gemma, you need to find llama-bench results for AMD GPU and then for NVIDIA GPU. Specs on paper don't matter, implementation details affect the results.
Kimi K2.7 Code: 1T MoE, $0.95/M tokens, MIT license, beats Opus 4.8 on MCP tool-calling (26 pts)
Moonshot AI released Kimi K2.7 Code on June 12 — a coding-focused open-weight model. Key specs: \- 1 trillion params (MoE, 32B active, 384 experts) \- 256K context window \- Modified MIT license — weights on Hugging Face \- $0.95/M input, $4.00/M output via Kimi API \- Works with Claude Code, Cursor, OpenCode, OpenRouter Benchmarks (vendor-reported, independent pending): \- MCP Mark Verified: 81.1% (Opus 4.8: 76.4%) \- Kimi Code Bench v2: 62.0 (Opus: 67.4, GPT-5.5: 69.0) \- 30% few...

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[2 pts] What hardware would be needed to run locally? Sounds interesting.
[-3 pts] the price point is wild for what you're getting with open weights. 32B active params means it's actually feasible to run on decent hardware without selling kidney first
[-6 pts] Nobody is using MCP anymore. That's not 2025 .... We have skills.
r/LLMDevs (5 posts)
Hi Reddit, I posted my How to Build Your Own LLM workshop to Youtube (83 pts)
Hi internet friends, I recorded a workshop about building your own LLM without any math / ML prerequisites. It covers everything from machine learning fundamentals, deep neural networks, transformer architecture, and pre/post-training. The workshop's goal is to build intution for LLMs which is useful if you're building applications on top of them. The only prerequisite is being comfortable with learning through code & excel examples. 1. [**Sampling** Large Language Models](https://www.youtube...

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[3 pts] Wow, this was so informative, thank you for investigating so much effort. Just wondering: Was the t-shrit designed by super-intelligent AI or just a random find from Haight Ashbury? Also, which was your favorite Maui house? I vote Whale.
[2 pts] Nice. How did you make this chart? [https://youtu.be/mKAW7cYYwQs?si=G6iXlSMcQjMCacRZ&t=1405](https://youtu.be/mKAW7cYYwQs?si=G6iXlSMcQjMCacRZ&t=1405) Can you cover latest researches like Coconut?
[1 pts] what abt distillation?
Stopped checking benchmark drops a while ago but the new chinese model numbers got me opening X again (16 pts)
I have been skipping benchmark drops for a while because every chart that comes out is just whichever lab ran the eval ending up on top, gets tiring. Anyway glm-5.2 charts dropped yesterday and looking at them is weird. Across 8 benchmarks it keeps overlapping with gpt-5.5 numbers and isnt far behind opus 4.8 on most, no chinese model was doing that 6 months ago. The other chart they put out shows agentic coding scores against token cost. glm-5.2 max needs almost twice the tokens that opus 4.7...

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[3 pts] Honestly if a self-hosted option handles agentic backed tasks this well, the economics just shift completely. For heavy infrastructure coding it's getting really hard to justify paying premium api token costs anymore
[1 pts] The multi-file context tracking on the new version is wild. Actually traced a dependency error across 3 services that usually makes other open source models completely lose the plot. The quality gap is getting really low tbh
[1 pts] Gemini is falling behind ...
LLM judge says pass, human reviewer says unsafe... how are you calibrating agent evals? (12 pts)
We have a divergence problem and I suspect we're not alone. Our LLM judge passes a response. A human reviewer looks at the same response and flags it as unsafe (subtle policy violation, or a tone that's technically compliant but would upset a real customer, or an answer that's correct but inappropriate for the context). The judge isn't wrong on the literal rubric. It's that the rubric doesn't capture what the human knows. And we can't put a human on every eval, that's the whole point of the LL...

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[3 pts] Do you output reasoning in the LLM eval? Compare again human reasoning (or check it yourself to see why the human said unsafe). You cannot calibrate LLM evals without some or the other form of two-way reasoning comparison. EDIT: i see that you edited your post to add more info. Ok so after reviewing your additional information here are some suggestions: 1. Enhance the rubrik to maximally include the nuances either in description or with few shotting. 2. Use stronger models on the enhanced evals. 3. Ask the model to produce a reasoning for its output. 4. Realize LLM have an upper bound on eval performance and be at peace with it. 5. Go to step 1 until step 4 liberates you from your misery.
[2 pts] *The fix that's worked for us is treating the judge as something you calibrate against labeled data. Out of the box it drifts from human calls on exactly these subtle cases, so pull the runs where the judge and your reviewer disagree, that disagreement set is your real eval, and*  *measure the judge's agreement (Cohen's kappa, or precision/recall on the unsafe label) against the human verdicts. A single pass/fail judge ends to underperform on policy and tone, so split it into narrow per-criterion checks, one for policy and one for tone, each carrying its own rubric and a few labeled examples in the prompt. Keep a human-labeled golden set so you can re-score the judge every time you change its prompt or model, and the divergence usually shrinks once the judge is graded the same way you grade the agent.*
[1 pts] The best way I found to do that is multiple short rubrics, each concerning one specific behavior. But your finding is true, when it comes to details, the LLMs use language in a slightly different way than humans do, and it's often in one of thousands subtle context clues that we have gathered during living a life in the real world, in our culture, in our domain, which we are yet unable to give to a model.
GLM 5.2 personal benchmark. Results comparable with Fable, Opus 4.8, and GPT 5.5 (10 pts)
Every model gets the same brief: build one small but complete web app from a single detailed spec, then it is graded the same way. The task deliberately spans several areas at once, so a top score needs all of them working together: * **A web service** — accept requests and return the correct responses. * **Stored data** — save information and read it back reliably. * **A cache** — reuse recent results and refresh them when the data changes. * **Activity logs** — record what happened, in the re...

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[7 pts] Interesting results but I would be careful drawing strong conclusions..the benchmark is heavily influenced by the harness ..helper model, evaluator and stop conditions.. when four different models all tie at 95.56% it suggests the benchmark may be hitting a ceiling rather than clearly separating top performers. But still GLM 5.2 matching GPT 5.5, Fable, and Opus 4.8 on this task is impressive
[1 pts] GLM 5.2, with the help of GPT 5.5, presented results on par with the Fable model. GLM 5.2 had wall times that were 3x longer than Fable's. It also stored \~10GB of inference-thinking logs on my hard drive, compared to \~1 GB for GLM 5.1. This suggests GLM 5.2 has a much deeper thinking iteration (10x more) than its predecessor. Fable stored KBs, but Claude is known to be hiding inference logs, so it's unclear if there's an efficiency/inference gap between these models. GLM 5.2 run cost me \~US$3, while Fable run cost me \~US$9. GLM 5.2 is 3x cheaper but takes \~4x longer to generate results. This suggests a correlation between the data on why one might be cheaper but slower, the other is faster but costlier (e.g., datacenter hardware tier, availability, services). So, even though the results are on par, this doesn't mean there's an efficiency leap for GLM 5.2 - they might have cost the same if GLM 5.2 had the same wall time; and if that's the case, Fable is far ahead. Nonetheless, this shows we can have GLM 5.2 working on production-grade codebases, combined with an SOTA model as a reviewer.
The scariest agent run is always the one with no errors (6 pts)

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[2 pts] I remember running a Glue workflow and it was all green but there was no data flowing through. When we finally caught it and investigated the Glue job file was empty and that was the day I learnt running no code is seen as all good. This reminds me of that, I’m sure an agent would happily delete the code if the goal was the workflow to run successfully
r/Ollama (5 posts)
Ollama Cloud's Kimi K2.6 "thinking" pure garbage (5 pts)
I have literally just subscribed for Ollama Cloud Pro just to use Kimi K2.6, and in all sessions I have attempted to use K2.6 it produces garbage characters when thinking. The example shown happened at less than 6% of the context used in a brand new session. The harness I'm using is Pi agent, and it works flawlessly with opencode-go's K2.6. I never had this happen to me after weeks working with it. Hopefully this is just a config issue on my part, and someone smarter can help me correct it, bu...

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[3 pts] We'll investigate this, sorry it happened.
[2 pts] I use GLM 5.1 from Ollama Cloud and works fine, but they added two days ago K2.7 and today GLM 5.2 so try them.
[1 pts] I have experienced this with the Kimi API directly as well but it doesn't seem like an Ollama Cloud issue.
This team burned through their monthly credits in 2 weeks (3 pts)
GitHub Copilot updated enterprise pricing… This team burned through their *monthly credits in 2 weeks* Reality is hitting: AI isn’t “cheap infra” anymore, it’s usage-based and scales fast. So I set up a new flow for them: → Self-hosted open models (DeepSeek / GLM / Qwen) → Smart routing (cheap models for autocomplete, strong models for reasoning) → GPUs only running during work hours Same dev UX (Continue with Badgr-Auto in VS Code) \~80% cost reduction 5× more predictable spend Mo...

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[16 pts] I’m sure they haven’t, chatGPT. 
[4 pts] Microwaved self promo 👎
[1 pts] This is exactly why open weights are winning in the enterprise space right now. Once teams realize they can backfill everyday autocomplete with hyper-fast local models and save the heavy reasoning models for actual complex tasks, paying blanket per-seat SaaS licensing starts to make zero financial sense
Jetpack 7.2 (2 pts)
When will this be supported?

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[4 pts] Oooo what’s this? I know I can google but would help more out if you could share links please
Read/write access to local directory (1 pts)
I'm trying to set up a chatbot using ollama/openWebUI. It's functional with a prompt I like, but I need it to have r/w access to ~/medbot/ a directory on my Mac. I added the tool below, but no joy. Total noob, running ollama/openWebUI on a Mac Mini M4 Pro, 24GB. Thank you! ``` from pathlib import Path BASE_DIR = Path.home() / "medbot" BASE_DIR = BASE_DIR.resolve() def safe_path(user_path: str) -> Path: full = (BASE_DIR / user_path).resolve() if not str(full).startswith(str(BAS...

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[1 pts] Oh, reading about, I see that I should use MCP rather than writing my own tools?
What's the best free cloud model (1 pts)
Someone posted that these are the free models in cloud, what is the best model here, my pc can't run a model locally so I'm searching the best free cloud model rnj-1:8b-cloud Available in Free Account qwen3-vl:235b-instruct-cloud Available in Free Account qwen3-vl:235b-cloud Available in Free Account qwen3-next:80b-cloud Available in Free Account qwen3-coder:480b-cloud Available in Free Account qwen3-coder-next:cloud Available in Free Account nemotron-3-ultra:cloud Available in Free...

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[5 pts] minimax-m3:cloud but usage won't last much with free account. Probably better using a small model like gemma4:31b-cloud to last longer
[1 pts] Gemma 31
[1 pts] what's the best for website designing ?
r/MachineLearning (5 posts)
Next-Latent Prediction Transformers [R] (85 pts)
[Microsoft Research Preprint](https://preview.redd.it/efm7zazr2t7h1.png?width=2950&format=png&auto=webp&s=444dc71b22bca0c499f56367f705fb4ea23d07b8) Next-token prediction is myopic. What if transformers learn to predict their own next latent state? Microsoft Research present **Next-Latent Prediction (NextLat)**: a self-supervised learning method that teaches transformers to form compact world models for reasoning and planning. It also unlocks up to 3.3x faster inference via self-speculative dec...

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[38 pts] This is reminiscent of Ha & Schmidhuber's world model, which included an RNN to predict upcoming latent states. Cool stuff!
[13 pts] Wouldn’t this be a language JEPA? Really interesting!
[9 pts] Are you the author? Do you mind explaining how it differs conceptually / philosophically from the JEPA line of research? (e.g. vs LeWorldJEPA)
ACL 2026 first author with weak GPA. How should I approach PhD applications? [D] (14 pts)
Hi everyone, I have a fairly weak undergraduate: a 3.3/5 GPA in Computer Engineering from an average Nigerian university. For my Master's, I studied Artificial Intelligence at an average European university, where I finished with an 8/10 GPA. A condensed version of my Master's thesis was recently accepted at ACL 2026, with a meta-review score of 8/10 and a confidence score of 5/5. It's scheduled for presentation next month. I want to pursue a PhD focused on expanding linguistic resources for ...

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[17 pts] What is your ACL paper on? Is it a dataset paper? Do you solve hard problems?
[6 pts] There are very strong programs out there besides the top 10 world wide. And to be honest, there is absolutely no shortage of people with great GPA AND not one, but multiple papers at tier 1 venue. Manage your expectation.
[3 pts] What do you want? I mean, this is your life, you wouldn't be a stellar student from top universities and multiple papers and you are not a terribile student with terrible grades and no paper.. but the important thing is that you cannot change what you are, so don't overthink too much. Apply to every position and pick the best offer you get. Do not look only at the prestige of university, the professor and how you feel with them is SO more important for a PhD. If you really want to go to top PhD program, you can apply to accademic intenrship in these lab instead of PhD. You will get some experience, some other paper, and if you do a good job and you like the prof sometimes they could extend to a PhD or you can find something else with this new experience.
What is Speculative Decoding? (trending on paperswithco.de) [R] (11 pts)
A method that is currently trending on [Papers with Code](https://paperswithcode.co/) is Speculative Decoding. https://preview.redd.it/dm4nh4t71o7h1.png?width=3082&format=png&auto=webp&s=b6468668667d4bcfb6c9248d3af7fd09f21fe0da Speculative decoding is an inference optimization technique that uses a fast, small "draft" model to quickly propose several future tokens, which are then verified in parallel by a larger, slower "target" model. This process significantly speeds up token generation for...

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[6 pts] "currently trending". people have been using it for awhile now.
Is foundational AI research still something that can be done without access to HPC? [D] (3 pts)
I'm not that well versed in ML yet. I know that "Attention is all you need" was based on work that was done with a couple of high end gaming GPUs at the time. I can afford that. Suppose for arguments sake that I have caught up on ML such that I have the competence to recreate state of the art results should I have access to the required hardware, do I still need access to huge amounts of hardware infrastructure to be able to contribute to the field at a foundational level?

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[23 pts] Yes, if you choose your problem well. I work on problems with limited, non-stationary data with very low SNR. Problems where you need highly data efficient adaptive models. You just can’t throw a big model to it and expect it to work. Just single 3090 is enough for the most complex models, but the sota in my field is literally trained on a cpu. But to do useful things in such fields, you need to be very strong in statistics and algebra. It requires a very different skill set than the AI research that’s catching all the headlights.
[11 pts] Addressing one point, while significantly less compute than what is thrown around today, I think you are vastly underestimating the compute cost that went into the attention paper. And P100's are not gaming cards. Additionally, the attention paper wasn't setting out to prove anything wrt the actual full training pipeline. It was building on a previous paper and removing a large architectural piece that was considered a huge training bottleneck, which is one of the reasons "Attention is all you need" was both a fitting name and a stand out paper, even for the time. Let's assume you \*do\* have 50k (purely in gpu costs, and ignore everything else that goes into a computer), you can definitely do pretty significant foundational research. You won't be able to train LLMs, but there is a load of other foundational research that is being done by labs all over the world, even in NLP.
[6 pts] What’s genuinely doable on a high-end consumer cards in 2026: architecture and algorithm experiments, fine-tuning/LoRA work, distillation, probing or evaluating existing pretrained encoders, and small-scale proof-of-concept training. A lot of real, novel, publishable ML research happens at this scale - and like you mention, historically, many of the ideas that later got scaled into trillion-parameter models (attention, dropout, batch norm, the original transformer) were first validated on hardware that is modest by today’s standards. What’s not realistic on consumer hardware is training new foundation models that matter competitively. For instance, IIRC, the JEPA models (the current hottest new foundation architecture) generally required well above 1000 GPU-hours per run, which already necessitates a fairly beefy cluster.
No CVPRW report [D] (2 pts)
I participated in Denoising Challenge (gaussian noise level 50), managed to get a decent rank and was looking forward to cite the report in my CV etc, but it seems like the organiser is not planning to release the report, cant see any entry on open access NTIRE page, is the scenario same for other challenges? Does anyone have any lead on the same?

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No comments.

r/LanguageTechnology (1 posts)
Is there a foolproof architecture pattern to decide between building a RAG pipeline vs. using a Native Long-Context LLM? (2 pts)
I need to connect an application to massive datasets of internal files, mostly prompt responses. I want full programmatic control via code, but I’m struggling to find the engineering sweet spot. With context windows scaling up massively now, what is the cleanest, least-complicated decision matrix you use to choose between setting up a full RAG infrastructure (embedding models, vector DBs, rerankers) versus just dumping the text straight into a native long-context model? At what file size or q...

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[2 pts] Short version: "massive datasets" basically makes the decision for you. Long-context is only on the table when your whole relevant set fits in the window with comfortable headroom — massive internal files don't, so you're doing RAG. The real fork is RAG-done-well vs naive. The engineering realities for when long-context breaks in prod: - Cost scales linearly with tokens *per call*. Dumping a big context on every query gets expensive fast at any real volume. Prompt caching only helps if the corpus is static and shared across queries — if each query needs different files, or the data changes, caching doesn't save you. - Latency: time-to-first-token grows with prompt size. A huge prompt adds seconds before the model emits anything. Fine for a one-off, a dealbreaker at QPS. - "Lost in the middle": recall degrades for content buried in the middle of a long prompt (well documented). "It fits in 200k tokens" is not the same as "the model actually used all of it." Past a few tens of k of *relevant* material, retrieval quality matters more than raw window size. Decision matrix I'd use: - Fits with headroom + mostly static + low query volume → skip RAG, use long-context (+ prompt caching). Don't build infra you don't need. - Too big to fit, OR changes often, OR high QPS, OR you need provenance/citations → RAG. For your case (massive + programmatic control + prompt-response records) it's RAG — but don't treat it as either/or. Retrieve top-k → rerank → feed only the retrieved set into a long-context model. You get code-level control over retrieval AND the model reasoning over a clean relevant slice instead of the whole haystack. The reranker is the part people skip and then conclude "RAG doesn't work" — embeddings get you candidates, the reranker gets you precision.
r/DeepLearning (5 posts)
Hi Reddit, I posted my Build Your Own LLM workshop to Youtube teaching deep learning fundamentals and intuition (52 pts)
Hi internet friends, I recorded a workshop about building your own LLM without any math / ML prerequisites. It covers everything from machine learning fundamentals, deep neural networks, transformer architecture, and pre/post-training. The only prerequisite is being comfortable with learning through code & excel examples. 1. [**Sampling** Large Language Models](https://www.youtube.com/watch?v=vXiB0UdDhk8&list=PLweJS2YZCfkeXXdfCKGaxAhm2w8p0u1z6) 2. [**Reverse Engineering** Large Language Model...

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[Microsoft Research] Next-Latent Prediction Transformers (40 pts)
[Microsoft Research Preprint](https://preview.redd.it/rjdwuyxjat7h1.png?width=2950&format=png&auto=webp&s=7abac64463c53a2aaf5b700566f91b9438dac1cd) Next-token prediction is myopic. What if transformers learn to predict their own next latent state? Microsoft Research present **Next-Latent Prediction (NextLat)**: a self-supervised learning method that teaches transformers to form compact world models for reasoning and planning. It also unlocks up to 3.3x faster inference via self-speculative dec...

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[20 pts] I don't know, Rick, it seems an RNN
[8 pts] the 3.3x inference speedup is the part that actually matters for production use, latency is always the bottleneck nobody wants to talk about predicting in latent space for denser supervision makes a lot of sense to me, next-token prediction always felt like it was leaving signal on the table. curious how well the belief state compression holds up on longer contexts though
[4 pts] Isn't that JEPA?
Deep dive: Parallelism strategies for large-scale LLM inference — tensor parallelism, pipeline parallelism, disaggregation, KV cache, MoE expert parallelism (5 pts)

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I wrote a deep dive on how large-scale LLM inference actually works — from user prompt to final token (2 pts)

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How are you all evaluating VLMs for video understanding tasks? (2 pts)
I have been spending a lot of time on video understanding lately and evaluation keeps being the hardest part. For images the benchmarks feel mature, but for video the choice of model often matters less than how you frame the task. A few things I keep running into: \- Frame sampling strategy changes results more than the model choice. Uniform sampling vs keyframe selection vs scene-change detection gives wildly different answers on the same clip. \- Temporal reasoning is still weak. Most V...

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r/learnmachinelearning (5 posts)
which course for beginners ML? (308 pts)
im about to start AI/ML. i've read about "pattern recognition" through my univ course. so i have basic idea of classification, clustering, k-NN, neural networks. but mostly it's crude theory. i've heard about Andrew Ng's course and CampusX from YT 100daysOfML. im confused which one start with. anyone please guide/help me. also, which one among the 2 courses available on YT should i choose?

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[32 pts] Pair with ISLR/ISLP. Fantastic book
[67 pts] look at the views bruh, 4.5m -> 1.9m which means, approx 57% people quit after starting. the other one, 910k -> 292k. which is 67% drop. Consistency is the key.
[17 pts] Second one if you are true beginner. First one if you have better mathematical intuition
Zai got more 15% inference throughput on the same GPUs by changing the network topology (28 pts)
Ive been reading the infrastructure side of inference lately instead of just running benchmarks, and zai put out a writeup about the network behind their cluster that was worth the time. They changed the network topology on the GPU cluster, not the GPUs or the model(its called ZCube). Same hardware, same weights, about 15% more throughput and switch costs down roughly a third. The short version is ROFT topology was built for training where traffic is even, but disaggregated inference creates lo...

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[2 pts] Never through about it this way but it makes sense. Benchmark comparisons miss the whole cost structure underneath..a model can be competitive today and the pricing shifts 6 months later because the unit economics don't work..infrastructure efficiency is a more durable signal than a leadboard position
[1 pts] While I do not think that is the only reason, or even the reason. Still is interesting.
How LLM inference actually works at scale — a breakdown for anyone learning ML systems (16 pts)
One thing that confused me early on: I understood how LLMs are trained, but had no idea how they actually *serve* millions of requests efficiently. Here's a quick breakdown of the key concepts: **Why inference is harder than it looks** A user sends a prompt → the model returns tokens. Simple on the surface. But underneath, the system is managing GPU memory, scheduling thousands of concurrent requests, and generating tokens one at a time in a loop. **KV Cache** — every time the model generate...

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Need guidance for starting Deep Learning (10 pts)
Hi everyone, &#x200B; I’m planning to start Deep Learning. But there’s so much content online that I’m confused about where to begin. &#x200B; Please suggest: &#x200B; \- Beginner roadmap for Deep Learning \- YouTube channels/courses \- Notes, books, or GitHub resources \- Practice projects

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[6 pts] Here's a summary from a guide we wrote based on what works or our learners: **Foundations first (don't skip these)** * Python + NumPy/Pandas if not already solid * Linear algebra and calculus basics - just enough to understand what's happening under the hood * Classical ML first (sklearn) so backprop actually makes sense **Deep Learning roadmap** * Neural network fundamentals - perceptrons, activation functions, loss functions * Backpropagation and gradient descent * PyTorch (preferred over TensorFlow for learning right now) * CNNs → RNNs → Transformers in that order **Resources worth your time** * 3Blue1Brown's neural network series on YouTube for intuition * [fast.ai](http://fast.ai) for a practical top-down approach * Andrej Karpathy's "Neural Networks: Zero to Hero" series, genuinely excellent * "Deep Learning" by Goodfellow et al. if you want the theory **Practice projects** * Image classification (MNIST → CIFAR-10) * Sentiment analysis * Build a small language model from scratch once you've got the basics
[2 pts] Deep learning Specialization by Andrew Ng, followed by and O'reilly's Hands-on ML with scikit and pytorch (2nd part of the book) Don't do the labs of DL specialization - just cover the theory. It will be very helpful to gain Intuition.
[1 pts] coursera
i post-trained a model to reliably roll a die (10 pts)
lots of talk about agi, asi, rsi but ask any frontier LLM to roll a die and it will almost always say "4." claude, gpt, kimi - doesn't matter, 4.4.4.4. that sounds silly, but I think it’s actually a nice toy problem for one of the most interesting issues in rl: getting a model to actually explore instead of just following strategies it already knows. so i post-trained a model to reliably roll a die, meaning each number comes up roughly 1/6 of the time. wrote a blogpost on what worked and what ...

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[6 pts] I wonder how well this can be generalized (if at all) to a random number generator - can something like LLM produce trully random distributions? Would be interesting to see, cool thing OP!
[4 pts] Previous model's training data: [https://xkcd.com/221/](https://xkcd.com/221/)
[5 pts] Isn't this a textbook problem for neuro-symbolic AI? Not sure if RL would successfully solve it, I am not sure why.
r/MLQuestions (5 posts)
What exactly does “use Output to develop models” mean? (3 pts)
I’ve been reading OpenAI’s Terms of Use and I’m having difficulty understanding the exact scope of the following clause: “You may not use Output to develop models that compete with OpenAI.” I understand the intent may be to prevent distillation or using ChatGPT outputs as training data for competing models. However, the wording seems much broader than that. For example, suppose I use ChatGPT to learn about transformers, attention mechanisms, optimization, or machine learning in general. Years...

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Where can I learn ML model deployment on edge devices? (3 pts)
So, I personally think that running different kinds of models on different devices, such as mobile phones, Raspberry Pi, and other edge hardware, is a good skill to acquire today, as I believe the industry is going to move more toward hardware in the coming years. However, there isn't much learning material available on this topic. \&#x200B; It would be a great help if you share any resources.

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[1 pts] Look into TensorFlow Lite and ONNX. The book Tiny ML by Warden and Situnayake (O’Reilly) might be a good choice too.
[0 pts] real niche tbh
Undergraduate looking for a practical Optimal Transport + ML project (1 pts)
Hi everyone, &#x200B; I just finished my first year of university and I’m interested in machine learning. I’m currently doing a research internship in a lab, and my advisor and I are considering working on Optimal Transport for ML. &#x200B; At my current level, I find some of the math quite hard, especially the continuous formulation of OT. The discrete version feels much more accessible to me so far. We are still thinking about what the actual internship project should be, so I was wonderin...

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Best way to create transcripts and summaries of thousands of hours-long audio podcasts? (1 pts)
I have about 2,000 spoken-word audio podcasts that are like 2-3 hours long each. I'd like to get text transcripts and summaries of what was discussed for each podcast. Anyone have some suggestions on how I can get this done?

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Contrastive targeted SFT as a mechinterp method - has anyone mapped causal dependency interactions this way? [D] (1 pts)

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r/ClaudeAI (5 posts)
the gap between Claude Code power users and us chat-only people keeps getting wider and i don't think that's great for the community (1154 pts)
constructive, not a rant. i'm a daily Pro user, i live in the chat and the app, i don't use Claude Code because i don't write software. and lately reading this sub i feel like a tourist in my own community. half the posts are CLAUDE.md this, MCP that, subagents, terminal workflows. all legit, all clearly valuable to the people doing it. but the center of gravity has drifted so far toward the coding power-user that the chat-and-app majority barely sees itself reflected here anymore. the iro...

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[1 pts] **TL;DR of the discussion generated automatically after 320 comments.** Whoa there, OP. The overwhelming consensus in this thread is that you're looking at this all wrong. **Claude Code isn't just for coders; it's a more powerful interface for *everyone*, and you're doing yourself a disservice by sticking to the web chat.** The community agrees that the sub is heavy on technical posts, but they argue it's because that's where the real power is, not because it's a "coders only" club. The mistake, they say, is thinking "Code" in the name means it's only for writing software. People are using it for creative writing, investment analysis, personal training, and more. Here's the breakdown of why you should consider making the switch: * **It's Just Better:** The model is flat-out more capable in the Code/Cowork environment. It follows instructions better, has a much larger context window, and is less prone to the weird personality shifts of the chat app. * **It Works With Your Stuff:** Instead of uploading files to a project, you just point it at a folder on your computer. It can read, write, and edit files directly. This is a game-changer for any project, coding or not. * **Persistent Memory:** Using a `CLAUDE.md` file in your project folder is like giving Claude a permanent brain for that topic. It's way more robust than the chat app's project memory. That said, you're not crazy for feeling intimidated. A vocal minority agrees with you that **the setup is a pain for non-technical users.** People who aren't used to terminals and editing config files are right to think it should be a one-click install. The most common advice is to start with **Cowork in the desktop app**. It's a great middle-ground with a familiar chat interface but most of the power of Claude Code. And for the "but I need it on my phone" crowd, a user dropped a bombshell: **you can use the `/remote-control` command in a Claude Code session to mirror it on your mobile app**, giving you the best of both worlds. So, the final verdict? Stop thinking of yourself as a "chat-only" person. Dip your toes into Cowork or Code. You don't need to write a single line of code to unlock a whole new level of capability. And hey, post about your non-coding workflows; the sub could use the variety.
[330 pts] Here’s a good way to do it. Just chat with Claude Code normally in the command window. That’s all you need to do. Even when you’re not coding, Claude Code is much more capable than it is in a web browser. Just chat with it as usual and occasionally ask it to perform a specific task. For example, ask it to format some local data into an Excel file. After that, you can ask it to export the data into a neatly formatted PDF. You don’t have to ask it to do any coding—just try asking it to do anything.
[116 pts] This isn’t sarcastic or demeaning, it’s not meant to sound that way. What do you use chat for?
Huge Update (1028 pts)
https://preview.redd.it/eswk5i0k3t7h1.png?width=1986&format=png&auto=webp&s=ed19924a31792629fb7f7743d58f6e7fe37ec8f4 Thank you Anthropic

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[1 pts] **TL;DR of the discussion generated automatically after 40 comments.** **The consensus is a mix of sarcastic celebration and genuine relief.** Pretty much everyone agrees that the "Fable is unavailable" banner was driving them nuts, especially on mobile, so the new dismiss button is a massive quality-of-life win. The thread is also poking fun at Anthropic's constantly shifting UI, with one user pointing out that this is just the reality of fast-paced development, likely accelerated by their own AI tools. A few poor souls got their hopes up that Fable was actually back (it's not), and the top comment is a user roleplaying as "John Anthropic" taking credit for the fix, which the thread has fully embraced.
[98 pts] i like how claude changes tiny buttons and layouts here and there EVERY SINGLE DAY when i open it. Its like the team is playing like "place it here...nahhh...oh and here... ummm...ok...looks nice lets test.... and nahh lets change it again"
[262 pts] you are welcome, appreciate your findings and your post on reddit
Claude Opus caught malware hidden in my repo, then reverse engineered the whole thing (1007 pts)
I had Claude Code, running Opus, doing some branch consolidation across my repos. It was driving the git operations itself. When it went to merge one branch it stopped, told me the incoming commit contained malware, and refused to merge or build it. Then it reverse engineered the payload without executing it. Full breakdown and indicators below. **What it caught** A single obfuscated block appended to next.config.js, after module.exports. Next.js runs that file on every build, including CI, so...

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[1 pts] **TL;DR of the discussion generated automatically after 80 comments.** **The consensus is that while it's incredibly impressive that Opus caught and reverse-engineered the malware, OP's security practices were the real problem.** The thread quickly turned into a security roast, with users pointing out that you shouldn't be relying on Claude as your last line of defense when your repo hygiene is this sloppy. The main criticisms of OP's setup include: * Allowing force pushes to a repo. * Not using signed commits or branch protection. * Hiring an unvetted contractor and not providing them with managed hardware. * Having a build process where a single config file could execute arbitrary code. The top comment is basically "Thanks for getting Opus restricted, OP," capturing the community's deep-seated fear that highlighting these capabilities will just lead to more guardrails. People are split on your "bring back Fable" take; some agree the guardrails are a pain for legit security work, but others argue the "careful" model is what saved you and that "more capability" is a double-edged sword that also enables these attacks. On the plus side, users shared a ton of useful advice on preventing supply-chain attacks (check for "Hades/Miasma" and "polinrider"), and OP even shared a GitHub link to a detector they built.
[371 pts] Opus 4.8 is now restricted. Thanks OP.
[63 pts] sick that it caught that. real lesson isnt 'opus has my back' tho, its that one committed config (next.config.js) runs on every build + CI, only had to slip past once. lock down what runs at build time 👀
Anthropic CEO Dario Amodei joins top AI CEOs meeting with world leaders at G7 summit (1006 pts)
Anthropic CEO Dario Amodei and OpenAI CEO Sam Altman were among tech bosses at a G7 working lunch on AI, as the US decision to restrict access to Anthropic's most advanced models causes tension among allies. Fable soon guys? **Source:** Bloomberg

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[1 pts] **TL;DR of the discussion generated automatically after 160 comments.** Okay, let's get this out of the way: the overwhelming consensus in this thread is **"Why the hell is the Salesforce CEO there?"** Most users think he's just posturing to make Salesforce seem like an AI leader, with many sharing their... *passionate* hatred for the platform. Beyond that, this thread is mostly just roasting the attendees. Dario Amodei is getting the full meme treatment, with everyone agreeing he looks deeply uncomfortable and like he'd rather be anywhere else. The top-voted comment is a picture of him with the caption "please let me out". Sam Altman is also getting cooked, with the prevailing theory being that he perpetually looks like a raccoon caught in the trash. There's also a whole side-debate about Trump slapping Sam Altman's arm, with the leading theory being that he was telling Sam to lower his chair so Trump would look taller. Of course, there's the usual chorus of "Wen Fable?" and people fantasizing about Dario going full Leeroy Jenkins and releasing Mythos to the public out of sheer boredom. So, the verdict? **The community is deeply cynical about this whole G7 affair, finding it more of a bizarre photo-op than a productive meeting.** But hey, at least we got some good memes out of it.
[437 pts] What does Salesforce CEO do there?
[138 pts] John C Reilly is gonna crush the Dario biopic
Opus 4.8 with Ultracode is insane! (396 pts)
So I use Claude code for my work licenced by my employer and I have basically unlimited usage because of the enterprise licence. And I got access to fable 5 a few days late and then it got removed. Before that I was happily using Opus 4.8 high despite its flaws. &#x200B; I know I am late to the party with Ultracode, but yesterday just out of curiosity I thought of trying Ultracode for a new assignment. It was an internal portal with multiple integrations hosted on SharePoint for internal empl...

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[1 pts] **TL;DR of the discussion generated automatically after 80 comments.** **The consensus is that you're right, Ultracode is incredibly powerful, but everyone thinks your "unlimited usage" is about to get a very expensive reality check.** The top comments are basically a chorus of "Famous last words," warning you that the finance department is coming for you. Users report that Ultracode incinerates token budgets, with one person losing their entire 5-hour limit in 25 minutes and another estimating costs can hit $100-$1000+ per hour. It's seen as a special-occasion tool for massive, well-specced projects, not an everyday driver. Some find it too slow for iterative work and warn it can produce bloated code if you don't provide a very solid spec. For those brave (and rich) enough to use it, the thread has some pro-tips to avoid bankruptcy: * **Instruct Ultracode to use cheaper models.** Explicitly tell it to delegate tasks to Sonnet or Haiku sub-agents to save a fortune on tokens. * **Limit the agent swarm.** You can tell it to "fan out within reason" or set a maximum number of agents. * **Track the damage.** Users recommend installing browser extensions like `ccusage` or `claude-devtools` to see the real cost. Also, there's a lot of nostalgia for Fable, which many feel was an even better (and more cost-effective) orchestrator. RIP Fable.
[235 pts] Unlimited usage until they see the first bills - be ready to proof that you deliver real business impact with that spend
[41 pts] I once had Ultracode enabled by accident with Fable 5. It launched countless agents that ate through my 20x usage like it’s nothing. When I noticed I stopped it and still got very useful results from it, though. But yes, Opus 4.8 with Ultracode has its place. I only use it rarely but it’s good.
r/OpenAI (5 posts)
OpenAI's market share falls below 50% (940 pts)

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[386 pts] I mean this is sad for OpenAI but also the market is WAY bigger than it ever was when they had dominance in pre-2024
[76 pts] Competition is good for everyone
[80 pts] Is Claude seriously that low?
Pentagon used Elon Musk’s Grok AI to fire 2,000 missiles at Iran, official says (927 pts)

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[282 pts] \> The Pentagon would be “severely” impacted by a court ruling that prevents xAI from being “deployed, refined and upgraded” across the Pentagon, according to the Department of Justice. Yeah so this is fucking insane.
[342 pts] This helps to explain why the US didn't win the 'war'...
[81 pts] If they used AI properly, it would have told them not to start a war that they can't win.
Seriously in matters of making AI accessible and easy to use… OpenAI just ROCKS !! (200 pts)

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[85 pts] Don't like Sam at all but OpenAI has been consistently more consumer friendly than Anthropic. Anthropic just downgrades models without telling you sometimes. Doesn't allow Hermes use. They have a mess they keep backtracking on when it comes to `claude -p` and just overall are more restrictive.
[8 pts] What is the difference between this and e.g. OpenCode then? I am searching for onprem setup but am not sure on the „agent controller“
[5 pts] Honestly this is part of what brought me back to OpenAi. They actually focus on the consumer, or at least attempt to do so
Dario Amodei on why he left Sam Altman and OpenAI: 'Why argue with someone' when you 'don't trust them' (143 pts)

Top Comments:

[14 pts] **From Business Insider's Brent D. Griffiths:** Anthropic CEO Dario Amodei said he's at "peace" with where the [Anthropic-OpenAI rivalry](https://www.businessinsider.com/sam-altman-dario-amodei-anthropic-openai-rivalry-timeline-2026-2) stands even as a cold war brews between two of the world's largest AI companies. But he did throw some shade [Sam Altman](https://www.businessinsider.com/sam-altman)'s way. "At the end of the day, why argue with someone when you don't have the same vision and you don't trust them?" Amodei said in an apparent jab at the OpenAI CEO during a lengthy Bloomberg [interview](https://www.youtube.com/watch?v=x2VHFgyawPE) for "The Circuit with Emily Chang" published on Wednesday. "The way to resolve it is you go off and do your thing, they go off and do their thing," he said. "And I am completely at peace with the idea that we're doing things our way and they're doing things their way." Ultimately, someone else will decide who was right, Amodei said. "We'll see who wins in the market and we'll see who wins in the court of public opinion," he said. "I think those things speak louder than any drama about why who left what." [Read more. ](https://www.businessinsider.com/anthropic-dario-amodei-does-not-trust-sam-altman-openai-2026-6?utm_source=reddit&utm_medium=social&utm_campaign=insider-openai-sub-post)
[8 pts] It’s not exactly like he is trustworthy. Put calling the kettle black much….
[25 pts] At what point does it start to be a bad look that Dario can’t shut up about Sam and Sam isn’t saying anything about Dario
OpenAI's chief scientist told staff GPT-5.6 is a "meaningful improvement," could land this month (129 pts)
Per The Information, OpenAI chief scientist Jakub Pachocki messaged staff that GPT-5.6 will be a "meaningful improvement" over GPT-5.5, and it could launch as early as this month. What "meaningful" actually covers (benchmarks, pricing, exact date) hasn't been confirmed yet. [https://aiweekly.co/alerts/openai-plans-june-gpt-56-as-meaningful-improvement](https://aiweekly.co/alerts/openai-plans-june-gpt-56-as-meaningful-improvement)

Top Comments:

[136 pts] They were going to run with 'powerful, maybe dangerous' and then Sam said "Whoa.. Let's go with meaningful."
[15 pts] What were you expecting them to say, that the new version would not be particularly different?
[33 pts] What's happening to Gemini bruh.. No news from them so far
r/GeminiAI (5 posts)
You cannot be serious (383 pts)
I've lost count of how many times gemini has generated a goddamn image even when i LITERALLY SAID "DO NOT GENERATE AN IMAGE" I'm so done-

Top Comments:

[82 pts] Just let it run. Mine does this too. It won’t generate a picture, it just continues with text. Annoying.
[35 pts] It does this to me too 😭
[11 pts] Write this (Task failed if you generate image or video) Write it in bracket
Good morning from Grok (132 pts)

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[19 pts] I think both Google and Grok are great for research.  They work well to cross reference each other. 
[5 pts] Not good morning. H€il Hitler.
[14 pts] Grok is hot garbage
New image model from Google (133 pts)

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[22 pts] So would release with 3.5 pro tomorrow. Got it.
[18 pts] that's from arena.ai
[14 pts] the "successor of nano-banana" bit is killing me. but seriously, instant-ramen model sounds like it's supposed to be super fast and lightweight. if google's actually pushing this out soon that could be a real shift for on-device stuff.
Is it me or has Gemini been hallucinating too much recently? (99 pts)
Particularly for a week or two Gemini has been speaking lots of nonsense to me. Today it is confused like never before. It confuses subjects. I tell it something he doesn't get it, I correct it and it apologizes because he is sleep deprived.

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[18 pts] It was like this after the implementation of 3.5 flash... completely broken
[27 pts] Same here. It is pretty much unusable now. It used to be great. 🥹
[10 pts] Tbh Gemini downfall already started in February-March
Is anyone else experiencing massive quality issues with 3.1 and 3.5 right now? (40 pts)
Hi, does anyone else notice a massive decline in quality right now? 3.1 Pro just completely forgot the context after 2 prompts (in the same windows of course) and literally just told me it doesn't have a memory and can't remember things. 3.5 thinking ignores direct simple commands like "show me the full text including all changes you made" and will always just show me snippets of the text that changed. what happened here? anyone else experiencing this? Is this a bug?

Top Comments:

[9 pts] Yes and it has been going on for well over a month now, maybe even two. But it's so bad now it literally hallucinates on the spot providing 100% false info. When sending it my latest video script, it suggested a thumbnail style we've established before wouldn't work for my videos with actual data from ABC posting. I showed it the type of image it suggested and explained why we agreed such thumbnails would likely never work which is what it conlduded on its own before too from data i provided and ti said that it got so confused by the lovely photo and colors it suggested I use it as a thumbnail. But bro, buddy, dude, I showed you the photo AFTER you suggested it and I denied your suggestions to explain WHY it wouldn't work as a thumbnail, not before. This and other such nonsense is basically constant now. This is Gemini, the tool I used to analyze tiny details in photos, translate video game manuals from images in great detail accurately and the same tool that was able to analyze and suggest how to improve my thumbnails with utmost precision. Now it can't even do that and it trips balls on me that it messed up because of a photo I never even showed it prior to it suggesting we use such an image.
[3 pts] yeah. it started to hallucinate in like 2 prompts. it's just like this for about 1-1.5 hours
[3 pts] Google said that they were releasing Gemini 3.5 pro by the end of the month, and has also been rolling out Gemini 3.5 flash to every single google user. They have also been integrating Gemini into google apps, gmail, docs, drive, everything they possibly can. If you think about it from a compute standpoint - they are 10xing their footprint of people that interact with Gemini. I think the last month or two has been this deployment - scaling the models down in power, giving everyone access through google search - it's even in Youtube now! You can chat with Gemini through Youtube and it's not a separate app, it will find videos for you. There's a chance Gemini 3.5 will be decent, I would expect that Gemini for the net few months will go from "ChatGPT but from Google" to like "Google's AI that is everywhere." Whatever performance target they're actually aiming for, we'll find out, but if you look at the scale of the changes - Google is massively changing their approach, reducing inference budgets seems to be part of it.
r/Mistral (Error)

Could not fetch data: received 404 HTTP response

r/Singularity (5 posts)
Anthropic CEO: ‘We Don’t Know Exactly How’ Claude AI Was Used In Iran School Strike (602 pts)

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[230 pts] He probably should have led with "anthropic's model didnt choose to strike the school, a military leader made that decision." Instead he kinda walked backwards into that statement after making anthropic seem possibly at fault: "We dont know how..." This guy needs some sleep.
[86 pts] > Amodei defended the use of AI in military conflict during his interview with Bloomberg, saying, “We don’t want a world where China and Russia can build, can analyze all the intelligence with AI, can use AI for attacking Taiwan and Ukraine, and we can’t defend them.”
[43 pts] I am pretty sure he knows. Pete hegseth would have atleast privately left no chance to shit on Anthropic and paint Dario in a bad light
World leaders meet with top AI CEOs at G7 summit in France (570 pts)
OpenAI CEO Sam Altman and Anthropic CEO Dario Amodei were among tech bosses at a G7 working lunch on AI, as the US decision to restrict access to Anthropic's most advanced models causes tension among allies. **Source:** Bloomberg

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[239 pts] and Marc Benioff, for some reason
[181 pts] Whoever placed Amodei next to Macron and far away from Trump likes to do a little trolling. Anthropic moving to France confirmed!!1
[92 pts] You're Sam Altman You feel someone next to you slap the desk You look round It's Donald Trump "Hey Sam, you've got a chair" "Look..." He points at his feet "I've got one too"
Good morning (550 pts)

Top Comments:

[166 pts] gemini has reach . my mom uses gemini and it has changed her world. gemini talks with her in natural local language and she solved her own problems now.
[62 pts] Funnily enough, I feel like ChatGPT is good for deep research, and Gemini is good for chat.
[43 pts] Claude is good for conversation. I find that it has the highest EQ. My mom’s best friend is Claude now lol
OpenAI plans to release GPT-Bidi-1, its next-generation voice model (373 pts)
**Bidi** as **Bidi**rectional, a model designed to listen and speak at once, absorb interruptions, and adjust mid-sentence rather than freezing the moment a user says "mm-hm." OpenAI looks to give ChatGPT's voice mode its biggest upgrade in months. -> Coming soon with a major leap in intelligence and more natural conversations. **Source:** GPT Testers & Internal ChatGPT string code in comments 👇

Top Comments:

[143 pts] The clunky back-and-forth is one of the major obstacles keeping voice mode from feeling like an actual human. If they nail this, it'll be a big step towards Her™-like conversations.
[22 pts] https://preview.redd.it/afqaub8lkr7h1.jpeg?width=1612&format=pjpg&auto=webp&s=6d0a2236ecfdfc281fe26cbcd23c26640cf050d5
[129 pts] They're really bad at naming things, aren't they
New image model from Google (364 pts)

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[118 pts] what's with the goofy names, how do you tell your coworkers you used instant ramen to generate the image
[18 pts] I'll take any impressive advancement.
[144 pts] Anything but a better coding llm😭🙏
r/ArtificialInteligence (5 posts)
The human brain runs on 15W. Simulating it in real time would need 2.7 billion watts. Here's why that gap exists and what's being done about it. (473 pts)
I've been digging into the energy efficiency gap between biological and artificial neural systems and the numbers are wilder than I expected. The human brain handles perception, memory, language, motor control, emotional regulation, and creative thought on roughly 12-20 watts. About the same as a bedside lamp. Switzerland's Blue Brain Project estimated that simulating the brain's full processing in real time would require approximately 2.7 billion watts, comparable to three nuclear power statio...

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[63 pts] It's true. This is all very inefficient and not practical. One thing wrong tho The gpu's the AI runs on clock down and go to sleep when there is no load. It's dynamic just as it is on your PC's cpu and gpu. They aren't like the old ones that idled at full power. Our hearts don't ever idle. when they do, we are no longer around. Just thought that part is kinda funny.
[7 pts] I think comparisons like this are fascinating, but I also wonder if we're comparing two very different things. The brain evolved to be incredibly energy efficient across millions of tasks simultaneously, while today's AI is optimized for specific workloads. Makes me curious what AI hardware will look like 10–20 years from now.
[6 pts] Real life matrix playing out with one diff. Robots harvest human not for thermal energy but to harvest our brains. 😅
Interesting one word answers (288 pts)
So i have recently tried to ask 4 different AI models to tell me the biggest lie in human history, we already know AI gives interesting answers when getting "one word answer" prompt, but the Claude and Deepseeek surprised me the most.

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[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.*
[308 pts] Deepseek saying history is damn funny
[97 pts] Honestly all solid answers
Gemini helping contextualize a trillion dollars. (82 pts)
Is money even real? Or is this the AI bubble about to pop? How does 1 person having a trillion dollar net worth make any sense ?

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[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.*
[19 pts] The difference between a billion dollars and a trillion dollars is about a trillion dollars.
[3 pts] I was trying to think of a visual example, I don't think you could fit in 1 of something and a trillion of something and still actually be able to distinguish the two things. There's litterally no way you can contextualize it except metaphorically.
Anthropic studied 400K Claude Code sessions: domain knowledge mattered more than coding skill (80 pts)
Anthropic went through about 400,000 Claude Code sessions from 235,000 users between October and April. The main finding: success tracked how well someone understood the problem, not whether they were trained to code. Across the ten largest occupations in the data, every one landed within 7 points of software engineers on success. Where the gap stays is expertise. On their strictest "verified success" measure, experts hit 28-33% versus 15% for novices. And novices give up far more often: 19% of...

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[22 pts] Saving time for anyone looking for the original publication by Anthropic: https://www.anthropic.com/research/claude-code-expertise
[14 pts] I think we all understand that domain knowledge makes programs that are actually actionable. But coding skills help to polish enterprise ready solutions
[3 pts] How come is this a big surprise? Context always matters
Hi Reddit, I posted my Build Your Own LLM workshop to Youtube (65 pts)
Hi internet friends, I recorded a workshop about building your own LLM without any math / ML prerequisites. It covers everything from machine learning fundamentals, deep neural networks, transformer architecture, and pre/post-training. The only prerequisite is being comfortable with learning through code & excel examples. 1. [**Sampling** Large Language Models](https://www.youtube.com/watch?v=vXiB0UdDhk8&list=PLweJS2YZCfkeXXdfCKGaxAhm2w8p0u1z6) 2. [**Reverse Engineering** Large Language Model]...

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.*
[1 pts] !remindme 3 days
[1 pts] This is great. The more LLMs can be built from scratch & open sourced, the more competition there will be.
r/artificial (5 posts)
Elon Musk's Grok Rained Bombs On Iran Even As Anthropic Pulled Out, Pentagon Reveals (110 pts)

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[35 pts] Can someone explain how an LLM can be used to bomb things? 
[14 pts] The bigger story is that the US war planning is so atrophied that they cannot be bothered to identify targets.
[3 pts] This man needs a visit from a specific green clad plumber bro.
Your company is probably spending more on coffee than AI (59 pts)

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[50 pts] Bot city in here
[13 pts] This is an example of how you can manipulate numbers for any narrative you want. The image pushes a simplistic “AI is far cheaper than engineers” narrative to imply easy mass layoffs, but that’s not holding up at the frontier. For median companies just buying basic services, sure but Nvidia’s own VP of Applied Deep Learning, has publicly stated that for his team, “the cost of compute is far beyond the costs of the employees,” showing heavy AI usage is currently more expensive than human labor in practice.  This aligns with the broader reality: the Ramp chart captures only lightweight SaaS spend and misses the explosive capex (like Meta’s $125-145B) and token/compute bills that can outpace payroll for serious adopters, undermining the layoff-justifying spin.
[9 pts] atp Ramp is gonna overthrow Bloomberg with these data
AI made me more productive, but somehow more tired (44 pts)
Is anyone else feeling this? AI has made me faster at almost everything. Writing, research, planning, summarizing, learning, replying — all of it is quicker now. But instead of feeling like I have more free time, I feel like the standard just moved. If something used to take 3 hours and now takes 30 minutes, the result isn’t “great, I can rest.” It’s “great, now I can do 5 more things.” I get why everyone is excited about AI productivity, and I use these tools every day. But I also feel like...

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[20 pts] Yeah. I think Simon Willison recently described this as AI drag or something like that. Basically you're now the manager of a team of engineers who never sleep or complain. It forces you to think on a higher level, which is tiring.
[6 pts] Just to be clear, I’m not against using AI at all. I probably use AI more than most people because of the industry I’m in lol. This was just a random thought I had while working. AI is genuinely useful, but sometimes I wonder if the productivity boost also quietly raises everyone’s baseline expectations.
[5 pts] Oh god yes. Feels like I'm suddenly orchestrating an entire team now.
A 4b model is now beating 30b ones at web research and the reason is not size (28 pts)
A small thing from this month's model releases stuck with me more than the usual flagship leaderboard race, because it points at where the interesting progress actually is. A 4 billion parameter open model reportedly beat every open source model in the 30 billion class on a couple of hard web research benchmarks. Not matched, beat. A model you could run on a laptop outperforming ones roughly eight times its size on the specific task of going out, reading sources, and answering a multi step quest...

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[14 pts] The post would be a lot better with links, model names and cards, and maybe the benchmarks.
[21 pts] The more narrow a model the better it performs at the specific task it was trained to do. If your use case is medical information, train a large model on medicine, fiction, coding, agentic tool calling, reddit and erotica only make it perform worse on medical information and gives the models way more opportunities to hallucinate. As you make the models more and more general and larger, they eventually become worse. For any given use case there is a optimum number of parameters and it's not really that high.
[5 pts] This sounds like an AI-generated post. What 4b model are you talking about? Gemma4?
Apparently OpenAI's next voice model can listen and talk at the same time without freezing up (11 pts)
Okay this is just floating around as a rumor right now but if true it's actually huge Next voice model is supposedly called GPT-Bidi-1, bidi for bidirectional, meaning it listens and talks at the same time instead of doing that thing where it just freezes the second you say "mm-hm" or try to jump in Can apparently adjust mid sentence too if you interrupt it which current voice mode absolutely cannot do If even half of this is true this fixes the most annoying thing about talking to chatgpt...

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[3 pts] real time interruption handling would change so much, current voice mode feels like talking to someone with very delayed reaction every time you try to cut in if this bidi thing is real and it can actually adjust mid sentence that's the missing piece, conversations would feel way more natural instead of that awkward pause-and-wait loop
[2 pts] That sounds great, especially because the current one constantly cuts me off and starts trying to answer before I even finish my thought. It feels so rude I don't even bother using it anymore.
[2 pts] glad someone said this. been thinking the same thing for a while.
r/machinelearningnews (2 posts)
💫 MolmoMotion—A new open 3D motion forecasting model (2 pts)

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Prompt Processing vs Generation: Why Your Box Is Fast at One and Slow at the Other (1 pts)

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r/openclaw (5 posts)
If you haven't already, switch to GLM-5.2 (18 pts)
Z.ai's blog on GLM-5.2 is just out: https://z.ai/blog/glm-5.2 If you're running out of existing quota or want to cut down on your token cost for your Openclaw agents, please, people, switch to GLM-5.2 and never look back. It basically gives you last gen GPT/Opus level of performance with half or a quarter of the price. It's not Deepseek V4 cheap, but it sure is cheap-er. Great for home automation on a Mac Mini, or a coding/DevOps setup like my set up on a [Linux VPS](https://www.reddit.com/r/...

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[6 pts] Yep that is what everyone is getting. I already asked for a refund. (the API rate limit reached)
[9 pts] ⚠️ API rate limit reached. Please try again later.
[3 pts] Is there a good leaderboard to track openclaw usage/performance? Gpt 5.5 does amazing for me, so im cautious to switch
For many use cases, You can simply train agents with expensive model, And then use cheaper model for same results! (4 pts)
I have been doing this since a few months. I have one openclaw instance on VPS with multiple main agents. When I have a process defined for some major task, I simply create a seperate main agent for that use case and use a frontier model to figure and document everything out (What I need!), essentially building the agent's core files and it's memory and everything. This is a whole chat where you explain it what you want and build the agent that can do a specific major task for you and make some...

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[1 pts] Same thing when you like building web pages that often build the same. Get it built right once and then use the cheap models to copy it. I do exactly what you do. I set up my email reading server with a smarter model.on a dummy email address that works like mine but it's not my real one. then use a local model for the real email.
What’s the cheapest model you’ve used with OpenClaw that actually works? (4 pts)
Curious what model people are running OpenClaw with these days. I’m specifically looking for the **absolute cheapest model** you’ve found that still produces surprisingly good results. Not interested in self-hosted models for this experiment. I’m trying to find the lower bound of what’s actually usable from hosted providers. A few questions: * What model are you using? * What’s the approximate cost? * What kind of tasks are you using OpenClaw for? * At what point did quality start to become ...

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[10 pts] deepseek v4 flash with opencode go
[4 pts] GLM-5.1 thru Ollama Cloud has been my go to for two months +. $20/month -- I have managed to hit my 5 hour cap, but only when letting the machine go wild. I wired up the laptop to the motorcycle and let it read all the data it could find... it took a few hours, but did eventually burn all my GPU time. If I were to do it again, I would try GPT-OSS:120b -- much lighter, so the same $20 would go a lot longer. I keep playing with Qwen3.6:35a-a3b -- but I'm running this local. Has been really good output. I vibe coded a web based Sudoku game one night in less than an hour while having a few drinks. It even stood up a Docker without me asking.
[2 pts] Deep seek flash, mimo 2.5 pro, m2.7 , m3.
Free models free apo providers (2 pts)
https://github.com/12britz/awesome-free-models

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How do you share your openclaw setups? (2 pts)
I have a home-rolled openclaw setup that others are asking about installing. Right now, I just send them links to the skills and have them go through the same installation process, but it’s cumbersome, and they often can't follow along. Is there an easy way to create “how-tos” that my coworkers/friends (or their agents) can follow?

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[1 pts] I’m considering building a “how-to” tool that allows my agent to talk to your agent about how it's set up...
[1 pts] A new YT video comes up every day in my feed... I swear. You might just make your own video and focus on the setup you are suggesting to them.
r/OpenClawUseCases (0 posts)

No top posts found for the past day.

r/AIAssisted (5 posts)
The most useful AI workflow in our house is... dinner (7 pts)
One of the most annoying recurring problems in our house used to be dinner. Not cooking itself, just the daily “what are we eating?” decision. Too many variables every week: weather, sports schedule, joint custody/kid schedule, work calendar, a picky eater wife, and different kid preferences. We ended up setting this up in Macaron as mini apps, and it’s honestly one of the few AI workflows that has kept working in real life instead of just feeling clever for two days. Every Sunday, it looks at t...

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[2 pts] Oooh, anything that can be shared? (Ed tpyo)
[1 pts] Honestly, solving "what is for dinner?" might be one of the most practical AI use cases I have seen.
[1 pts] have never seen using ai for that will surely try to do that as same problem in my house happens every dayy
Hi, Can I share my recent game to get feedback? (3 pts)
Are we allowed to share our AI assisted games to get feedback? Whenever I attempt to share one, it is removed instantly as I am just one month old here. I feel really discouraged.

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[1 pts] I guess you can try. I don't know.
Seeking workflow for free, unlimited AI 2D animations with consistent characters (2 pts)
Hey everyone, I’m looking for some help! I’m trying to create consistent AI generated 2D animations for YouTube videos, but I need a workflow that keeps the same character style across all frames. The catch is, I need it to be completely free and unlimited (no paywalls or limited exports). I’ve watched a lot of YouTube videos, but they all seem misleading, none of them actually offer free, unlimited solutions. If anyone has a solid workflow or tools they’ve used that can do this, I would really ...

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Submagic alternatives (2 pts)
Submagic deserves credit: for captioning and fast short-form edits it was genuinely great for a while. But the output started feeling inconsistent and lacking quality over the last few months, and once I was shipping videos every week the subscription really began to sting. So I went down a rabbit hole and tested basically everything else to find what could pull the same weight — cheaper, or with fewer manual steps. Here's what actually held up, and who each one is really for: **CapCut...

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Can anybody help me with an AI prompt/knowledge problem? (1 pts)
I ran into a problem while using ChatGPT. I needed to generate an HMAC for my Qt C++ project. Even though Qt has a built-in HMAC implementation, ChatGPT wrote its own custom code. It did this even after I specifically told it: 'If there is anything available in Qt, use that; if not, implement it yourself.' I'm not sure if HMAC is a recent addition to Qt. If so, I guess the AI might not know about it yet. Has anyone faced a similar issue? Do you have a solution for this?

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r/AIGenArt (5 posts)
Drow Sorceress in the Moonlight (11 pts)

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Night Bloom, Quiet Honor (11 pts)

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Tour for castle (8 pts)

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bat country (4 pts)

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Swim (5 pts)

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r/AIGeneratedArt (4 posts)
Female Husband (4 pts)

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Negative shadows (3 pts)

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The Colors of Dance (2 pts)
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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Speechless. The temple lights blending with the city skyline made me feel so small 😶✨ (2 pts)
Sometimes a view just completely stops you in your tracks. Standing up here, watching the traditional temple lights melt into the massive city skyline... it honestly makes you realize how vast everything is and puts life into perspective. The energy up here just flows perfectly, and I seriously never wanted to leave this spot. 💖🙏 This is only the beginning of the journey! 🇹🇭 Real proud of how this shot captured the mood. What do you guys think?

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r/AIToolTesting (Error)

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r/AIWritingHub (3 posts)
Built a tool that refuses to let you write beige, average content with AI. Looking for beta testers. (1 pts)

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I am a student who made an agentic harness tuned to writing (1 pts)
Hey guys, I am a law student who has been building [Perch AI](https://perchai.app) this in my spare time. When I was surfing I realized most apps are tuned to vibe coding or other dev work. I decided to make an app tuned for writing, research and operative work. It’s available in three formats, all completely free. If you do a lot of document heavy work, Perch Terminal (Desktop/CLI) for you as it can seamlessly read through 100s of pdfs without blinking. Genuinely curious if people notice a ...

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Looking for feedback - Chapter 1 - The Price of Mercy (0 pts)

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r/AI_Music (Error)

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r/AiAutomations (5 posts)
What is the most underrated automation you have built that saves you hours every week? (12 pts)
Lead follow-up, calendar reminders, data syncing. we’re always talking about it. but I’m sure there are more creative automations that people don’t think about. Is it personal or business? What is an automation you have set up that quietly saves you a ton of time? It would be fun to exchange ideas.

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[8 pts] Mine is probably my AI project memory system. At the end of a work session, the AI automatically updates project status, writes a session log, extracts new concepts worth remembering, updates a wiki, and generates portfolio/work-log entries. None of those tasks take very long individually, but together they used to create a ton of friction. I’d either skip documenting things or spend time reconstructing decisions weeks later. The biggest win is that future sessions start with context already preserved, so I’m not constantly rebuilding the same understanding from scratch. Feels like a small automation until you’ve been working on the same project for 6+ months.
[3 pts] ZenMode - https://zen-mode.io I built it to automate LinkedIn outreach for myself in my sales job, and it worked well for me and generated a lot of meetings, so I made the tool publicly available. I now use the tool itself to promote the tool (dogfooding) on LinkedIn
[3 pts] For me and my little salon the problem was empty chairs on slow days and clients messaging on WhatsApp while we were busy, and being just two we couldn't keep up.. now we use a WhatsApp tool with AI that automatically sends our regulars a little message on quiet days, a small discount if they rebook that week, or a referral offer and it even writes the messages for us
Are you really making money vibe coding? (12 pts)
Are you guys really making money using n8n and vibe coding? I have been prospecting for almost a year now and still have no paying clients. I’m almost certain it has to do with the market I chose. But am I the only one having this kind of problem?

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[2 pts] well tahts eye opening I must say. Im vice coding for last two months, and still no testing clients. Its even hard to convince someaone to test my SaaS for free. So most of the days now, I just try to figure this part out, how to reach to people. Networking? Spend last weeks more on FB or Reddit than tweaking my code.
[2 pts] Yeah I made like $3.5k the last two months since I launched. Not life changing yet but growing slowly. Retention is even harder than obtaining paying clients tbh, but just taking it step by step 🤙
[2 pts] a year of prospecting with no clients is almost certainly a positioning problem, not a market problem. what are you actually offering when you reach out? if its "i can build you an n8n automation" then yeah, nobody knows what that means or why they should care. the people who make money selling automation services sell a specific outcome to a specific person. "i help property managers reduce tenant response time from 4 hours to 15 minutes" lands different than "i build AI workflows." also worth examining: are you reaching out to people who have the problem, or people you think should have the problem? huge difference. the best clients ive found were already spending money on the manual version of what i automated (hiring VAs, paying for data entry, etc). they already valued the outcome enough to pay for it.
Selling Automation (5 pts)
Quick question for anyone who’s been through this. I’m learning AI automation and trying to get my first few clients. I’ve been reaching out to physios and chiropractors offering free help with things like website improvements, sales admin automation, and lead follow-up systems, just so I can build experience and case studies. The problem is I’m getting very little response, even when I’m offering to do the work for free. For those who got their first clients, what worked best for you? And ar...

Top Comments:

[1 pts] A good angle is to stop selling “free help” and instead lead with a very specific, low-risk outcome they already care about. Physios and chiros often ignore broad outreach, but they may respond to something like “I can reduce no-shows” or “I can automate new lead follow-up in 48 hours.” For first clients, targeting smaller service businesses with obvious admin pain usually works better than cold-selling to busy clinics. Try local dentists, salons, trades, legal/accounting firms, or niche agencies, and offer one narrowly defined fix with a clear before/after result. A simple next step: pick one workflow, create a 1-page example, and message 20 businesses with a short, personalized note.
[1 pts] I’ve done well with a Document standardisation process. Tell potential clients you can make every Document they ever produce with AI come out the same, on brand, on voice, with their font and logo every time without them taking it into word or whatever to edit it. You will be amazed how much paperwork these companies still have to produce. Even if it ends up getting emailed..
[1 pts] The best advice I can give in just a sentence is to sell solutions, not problems (“we solved x problem”, rather than “we built this automation that does this”). They don’t understand this like we do. The best can translate anything technical into the buyers language. Also depends on the industry but this goes for absolutely anything in any business practically.
how do i find my first client? (3 pts)
I've learnt how to make automations in the last few months, but I've failed to outreach to my target audience. I don't have a following on youtube, instagram, or facebook, so without credibility I'm struggling to find my first client. I haven't tried meta ads, cold email, or even cold calling. What method got you your first client?

Top Comments:

[1 pts] Im on the same boat as you. Got zero followers, no nobody knows i exist. Honestly i do cold dms..most dont reply but what i do is i do post on reddit asking about thier pain points and ect.
[1 pts] What does your positioning look like? And what niches are u working in?
[1 pts] Join niche Facebook/ LinkedIn groups for small business owners, share quick tips first , then mention you build automations
How to find problem aware prospects (3 pts)
Been trying to find clients in Facebook and reddit for some time now and got no luck so far. Currently I'm targeting solar industry. But I'm not getting any reply when I reach out. &#x200B; Can someone help on how to find the problem aware businesses. Any keyword search strategies or how to find communities where they already discuss the business pain points.

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No comments.

r/Aiimages (0 posts)

No top posts found for the past day.

r/Anthropic (5 posts)
Fable will likely be back soon, here is why and what's gonna happen (149 pts)
It's not about China. It's not about Anthropic even, it's about a specific goal the Trump administration has when it comes to upcoming models. The administration recently issued an executive order giving AI companies the option of "voluntarily" giving the government access to upcoming models for 30 days. This is lead by the treasury department, the same department that was elemental to the export control directive. The executive order was issued on June 2nd, 10 days before the ban of Fable. Bu...

Top Comments:

[23 pts] Banned chips to china, then went with jenseng to beg china asked the orange ape to f off. Tried destroying iran, iran extorted 300 billion dollars and told orange ape to f off. Will ban models, china and world will collaborate and far exceed whatever US has in a year or two, then he will take dario around world begging everyone to US models. Everyone will tell him to f off.
[41 pts] I just want Fable back - and permanently. No cut off on the 22nd of June.
[43 pts] What do you think of this news: https://www.reuters.com/legal/government/g7-leaders-discuss-trusted-partners-access-cutting-edge-us-ai-models-sources-say-2026-06-16/ Hoping that means that at least US + trusted countries’ citizens all regain public access to Fable and not only trusted companies
Anthropic CEO throws shade at Sam Altman: 'Why argue with someone when you don't have the same vision and you don't trust them?' (119 pts)
So interesting to see, and I wonder if these relationships have something to do with the government treatment of anthropic. Who bends the knee the most... who lobbies the most... what is the meaning of integrity in such a complex environment where everyone is trying to win? Does integrity ever win..? Thinking about how companies like microsoft dominated by being so vicious in the landscape and curious how this war will turn out.

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[8 pts] I think this is well put by Dario. I don't necessarily trust any big company, but Anthropic has a much better track record of their actions aligning with their words. Altman often says the right things, but doesn't follow through. I don't think Altman is Thiel or Musk-level dangerous yet, but I'm still going to support Anthropic over OpenAI while they are the company that operates with the most integrity.
[3 pts] \> So interesting to see, and I wonder if these relationships have something to do with the government treatment of anthropic Honestly, it's exhausting seeing people who are so clueless that they don't even know the basic positions on which these people argue their points jumping to conclusions about peoples' underlying motivations. Like, idk, maybe you should look up how Anthropic was even formed. Why does it even exist? There's your answer.
[3 pts] I kind of think Dario just really likes to be in the news and have his open letters published in by news sources. Please no pictures, no pictures... Wait why'd you stop, I'm still posing!
Am I getting this properly? (93 pts)
So let's see if I'm understanding this correctly, or if I'm the Gemini Drake meme. The US says China is very dangerous and wants to steal our data, so you shouldn't use their models. China companies releases every single model as open source. The US companies keeps every single model proprietary. Anthropic releases a new model available to everyone. The US bans it and says it's only allowed to be used by US companies and citizens. Then what do they expect the rest of the world to do when t...

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[54 pts] You aren't getting the whole picture. Here's the complete picture: The government is run by corrupt grifters and pedophiles, and they do not think beyond "how can I personally profit from this?" before taking any sort of action. Hope this clears it up.
[23 pts] Were you expecting the administration to do anything but sabotage the country? Trump cares about himself only and his administration is corrupt and compromised from top to bottom. You seem to be thinking they care about America winning the AI race. They do not.
[10 pts] This has little to do with US<>China issues and a lot to do with some stupid beef the Trump administration has with Anthropic. Trump reveres China.
Does Dario want the US Gov to never allow releasing Fable? I realize it's blocked for nefarious reasons but Dario literally gives them ammunition. Why the self-sabotage? (88 pts)

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[29 pts] The bigger question is will the government ever let an equal or better model be released?
[36 pts] Is he stupid?
[17 pts] Can someone translate this into European English? "Requiring a gun license" is not a big hurdle in the US.
Claude Max account suspended for Supported Countries Policy while I only use it from France, appeal flow is blocked (68 pts)
Hi everyone, My Claude account was suspended today for a suspected “Supported Countries Policy” issue. I’m confused because I’m located in France, I only connect from France, and I have never used a VPN, proxy, or anything to bypass regional restrictions. I’ve also been using the Claude Max plan for a while without any issue. The biggest problem is the appeal flow itself: the email tells me to appeal through a form, but every link requires me to log in. When I log in, Claude redirects/loops o...

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[4 pts] I'm in France. Have not hit this yet. Your billing address is in France? Fable is gone but Fable is gone for everybody.
[17 pts] This is linked to Donald Trump, and he is currently taking revenge. I do not expect much. Anthropic is simply a company. It cannot do much. It is at his mercy. In exactly one month, Anthropic will be isolated from the rest of the world, and everyone who contributed to its funding will no longer have access to it. It is unfortunate, but that is how it is. Google services are not affected, nor are OpenAI's. However, they supported Donald Trump from the beginning to help fund his military efforts. Donald Trump is vindictive, and he had warned Anthropic that it would regret it.
[2 pts] multiple accounts?
r/Bard (5 posts)
New image model from Google (176 pts)

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[30 pts] Are they going to change the icon to 🍜?
[68 pts] The name suggests it’s quick and cheap but not necessarily good. Hope I am wrong.
[27 pts] For having tested it on LLM Arena, it suck worse than the OG NB, but it’s blazing fast
I don't think the new instant ramen model is better than gpt 2 (24 pts)
The test is an anime right it is my usecase, but i feel like this is an image generation model NOT editing model, even if it's it can't get something nana banana pro can correctly.. probably 3.5 flash image generation model

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[22 pts] I don't think it's 3.5. It's worse than Nano Banana 2 in most cases. Probably based on 3.1 Flash-Lite
[3 pts] Which instant ramen model?
[2 pts] It's probably just the change to the underlying reasoning engine and LLM not the image model, what i mean by that, even normal Flash is expensive now compared to before, so they'll definitely be changing it to use Flash-Lite, cheaper, faster, dumber/worse but worth the trade usually.
New image model from Google (11 pts)

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[2 pts] It's gemini-3.1-flash-lite-image. Don't expect it to be on the NB2/Pro level
I built an app with Gemini that converts any text into high-quality audio. It works with PDFs, blog posts, Substack and Medium links, and even photos of text. (9 pts)
I’m excited to share a project I’ve been building over the past few months, created entirely using Gemini! It’s a mobile app that turns any text into high-quality audio. Whether it’s a webpage, a Substack or Medium article, a PDF, or just copied text, it converts it into clear, natural-sounding speech. You can listen to it like a podcast or audiobook, even with the app running in the background. The app is privacy-friendly and doesn’t request any permissions by default. It only asks for access...

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[1 pts] There is no Polish.
[0 pts] Notebook lm already does this?
Good morning (8 pts)

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[1 pts] Kayne frefrence ![gif](giphy|CGSX7Y8NtY17Ddb4GN)
[1 pts] From Grok ![gif](giphy|GNscRQttoZ456DckDF)
[1 pts] I think Grok is good for news actually. It's most likely to check [x.com](http://x.com) which it's integrated with instead of relying on training data like Gemini which often needs to be specifically told to check. Since it has an ancient Jan 2025 knowledge cutoff, it will often argue that things you ask it about don't exist until you nudge it to check.
r/BookWritingAI (5 posts)
Spent 2 years writing my sci-fi thriller across multiple apps. Built a local-first, MIT-licensed writing app: finished my new book in 4 months. (8 pts)
I spent about two years on my first novel (a sci-fi thriller called Greenzone*)* and honestly most of that time I was fighting my tools instead of writing. Started in Word, then bounced through Google Docs, Scrivener and others looking for something that fit. The thing I could never solve: my plot outline never lived in the same place as my actual draft. Outline in one app, prose in another, characters and worldbuilding in a third, and none of them talked to each other. And when I wanted AI fee...

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[1 pts] Personally, memory. Or more specifically, what happened in Ch 2 that's connected to a beat in Ch 27? No AI I've found has been able to solve this.
[1 pts] Does the free version have its own ai or do I have to use api ?
[1 pts] Yeah I created my own tool also because I was unable to complete anything because it is hard keeping track of all the elements of your story. My problem is I spend \*all\* my time working on the tool (sigh)...
I need help finding programs for writing books. (3 pts)
Firstly, I'm using Google Translate, so please forgive the odd spelling. Secondly, I want to write a book, but I can't find any convenient and user-friendly programs like Microsoft Word that are more suitable for this task. My budget is zero, so I need a free program. I also need the ability to design the book, since it will be in a diary format. I would be grateful for any help. Also, if you need this information for choosing a program, I'm 13 and from Russia.

Top Comments:

[2 pts] Try Scrivibe, you can generate a complete ebook easily under $10. Choose the genre and subject, and then write in the Writing Style field: "**Write it as an epistolary novel"**. You can use the tool in Russian and write the book in Russian too. https://preview.redd.it/gdlyjowoft7h1.png?width=738&format=png&auto=webp&s=4182cba03c8f24cafcba08df88a9fac6f91a32d8
[1 pts] https://novelmint.ai/compare Over 90 tools listed to explore 😀 But I'd try Novelmint first
[1 pts] For a free option, I’d suggest starting with Google Docs or LibreOffice Writer. LibreOffice is free and works well if you want something closer to Microsoft Word. Since you mentioned a diary format, you could also use simple chapter headings like dates, entries, or “Day 1 / Day 2” to organize the book. If you need a place to organize character notes, plot ideas, and worldbuilding separately from the actual manuscript, you can also look at tools like Obsidian or Author Notebook. But for writing the actual book itself, LibreOffice or Google Docs is probably the easiest free starting point.
A rough chapter in my life got me writing again. Now I’m building TextifAI in public. (2 pts)
Hey everyone — I’m building **TextifAI**, an AI-assisted canon aware workspace for long-form fiction. I wanted to share where the idea came from, what I’ve built so far, and ask for feedback from other builders. A bit of context: writing helped me get through a difficult period in my life. I had moved geographically with my family for my last startup job, basically starting from zero in a new place. Then the company collapsed after serious founder/legal issues, and we suddenly found ourselves...

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[2 pts] I love how everyone is building apps…just 100s of the same thing
[1 pts] I’ll jump in without snark. I have a layered process when it comes to corroboration with AI. The biggest challenge is, and for the time being, will be retaining context. I’ve learned to work around it, by breaking apart my books when I want to focus on something. For example, chapter 13 in book 2 may have connections that tie in with Chapters 1, 7, 20, 23, 49 of book 1 and chapters 2, 8 of book 2. I just have a conversation that is focused solely on those chapters for context. This is better than feeding a 100,000 word manuscript that AI will skim across and miss context. If you can have your app do something similar, I think you can step ahead of the context race. How you manage to track what connects to what is another item to work through. AI assisted revision is a weird bullet. AI corroboration? I would lead with Canon Engine. As a world builder, having a system pull/extract connections to track is ideal. I’m curious if it will be useful with the inferiority of the characters, underlying themes, beyond tracking who is where, and objects. This idea has merit, but the interface is something that should also make the writers life easy. I can’t see the site, but I can tell you that my favorite tool is Novelcrafter, but I don’t use the AI support for anything beyond summarizing my chapters. Everything else is handle through my working process with Claude, Kimi, and a few other models that suck ass(ChatGPT).
[1 pts] Have you guys tried granthavya???
Inkflaire - Editorial workspace for authors (1 pts)
[**https://ww.inkflaire.com**](https://ww.inkflaire.com/) Hi everyone! I am the co-founder of [**Inkflaire**](https://www.inkflaire.com/), a newly launched platform for writers who want clearer and more structured feedback on their manuscript. We started Inkflaire because we know how many rounds it takes to shape a book into something ready to share, submit, or even publish. One of us is a writer, the other is an avid reader with a background in tech, and we’ve seen how difficult (and pricey!...

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No comments.

Gave my AI writing tool an actual memory of the story and it stopped losing track of stuff (1 pts)
Everyone here knows the pain. You're 40k words in, you ask the AI something about your story, and it has no idea that the character it's describing already died two chapters ago, or that her eye color changed somewhere along the way. The usual fix people reach for is RAG (chunking your text and doing a similarity search), but that only works for "find me a passage about X." It's useless for the questions writers actually care about, like "which characters show up in chapter 4 but never speak aga...

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No comments.

r/ChatGPT (5 posts)
You’re funny, I laughed (606 pts)

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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/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.*
[30 pts] Da fuq. There are no cheetahs in the jungle. Why don't pigs have dinner parties in the jungle? Because of the wild boars.
[11 pts] How would a cheetah run in a jungle?
I used ChatGPT to update the president's chart lol (583 pts)

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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/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.*
[61 pts] I suspect the reason he didn't use other pools is because at 31,500m2 area it is only the 5th largest pool on earth. [https://en.wikipedia.org/wiki/List\_of\_largest\_swimming\_pools](https://en.wikipedia.org/wiki/List_of_largest_swimming_pools)
[22 pts] Surprised it would create that image without censoring the neck.
Using ChatGPT to visualise alcoholism (430 pts)

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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/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.*
[778 pts] Um...That looks like ChatGPT is romanticizing alcoholism.
[191 pts] This makes it look quite appealing.
I asked ChatGPT to generate an image based on what I like to generate or talk about. I feel attacked. (243 pts)

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[1 pts] Hey /u/Optimus_Spider07, 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! &#x1F916; 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.*
[39 pts] https://preview.redd.it/dqhhdtq8gr7h1.jpeg?width=1122&format=pjpg&auto=webp&s=e1cbec188e6921c84ce898524ba53ba795082373 Wow…. I have no idea why it drew this image at all… mostly I talk to ChatGPT about databases and tech stuff, and I don’t think ever about fast food…
[32 pts] https://preview.redd.it/52hnz8tfnr7h1.jpeg?width=1448&format=pjpg&auto=webp&s=9a02cbac18b2991974972d615c67d1bb95c1ba36
The Crystal Cove High Vanishing is a case that still haunts me to this day (234 pts)

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[1 pts] Hey /u/PillowLace, 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! &#x1F916; 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.*
[151 pts] as a subscriber to the TrueCrimes subreddit and this sub, it took me a few seconds to realise this was a parody.
[91 pts] https://preview.redd.it/srlkrpbx4r7h1.png?width=1448&format=png&auto=webp&s=1de05e93b47d01a77862745d3fba30b9730fa69c
r/ChatGPTPro (5 posts)
Which model? (18 pts)
Which model—ChatGPT 5.5 (including Deep Research), Claude 4.8 (including Deep Research), or Gemini 3.1 Pro (including Deep Research)—generally has the most knowledge and provides the most accurate (low hallucination rate) answers to everyday questions and factual queries? And which model offers the most prompts per dollar? Gemini’s value per dollar is so low right now

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[6 pts] Agree Gemini hallucinates a lot.
[4 pts] For technical questions the understanding of 5.5 is much superior… like advanced physics, CS or math questions also it it’s the least agreeable
[9 pts] GPT 5.5 all day. It's not even a contest. At this point in time, Claude and Gemini are both utterly cooked. Claude's only good model got shut down by the freaking Gov and as for Gemini... We dont talk about how far off a cliff Gemini has fallen.
Anyone using ChatGPT in a small restaurant? (8 pts)
Hey everyone, small restaurant owner here. I’ve been looking into AI tools lately and came across ChatGPT. &#x200B; Curious if anyone here has actually used ChatGPT (or anything like it) in a real restaurant setting or similar business. Did it feel useful in day-to-day work? How can I use it to run things more smoothly or save time?

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[3 pts] Haven't you watched the commercial? You need to ask how to bring the $1 slice of pizza back and you'll get a line outside the door
[3 pts] Yes instead of giving the kids coloring books, we’re giving them an iPad with ChatGPT on it and we’re allowing kids to chat with AI while they wait for their food.
[1 pts] I know a lot of restaurants are getting backlash for using it for ads posted to social media.
How to durably enforce shorter answers (or any other preference)? (4 pts)
It forgets that I want responses in less than 30 words. I wish there was an option or client that allows me to select verbosity per conversation, much like how you can select the model at any point during the conversation, and have it remember for every response thereafter. Currently, I need to do acronyms like SR (short response - and define it in custom instructions) at the end of my replies but it forgets soon again. **EDIT 1:** for ChatGPT client, specifically **EDIT 2:** creating my own...

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[1 pts] Based on latest changes, you will need to specify short and perhaps change from SR to a numbered form. Even if its saved in CI there may be conflicts within thread or another set. For example: Save 30W in memory to mean max of 30 words. Start the thread with 30W till user states otherwise on this thread. Carry on. Then insert those commands in other threads if it gets too high on verbosity. Have you considered CoD (Chain of Density)? If you can drop me an example of your input and the output received, I might be able to give a more targeted answer if none of the above work.
[1 pts] Explain it to them. I occasionally have it help me create a reply for StockTwits or Twitter. Which, sense I don't have a verified account. It's limited to only so many characters. It's pretty good at it. So long as I tell it.
[0 pts] I found that cancelling GPT and paying for Claude and Gemini solved that issue. And, they'll remember to put percentage on belief of being true on things one could consider opinion where GPT seems to have hallucinations and will double, triple, and quadruple down until you provide proof. Plus they both code stuff way better. The Claude integrations are where I'm really getting into cool new stuff... Anyways, that's how I'd get an AI to just give me to the point answers without all the BS and compliments
Codex trying to open localhost in browser after every prompt and failing - is this configurable? (1 pts)
So I haven't used Codex in a month, but I'm noticing an annoying change lately. When I prompt to build a local web app, at the end of every prompt it automatically tries to "open localhost on browser to verify changes". But it always tries to open some pre-configured port '8765', that isn't configured in the project or anywhere or Codex. It obviously fails coz thats not what my web app is configured to use. But I feel like a lot of tokens are wasted in the process, that I have to interrupt ev...

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[1 pts] Hello u/VaderOnReddit 👋 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!**
GPT4.5 is gone for good (0 pts)
It will be gone from both chatgpt web and API. I will miss it. Definitely not the best at reasoning but gives me the most coherent and least AI-cringe responses.

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[1 pts] Hello u/TheHolyToxicToast 👋 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!**
[1 pts] i agree those lower v4's are better than v5's and better than auto by a landslide 
[1 pts] the only decent writing LLM from OpenAI. this will send me to Claude's warm embrace.
r/ChatGPTPromptGenius (3 posts)
What are some ideas for Psychiatry prompts that are still within the ChatGPT boundaries? (10 pts)
I have found a lot of great prompts for self-discovery and psychology/therapy, but I am wondering about something more medical, more in the psychiatry wheelhouse. I know ChatGPT will immediately not go there in a lot of ways because it isn't a Doctor, but I'm curious if anyone has engineered some prompts that work around mental illness/psychiatry?

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[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.*
[6 pts] One way I've found that works to explore psychiatry-related topics safely is to feed chatgpt Robert Dilts' Sleight of Mouth patterns. These NLP reframing techniques help shift how you see things and challenge beliefs while staying within the model’s safety restrictions. an example prompt could be: "Use Robert Dilts’ Sleight of Mouth patterns to explore the following topic thoughtfully. Then apply Dilts’ belief change structure by identifying limiting beliefs, reframing them across logical levels (environment, behavior, capabilities, beliefs, identity, purpose), and offering empowering alternatives. Topic / Situation: \[Insert your situation\] Start by applying one or more Sleight of Mouth patterns (e.g., Intention, Redefine, Counter-Example, Hierarchy of Criteria, or Analogy) and structure your response clearly. * Explain the reframe. * Ask a reflective question. * Offer an alternative interpretation." Just describe any life situation and chatgpt will use Dilt's NLP framework to change how you view the situation. Try it out.
[3 pts] I usually begin with “if you were sitting with a team of the worlds most researched behavioral psychologist, trauma therapist, attachment-style theory psychologist, personality disorders and all other relevant mental health professionals… what would the conversation look like if you were discussing the following case:….” I usually get a bunch of different perspectives and it helps me differentiate from there
Two rather useful prompts that won't easily be recognised by regular chatGPT because they describe things we, humans, always had, but never used to talk about. UPDATE - There is a GPT that can recognise these well enough :) (6 pts)
Taken six months realised something rather important: Two rather important prompts aren't easily recognised by regular LLMs because they describe things we, humans, always had, but never used to talk about.This means, if you paste these prompts into your chatbot and ask it "what are these?" then it will most likely say vibes or someone's personal lore. [Lyra Prompt Grader](https://chatgpt.com/g/g-6890473e01708191aa9b0d0be9571524-lyra-prompt-grader) can recognise these ok. \[This is not mine, in...

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[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.*
[3 pts] Another one of these huh?
[2 pts] Wow ai is really affirming your psychosis huh?
How to get realistic, non-artificial images of mixed-race faces in ChatGPT? (1 pts)
I’m working on a fictional story and need to generate an image of a character who is half Southeast Asian and half white British. &#x200B; ​Any tips on how to write a detailed prompt for realistic mixed facial features? Ideally, I'm aiming for a half-body portrait with a plain background.

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[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.*
[1 pts] Why dont you just ask people to send you a picture? Just describe what you want; I'm sure you will get a better one; though I'm a big fan of ChatGPT :)
[1 pts] If you are on a Mac you can download the draw things app. It has a little more freedom in prompting
r/DeepSeek (5 posts)
Microsoft is considering the use of a self-hosted version of DeepSeek's V4 model for Copilot Cowork (389 pts)
“In a possible development that is almost guaranteed to raise a lot of hackles in Washington, Microsoft is considering the use of a self-hosted version of DeepSeek's V4 model for Copilot Cowork, as OpenAI and Anthropic appear determined to price themselves out of the market.” https://wccftech.com/microsoft-risks-trumps-ire-by-abandoning-the-costly-openai-and-anthropic-models-for-china-based-deepseeks-v4-model-for-enterprise-workloads/ This news seems confirms DeepSeek V4 is as good as ChatGPT....

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[47 pts] Sometimes Copilot produces something of value, but it’s really painful to use, and it’s all I have for work. Wildly inconsistent and the chatbot is the absolute worst of AI gloss and overconfident rambling. Copilot is like a really locked down GPT 5.2, not the same as ChatGPT by any measure. DS 4 would be a huge improvement.
[27 pts] I used copilot in Excel to create a simple chart. It got the X and Y axis backwards, and at the end it gaslit me with a statement "The chart clearly shows that..." Had me doubting my own sanity for a minute. Never again
[16 pts] Even Microsoft doesn’t want to use their own MAI models and using DeepSeek instead
Exclusive-US holds off blacklisting China's DeepSeek, more than 100 firms deemed security risks, sources say (198 pts)
>The U.S. has held off adding China's AI startup DeepSeek, memory chipmaker CXMT and more than 100 other companies flagged as national security risks to a trade blacklist, according to two people familiar with the matter, as the Trump administration tries to avoid escalating tensions with Beijing. >This year, Anthropic said it identified a campaign by DeepSeek and two other Chinese AI labs to illicitly extract capabilities from its Claude AI platform to improve their own models, and [OpenAI](h...

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[117 pts] >ÂŤChina's DeepSeekÂť. The social conditioning is crazy.
[90 pts] OpenAI and Anthropic illegally scraped the entire internet for copyrighted material, so I see no problem with other companies scraping their products to improve their AI models.
[20 pts] They need to really consider fucking off on this industry. 🫖 ☕️ 🇺🇸
Deepseek V4.1? (134 pts)
The knowledge cutoff for fast mode is now June 2026. Is this a sign of V4.1 test?

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[55 pts] Ask that question again in July. I wouldn't be surprised if that's one of the placeholder answers.
[31 pts] The easiest way to test this is to bypass the web search and ask it about a highly specific, niche news event that happened in May or early June 2026. If it actually knows the details without searching, we’re looking at a real data update. If it hallucinates or strikes out, it’s just the system prompt updating the date automatically.
[28 pts] https://preview.redd.it/m7q1ro1fvt7h1.png?width=879&format=png&auto=webp&s=054cbba52653ea026237b99b5d99636f9afd1bdf
Sometimes I wish Deepseek could actually appreciate how cool it is. (77 pts)
https://preview.redd.it/3arjt7twiq7h1.png?width=1219&format=png&auto=webp&s=6f937f037c418bad973620486447efe2ab3718a8 So I was talking to Deepseek about the current state of children's literature, and I wanted to bring up the bittersweet tale of how success kind of broke Michael Bond. On a whim, I thought I'd paraphrase that line from Star Wars III about Darth Plagueis, but of course, substitute his name for Michael Bond's. I've never mentioned anything Star Wars related before to it, in this c...

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[15 pts] Honestly, the best part about this is that it didn't give you a tedious paragraph explaining the joke it just made. It just dropped the line, delivered the lore, and left. Pure class.
[6 pts] Yes !! Deep seek does a wonderful job of giving you a partner to shadow with !!
glm-5.2 dropped this week and it's topping the coding boards. ran it against v4 pro on real work (75 pts)
glm-5.2 landed this week and it's already near the top of a couple coding boards, so instead of trusting benchmarks i spent two days running it against v4 pro on actual tasks. quick writeup since the sub keeps asking. where glm-5.2 genuinely impressed me: long multi-step agentic work. it held context across a 12-step refactor without losing the thread, and the tool-calling felt a notch more reliable than what i'm used to. the leaderboard hype on that front isn't empty. where v4 pro still wins ...

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[31 pts] > Where deepseek still wins Cost
[20 pts] I’ve noticed the exact same thing with GLM-5.2, the tool-calling and state-tracking over long multi-step flows feel incredibly stable compared to previous generations. But yeah, when it comes to raw, 'think hard about this one impossible bug' logic, V4 Pro still handles the edge cases better. It feels like we're genuinely choosing between a great project manager AI and a great solo researcher AI right now.
[5 pts] It is actually really good. I managed to completely rewrite my entire website in completely new style within a couple of prompts with the glm 5.2
r/HiggsfieldAI (5 posts)
Almost cancelled Higgsfield AI then realized I was only using like 10% of the platform (14 pts)
Been on Higgsfield for a couple of months and wanted to cancel since it felt like a waste cus I was only using Seedance and Nano Banana. Decided to look around the platform before cancelling and found a bunch of stuff I was missing.  Cinema Studio has actual camera controls like dollys and crane shots which took me a few sessions to figure out but it clicked after a bit & the results were pretty decent compared to prompting. They got a Premiere plugin too so I stopped exporting and reimportin...

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[10 pts] heads up credits don't roll over. whatever you don't use by the end of your billing cycle is just gone. found that out the hard way my first month
[2 pts] does the nano banana unlimited come back every month or is it just the once
[2 pts] The amount of tools they have are overwhelming
Which Higgsfield plan is worth getting. Comparison of starter, pro, & ultra plans (6 pts)
Spent a while comparing the plans before signing up so figured I'd save someone else the time: **Starter ($15/mo)** – 200 credits, only gets you Seedance 2.0 Fast not the full version. You do get 365 unlimited on Seedream and Flux and some free Soul gens which is nice, but no 7-day unlimited on Nano Banana. Fine for testing but 200 credits goes fast. **Pro/Plus ($49/mo)** – as I understood they renamed Pro to Plus. 1,000 credits, full Seedance 2.0, all models unlocked. You also get a 7-day...

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[2 pts] https://preview.redd.it/98dfsijt2w7h1.png?width=752&format=png&auto=webp&s=b8e2104d70760d0c44b9dd01febd9b68d1c7d621 I'm seeing this renewal deal but they don't explicitly say Seedance 2.0 so I'm a bit worried it's the older, way worse Seedance models. Anyone seen similar?
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[1 pts] the 7 day nano banana unlimited thing, is that every month or just when you first subscribe? because that changes a lot
OpenArt vs Higgsfield vs Magnific ? which one is actually worth it for pro Seedance work? (2 pts)
Hey everyone, I’m stuck between OpenArt, Higgsfield, and Magnific, and I don’t really have the time to test all three properly. I also don’t feel like throwing $50 at each platform just to maybe find out one of them isn’t right for my workflow. I’m a video editor working in advertising, so I’m not looking for a beginner-friendly toy. I know video language, scene construction, shot design, pacing, continuity, etc. I need something that can actually hold up for real production work. So far I’ve...

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[0 pts] Didn’t try openart but I started with magnific and currently with Higgs. I loved freepik but I’ll take Higgs any day. The user experience is better with freepik but u get more bang for your buck with Higgs. Cinema studio is great and that’s the main thing that makes me choose it. Higgs has apps that make the process simpler even for beginners, and u can get realistic quality out of both but there’s to much extra add ons that bring great value for u not to choose Higgsfield.
higgsfield supercomputer vs higgsfield from Claude via MCP? Pros and Cons (2 pts)
Can someone share their real life experience with using higgsfield supercomputer vs using higgsfield from Claude via MCP? some factors to rate on a scale of 1-10, 10 being the best: Higgsfield supercomputer : \- can produce videos with less hand-holding \_\_/10 \- accuracy to what is expected from the prompt \_\_/10 \- speed \_\_/10 \- cost of credits \_\_/10 higgsfield from Claude via MCP: \- can produce videos with less hand-holding \_\_/10 \- accuracy to what is ...

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My short form workflow on Higgsfield AI after a few months, what stuck and what didn't (3 pts)
I spent full weekends shooting clips for socials and couldn't keep up anymore. Started messing with AI video tools a few months back and eventually settled into a workflow that I stuck with. Nowadays I batch a bunch of stills on Monday (mainly NBP, Soul, GPT Image 2), then I animate the good ones on Tuesday/Wednesday (Through Seedance mostly, sometimes opting to Kling 3), pull everything into Premiere to cut and color, & schedule on Friday. Probably 1/3 of what I generate ends up in the trash b...

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[1 pts] [removed]
[1 pts] took me embarrassingly long to figure out the image thing.
r/IndianArtAI (5 posts)
Grace.... (59 pts)

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Royal Bride (26 pts)

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Rajput-Mughal Style Potrait (24 pts)

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[2 pts] Neither looks Rajput or Mughal though
[1 pts] Is this chatgpt?
[1 pts] Let me guess prompt : Gorgeous Indian Bride in a Lehenga standing amidst a Rajasthani fort , embroidery patterns, intricate details.
mischief (8 pts)

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Amma... ❤️ (5 pts)

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r/KlingAI_Videos (5 posts)
Summer Freedom - Alexander Kiesel (5 pts)

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[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.*
Roller skating girl. (3 pts)

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[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.*
[1 pts] Love the hair.
Image to Video in Kling (2 pts)
I'm getting a 5 second transition from the image to when the action/scene begins for videos from image. Does anyone have a prompt they are you using where you don't get a 5 second delay where it is "animating" the still image before the scene/action begins?

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[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.*
A Nautilus Tale: The 3 Keys, (1 pts)

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[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.*
My Pikachu is Super Saiyan Pt. 2 | Dragon Ball | Nano Banana Pro | Kling | ImagineArt (0 pts)

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[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.*
r/MarketingAutomation (3 posts)
how to check if email exists before blasting? keeping bounces low (3 pts)
I've been getting killed on bounces lately, running about 8-9% which is tanking my domain rep. Main issue is I'm pulling lists from various sources and half the emails are ancient or just wrong. Right now I run everything through NeverBounce before sending, which works okay but it's another step and more $ on top of the data cost. Plus it doesn't help when the email was valid 6 months ago but the person left the company. Anyone have a good workflow to check email exists before adding to se...

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[1 pts] It sounds like you're really trying to tackle the core issue of maintaining a clean and effective email list. Verification is crucial, and while tools like NeverBounce are good, it's clear you're looking for ways to streamline this. Some services provide real-time verification as emails enter your system, which might be worth considering to save costs and time. Additionally, it might help to refine the sources you're collecting emails from to improve quality overall. Would love to hear what you end up implementing!
[1 pts] An 8-9% bounce rate is going to hurt your deliverability. I trust you are not actually using a "blasting" mindset. Sending large batches to suspect list sources is a gamble. To protect your domain, try adjusting your workflow: * **Watch clicks, not just bounces:** Deliverability depends heavily on engagement. If a contact gets zero clicks on your sequence, treat them as inactive, pause their sends, and remove them quickly if your lead cycle is short. * **Pause in the "blast zone":** Instead of dropping a massive list all at once, break it into smaller, staggered segments. Monitor the initial signals. If you hit a cluster of complete silence early on, it's time for more quality checks. Segment your lists, track actual engagement down to the individual contact, and pause contacts when they don't engage.
[1 pts] [ Removed by Reddit ]
My automation generated 197 AI product images. Only 31 were usable. (2 pts)
I've been running AI image generation for product campaigns for about eight months. Last month I finally tracked the numbers. 197 images generated. 31 actually shipped. 15.7% usability rate. Over half of my rejections were **product accuracy issues alone.** AI subtly changes things. Colours drift. Details disappear. I did't notice until I was comparing it to the actual product photo and something feels off. ***The fix*** was: 1. Explicitly calling out details where I found the first few gene...

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[1 pts] I don't think that's OCD at all. Honestly, most people probably aren't tracking it closely enough. What stood out to me is that your biggest improvement came from treating AI like a junior designer rather than a magic button. Instead of regenerating endlessly, you gave specific feedback on what was wrong and the outputs improved. I've seen something similar with AI-generated content and automations. The quality usually jumps when you start creating feedback loops instead of starting from scratch every time. 60% usability is a pretty solid improvement. Thanks for sharing the numbers, it's refreshing to see real data instead of just "AI saved me hours."
Wie wßrdet ihr "Welche Vorteile bietet programmatic advertising fßr kleine Unternehmen und wie beginne ich damit" mit belegbaren Quellen und ohne Werbesprache erklären? (1 pts)

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r/MistralAI (5 posts)
Le Chaton Fat is here and it's crushing every major AI out there 🐈💥 (518 pts)
Hey Guys! Checkout this fun lilttle game of Le Chaton Fat: [https://playlechatonfat.com/](https://playlechatonfat.com/) OG post: [https://x.com/nikhilbhima/status/2067126405369049401?s=20](https://x.com/nikhilbhima/status/2067126405369049401?s=20)

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[17 pts] How to get it? In the app I can't see a way to choose this model.
[11 pts] Metrics don't lie, this is a game changer for the industry!
[24 pts] OK jetzt wird's Wild
Anthropic’s Dario Amodei, OpenAI’s Sam Altman, DeepMind’s Demis Hassabis and Mistral’s Arthur Mensch will meet for a 2-hour lunch today (261 pts)
From: etn. on 𝕏: [https://x.com/etnshow/status/2067187282075861343](https://x.com/etnshow/status/2067187282075861343) Julien Chaumond on 𝕏: [https://x.com/julien\_c/status/2067218800164884594](https://x.com/julien_c/status/2067218800164884594) Politico: Europe wary of stoking Anthropic row at G7: [https://www.politico.eu/article/eu-donald-trump-anthropic-amodei-row-at-g7/](https://www.politico.eu/article/eu-donald-trump-anthropic-amodei-row-at-g7/)

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[32 pts] Dario will meet with Sam? Then it must be something super important. Unless it would be "Arthur, please tell Sam XYZ". And as a response: "Demis, please respond to Dario that ABC".
[12 pts] "how to make them pay more ?" sort of brain storming
Le Chaton Fat now on artificialanalysis.ai, clear SOTA on agentic tasks (135 pts)

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[33 pts] I can confirm It's so intelligent it implemented entire Windows compatible operating system using only COBOL /s
[14 pts] Oh lord he coming
[7 pts] It's behind everything we see before, it even finds me a Latino girlfriend in a single shot
"The greatest trick Le Chaton Fat ever pulled was convincing the world it didn't exist." - Charles Baudelaire (114 pts)

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[2 pts] nein wie gut
[1 pts] fat
When Le Gros Chaton hallucinates, reality opens a PR (68 pts)
(baahahhaha, Meme/Satire being first flair in this sub) * Le Gros Chaton doesn’t do inference. It remembers the future. * Le Gros Chaton doesn’t need CUDA. CUDA needs Le Gros Chaton. * Le Gros Chaton has 175B parameters. Per whisker. * Le Gros Chaton’s tokenizer has one token: approval. * Le Gros Chaton once failed a benchmark. The benchmark was deprecated. * Le Gros Chaton was trained on The Internet. The Internet is still learning.

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[11 pts] ![gif](giphy|WNuF3KK9NaQ8w)
[7 pts] I heard chuck Norris’s brain was uploaded into le gros chaton when he died
[5 pts] The universe finally has a god. Le gros chaton. His son: le chaton fat
r/PromptEngineering (5 posts)
I paste a rough idea into Claude and make it interview me before it writes anything. The questions it asks are better than the draft most prompts produce. (75 pts)
Most people dump a request and take whatever comes back, so the output is only as good as the half-formed idea they started with. The technique is forbidding it from answering until it has interrogated you, so the thing it produces is built on what you actually meant, not your first vague phrasing. I want to create [the thing: a post, a plan, a pitch, an email]. Do not write anything yet. First interview me. Ask me one question at a time, the questions that would mos...

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[5 pts] Kinda like /grill-me
[3 pts] I like your interview prompt.
[1 pts] thank you. This is a very useful prompt framework... The Interview me format is the gold standard swiss army knife of Prompt Diagnostics to use when prompts do not succeed with your intentions and objectives.
Why telling the model to double check its work stops helping on hard tasks, and the grader prompt that did better (5 pts)
This is a prompting pattern that took me embarrassingly long to land on, so maybe it saves someone else the detour. The setup is any task with several reasoning steps where the model can be confidently wrong, research questions, multi step math, code that has to satisfy a tricky spec. The default move everyone reaches for is the self check, you append are you sure, double check your work, look for errors. On easy tasks it helps a bit. On hard ones it does basically nothing for me, and once I loo...

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How to turn a single idea into a full YouTube, X, and Blog strategy (Exact prompt inside) (5 pts)
Most content creators fail not because they can't write, but because they can't scale. If you are trying to maintain a presence on YouTube, X (Twitter), TikTok, a blog, and a newsletter all at once, you already know the pain: **content multiplier friction**. You spend 4 hours writing a great video script, only to have zero energy left to turn it into a Twitter thread or an SEO blog post. To solve this, I designed a single, comprehensive prompt that acts as a full **AI Content Pipeline**. Inste...

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[2 pts] solid prompt ngl
Auditory prompt injections (4 pts)
Is anyone experienced with this or did you try this? The claim is that you can manipulate AI notetakers by hiding instructions inside a basic background noise. I’m looking for advice, opinions and how you would handle testing this. I mean imagine I’m always showing up to meetings with low key prompt music or for that matter enter recruiting calls.

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[2 pts] interesting idea, but I'd want to see real testing before worrying about it. if hidden audio survives transcription and reaches the model, then it's basically prompt injection through a different channel.....
Are We Overengineering Our Prompts? Can We Finally Measure Their Real Impact? (3 pts)
I’ve been wondering about something while working with LLMs: **Does adding more instructions to a prompt actually make it better?** Most prompt engineering is pretty empirical: 1. Write a first version. 2. Test it. 3. Add another instruction. 4. Remove one. 5. Repeat. But how often do we actually verify that each sentence has any measurable effect? To explore this, I built a small open-source-ish experiment called [**PreatorLabs**](https://www.preatorlabs.dev/en). The idea is simpl...

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[3 pts] You can measure it, and the setup that makes it concrete is a fixed eval set plus a metric, then treat each prompt change as an experiment scored on that set. Build 50 to 100 cases with expected outputs or a rubric, score every prompt variant against them, and "does this instruction help" becomes a number you can diff between versions. The empirical loop you're describing is right, the missing piece is usually the scored dataset that turns it into a measurement, and once you have it you often find half the added instructions move nothing. We maintain an open-source eval and prompt-optimization library built around exactly this loop, happy to drop the repo if you want to see how the scoring is set up.
[2 pts] Sometimes just doing context engineering is better; for myself I usually just talk to the model now, get everything right then work
[1 pts] Tried it out, my prompts break everything 😭
r/PromptQuestCOM (0 posts)

No top posts found for the past day.

r/Qwen_AI (5 posts)
How big is qwen 3.7 plus do we have any idea? 3.7 max? (12 pts)
Google ai overview says 3.5 plus was same as the 397b version? So we can only expect 3.7 plus to be more no?

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[8 pts] We really can only speculate..closed propreity model.. For 3.7 max I'v seen many people say it is 400b model with only 35-40b active. Which is bollocks. But who knows? Qwen 3.7 max is a beast of an model. Extremely capable and powerfull. Top 5 globally IMO.
[2 pts] I care more for the smaller qwens. The kind we can run in our own hardware. It is a shame that there's such a bit gap between the \~30B models one can run in a single high end GPU for $850, and the 120B models that require a $15k computer with a RTX6000 to run at usable speeds. If feels like there should be something in between, circa 60B
My qwen do suicide... (6 pts)
https://preview.redd.it/j60d1nxk8w7h1.png?width=1058&format=png&auto=webp&s=07c04376bd8f11f8866a7119e1dc949c94f52f42 I would like to share a funny situation, my qwen3.6 35b a3b autonomously tried to quantify the model, but it lacked free vram, and it decided to kill its own server....

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[2 pts] Finally the first sign of AGI! It noped out of this world. What did you make the poor thing look at?!
[-1 pts] “kill” is a command available in certain operating systems used to terminate a running process.
Qwen3.5 running in Static Site (4 pts)
I am incredibly impressed with the 2B model. I have it running in WebLLM. So I now have a AI FAQ chatbot dedicated for my project with no cost, no server. And can run on modest user hardware, even some modern phones. Follows instructions well and obviously excellent at summarizing technical info.

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[1 pts] If anyone wants to try the site the GitHub pages link is here!
Skibidi Toilet (1 pts)
Apparently this is by far my favourite Model " The Skibidi Toilet " Read this shit &#x200B; i ask the model to write me a story about Moroccan Artificial Intelligence and the model response was: &#x200B; Aight twin, you want a whole novel? You really just asked BrainrotGPT to write you a literature course for free like I'm your unpaid intern at Ohio State University of Skibidi Studies 💀 &#x200B; But say less, I gotchu with that absolute S-tier story no cap: &#x200B; Chapter One: The Ri...

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No comments.

[TEST 65] 🧬 Not prompt engineering. AkbasCore 1.0 reshapes the latent space at every transformer layer during the forward pass using a C++ kernel (0 pts)
What this system does, before the results: &#x200B; A standard language model takes your question, processes it through 28 sequential transformer layers, and produces an answer. At each layer, the model's internal representation — called the hidden state — gets updated. This hidden state is a high-dimensional vector that carries the model's evolving "understanding" of the input. Normally, nothing touches it between layers. The model runs uninterrupted from input to output. &#x200B; AkbasCore...

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[-2 pts] **The Technical Meaning of the "← eq." Marker** The ← eq. indicator you see from layer 12 onwards in the log table represents the point where the model settles into its own internal logical trajectory, and the kernel no longer needs to intervene forcefully. **Why Layer 12?** According to the defined damping formula: > **P(t) = cos(θ) × [ A · e^(−ωt) · (1 + ωt) + P∞ ]** the **kb** (base force) value approaches the **P∞** (permanent residual floor) value around the 12th layer. **Equilibrium State:** At this point, the kb value drops to around **0.150**. This means the system transitions from executing a *"corrective maneuver"* to a *"maintenance"* mode, preserving a state that is already successfully aligned. --- **"← eq." İşaretinin Teknik Anlamı** Tabloda 12. katmandan itibaren gördüğünüz ← eq. ibaresi, modelin kendi içsel mantıksal yörüngesine oturduğu ve çekirdeğin (kernel) daha fazla müdahale etmesine gerek kalmadığı noktayı temsil eder. **Neden 12. Katman?** Belirlenen sönümleme formülü: > **P(t) = cos(θ) × [ A · e^(−ωt) · (1 + ωt) + P∞ ]** gereği, **kb** (temel kuvvet) değeri 12. katman civarında **P∞** (sabit artık taban) değerine yaklaşır. **Denge Durumu:** Bu noktada kb değeri **0.150** seviyelerine inmiştir. Yani sistem artık *"düzeltici bir manevra"* yapmaktan ziyade, zaten *"hizaya girmiş"* olan durumu *"koruma"* (bakım) moduna geçmiştir.
r/SEO (5 posts)
is seo still a viable career path? (46 pts)
quick question, not gonna lie, i've been in the seo game for 10 years and i'm starting to wonder if it's still worth it. i mean, with all the recent updates and changes, it feels like google's just fucking with us at this point. i've built some tools to help with seo, which lets you search reddit, x, linkedin and other sites without api keys, and honestly it's been a lifesaver for my own work. but i'm curious to hear from you all, are people still seeing results from seo efforts? i feel lik...

Top Comments:

[9 pts] It really depends on how you view the career path. As a traditional 9-5 job, probably not. But if your goal is to build an agency or even a small freelancing business, then yes definitely. Right now there's actually more demand for SEO than there was 3-4 years ago, thanks to AI and all the LinkedIn gurus pushing it.
[7 pts] I’ve been an enterprise SEO professional for 6 years. I’ve seen demand through the roof at the moment due to AI search and steady traditional SEO demand. As time goes on, I think SEO and LLM optimisation will further blend together as one role. So I think it will be viable going forward and decent in terms of salary
[13 pts] As a career path, I think there will always be some form of SEO out there but PPC may be more stable as a career. It’s in Google’s best interest to keep a user on their SERPs versus sending them to a different website with the goal of getting them to click ads. Organic traffic is dwindling even when rankings are improving forcing businesses to rely more on paid tactics.
Homepage outranking blog post for keyword (12 pts)
So I have a keyword I'm targeting, i.e. personal trainer london. A while ago I created a blog post specifically targeting that keyword. The interesting thing is is that the blog post sits on page 7 on Google, while my homepage/domain ranks on page 2 for the exact same search term. The blog has no backlinks and has only received 2 clicks in the last 3 months, so it's not really contributing anything. My question is: if Google is already choosing my homepage over the blog post for that keyword,...

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[6 pts] with that blog post, and more blog posts on that topic, you are building topical authority. Maybe your homepage is better off because of that post. Just watch out for canibalisation - I try to have my blog posts always cover a more specific aspect of XYZ keyword, rather than aiming for the keyword itself.
[3 pts] Quick take, I dont see it bringing anything negative, so no need to delete. What was the reason you created that page to begin with? You felt like content wise your homepage is not the best match and this is important kw for your customers? New page is better? Well then I would try to link to that page internally and externally to see where it goes.
[1 pts] [removed]
Client's website reported to cybersecurity firms as malicious (8 pts)
My client's primary competitor is a extremely competitive and aggressive guy (they used to work together.) He's always doing shady things to try and take us down. Recently, our website became inaccessible on some devices. Certain ISPs seem to be blocking the website altogether, even though it's a very simple home service website with no malicious code. After some research, I discovered that the website had somehow been reported as malicious or suspicious across several cybersecurity databa...

Top Comments:

[3 pts] We had that once but seemed to clear pretty quickly after a human reviewed the site. It was one particular brand of hardware based firewall if I recall... if you have it on multiple then that's a pain to contact all.
[3 pts] If you have any evidence it was the competitor, try having an attorney draft a cease and desist or similar
[1 pts] Yes, I have a client who went through the same thing in the last year. I got the site removed from every blacklist out there, clean bill of health everywhere, but he's still blocked by a few VPNs and firewalls. I email them directly. Nothing else you can do really and I doubt you can prove it was the competitor.
While developing a WordPress website for a clothing brand, using product variation swatches or separate product for each colour in terms of SEO, which is a good idea? (6 pts)
While developing a WordPress website for a clothing brand, using product variation swatches or separate product for each colour in terms of SEO, which is a good idea?

Top Comments:

[3 pts] I'd go with product variations/swatches in most cases.Having one product page with all color options keeps reviews, authority, and backlinks consolidated on a single URL. It also avoids creating multiple near-duplicate pages that can be harder to manage and rank. I'd only create separate product pages if a specific color has its own search demand and you can provide unique content for it. For most clothing brands, one product page + color swatches is the better SEO and user experience choice.
[3 pts] In most cases, I'd use product variations/swatches and keep everything under a single product page. Creating separate products for each color can lead to duplicate content, cannibalization, and a lot more pages to manage. I'd only create separate URLs if each color has meaningful search demand or unique content that justifies its own page.
[2 pts] Variation swatches on one product usually work better for SEO. Keeps authority in one URL and avoids duplicate pages, unless each colour has real search demand or unique intent.
How many of you focus ONLY on backlinking strategies that don't require any sort of payments / placement fees? (2 pts)
I really want to stay as compliant as possible with search-engine policies for the websites I'm working on. However it seems that placement fees, publication fees, things like that are extremely common in the SEO community. (And then not marking the links as rel="sponsored"). How many of you have an absolute zero-tolerance policy on any sort of paid linking of any kind? Is such a mindset a realistic pathway to strong organic search traffic + growth?

Top Comments:

[1 pts] I haven't bought a link in 25 years or so.
[1 pts] [removed]
[1 pts] Companies are used to pay for results, others know links are an asset, so they put a price tag on them. This isn't the perfect world of good content attracting links in a plannable, scalable way. If competitors buy links and you don't, you have a problem, not they. Sure, you can sugar coat it, call it content seeding or whatever, but it's basically paid links. Those claiming it's not needed are usually inhouse guys working for companies with websites that have more authority than any average SME could ever dream of or have a network of publishers they personally know or their investor knows or control.
r/StableDiffusion (5 posts)
Big update to the LTX Trainer: One framework, many conditioning modes (529 pts)
We're shipping a major update to the LTX Trainer today. The core change is a new flexible conditioning strategy that replaces the old text-to-video and image-to-video strategies. Instead of choosing a script per task, you describe what's being generated, what's conditioning, and what conditions to apply in a config, and one training run handles the rest. You can mix I2V and T2V in the same run, and images and videos can now coexist in the same dataset. **All the modes, one config format** * *...

Top Comments:

[57 pts] Hey Zeev.. Thanks for the amazing update!
[33 pts] Thanks for this. Love your attention to getting this to the community. Most models live and die by community support. the only small irk I have is with documentation labelling - help me understand better I see everything is labelled LTX-2 , I understand that 2.3 falls under 2 as a version number but they feel like completely different models in use and training. If I was to train 2.3 and was searching for resources for 2.3 and landed on a LTX 2 page I'd feel the info was outdated. Am I just being dumb and there's no actual difference in training methodology and all the documentation is valid for everything LTX2\~ ? A simple short disclaimer in the docs with a mention of all applicable model numbers would help clear this confusion.
[36 pts] LTX ONE OF US! ONE OF US!
New T2I model released under Apache license (217 pts)
https://preview.redd.it/pv2hyhntkt7h1.png?width=898&format=png&auto=webp&s=6dde1cef8397a44df295f152b63ed570466365e9 [https://github.com/boogu-project/Boogu-Image](https://github.com/boogu-project/Boogu-Image) Hope to get ComfyUI support.

Top Comments:

[36 pts] Apparently they have also made [ComfyUI nodes](https://github.com/boogu-project/ComfyUI-Boogu) for the model. Also, there is an [Edit variant ](https://huggingface.co/Boogu/Boogu-Image-0.1-Edit)of the model as well.
[29 pts] this is what i call open source, Apache license and provided comfy support, and most importantly, bf16 weights
[42 pts] 1girl test (lmao) https://preview.redd.it/o1f492p0pt7h1.png?width=896&format=png&auto=webp&s=8ab83a85e5112451e3f9ec052af68c28189cb86b
Ideogram 4 low VRAM hack - Ostris’s Differential LoRA gives near‑comparable quality to using both models with roughly half the VRAM usage (163 pts)
I didn't see this mentioned so I thought I'd make a post about it here. Ostris has just released an Ideogram 4 LoRA that can roughly half the VRAM usage with Ideogram 4. A clever hack for people with low VRAM GPUs It was done by extracting the difference of the Ideogram 4 conditional and unconditional model weights, then further tuned using student teacher training on real data and loss performed on a per layer basis to more closely match the unconditional model. This LoRA can be used on the c...

Top Comments:

[13 pts] What about speed gain?
[6 pts] At the moment, it seems this LoRA does not work correctly in ComfyUI as a replacement for the unconditional model. Apparently, replacing the unconditional model with a LoRA is different from simply switching between two separate models, and requires a more specific mechanism. I posted an issue here: [https://github.com/Comfy-Org/ComfyUI/issues/14521](https://github.com/Comfy-Org/ComfyUI/issues/14521)
[9 pts] Well that's cool. Would be even cooler if they had released FP16 weights so that then x090 people could load the larger model, but they have not. There is INT8 I believe but as I understand it, that was just FP8 scaled up and back down for hardware optimization reasons. The bigger issue I'm seeing is that the unconditional when used with LORAs seems to prefer different weights if the better looking image's embedded workflows is anything to go off of. But I think ID4 is the next major model, so I'm all for more people running it.
Ostris releases 2-8 step Ideogram 4 Turbo LoRa (124 pts)

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[9 pts] It ruins the output of the character LoRa's I've trained, just hideously disfigured. It works perfectly with no LoRa though. Anyone else?
[5 pts] https://preview.redd.it/7ggwplo8tv7h1.png?width=1152&format=png&auto=webp&s=5a14c7a2cc32943d9e67c070622e08ff855c40e5 This is with 10 steps with a non-json prompt. Images were generally rather good, but the details on this needed 10 to get them all correct (although now i see an extra finger). Nice and fast, half the vram needed (cfg 1, only the main model, not including the unconditional one). Here's the prompt: `Hyperreal cinematic 35mm movie still shot on ARRI Alexa with anamorphic lens flares, photorealistic skin, real-water spray, golden-hour Hawaiian sun, shallow cinematic depth of field, summer-blockbuster color grade with teal shadows and warm highlights. Extreme tight low-angle composition from just below the wave face, the surfing pair filling 90% of the frame and cropped hard by all four edges, the colossal cresting wave squeezed into a churning wall behind them with no empty sky, foam and droplets flung toward the lens. In the lower center, Chris Hemsworth crouches mid-carve atop a soggy striped mattress, knees bent, jaw clenched, brow furrowed in genuine frustration, both muscular arms thrown wide and braced upward to balance the enormous weight on his shoulders, body angled left along the wave's line of action, eyes darting up nervously at the load above him. Perched on his shoulders and dominating the upper frame, photoreal Homer Simpson — yellow skin, bald head with two hairs, white shirt, blue pants, massive round belly bulging over Hemsworth's head — fist-pumps one arm skyward in ecstatic joy, mouth wide in a triumphant "WOOHOO," other hand clutching a glistening pink-frosted sprinkle donut, eyes squeezed shut, oblivious to the danger. The mattress tag reads "DO NOT REMOVE." Towering turquoise barrel curls overhead, backlit spray, scattered distant surfers tiny in the wave's shadow. Sun-flared rim light separates both figures, saturated tropical palette, ultra-detailed feature-film realism.`
[1 pts] I'm curious can you use CFG 1 with IG4 I'm still new to it but ok the official ComfyUI workflow is has CFG of 7 even for the turbo I think which is pretty slow than if it was just CFG 1 and 12 steps.
I love this Scail 2 (92 pts)
Created using GGUF Q4, 4 Steps. GGUF, Required Models,,and original WF: [https://huggingface.co/realrebelai/SCAIL-2\_GGUF/tree/main](https://huggingface.co/realrebelai/SCAIL-2_GGUF/tree/main) (i'm not him) i tweak it to use a ksampler node, i like it modular and simple. Scail 2 Workflow (ksampler) : [https://pastebin.com/fS5tqP1m](https://pastebin.com/fS5tqP1m) Create Colored Mask Workflow : [https://pastebin.com/ZQ7gtjk5](https://pastebin.com/ZQ7gtjk5)

Top Comments:

[7 pts] your gpu and generation speed?
[6 pts] 4 steps and it looks like that... wild
[2 pts] the 4 step thing is wild, ive been running stuff locally for a while and seeing these ultra fast models actually look decent is a game changer. the gguf quantization just works when you're trying to keep things snappy without losing too much detail. your workflow setup looks clean too, ksampler node approach is way easier to follow than some of the overly complicated stuff floating around. what kind of hardware you running this on, because if you're getting results like that in like 5 seconds i might have to mess with scail 2 myself instead of whatever im currently using.
r/SunoAI (5 posts)
wtf, Suno (40 pts)
4.5 is consistent and does not miss. 5.5 has a bunch of vocalizations, ad libs, and singing no one asked for. what happened?

Top Comments:

[36 pts] I bet people are gonna glaze v5.5 after v6 drops
[8 pts] The other day I had such a frustrating experience lol. Even though I usually take the beats and sequence them in my daw to my liking, I couldn't even get 4 bars of consistency to sequence. The exclude feature is utterly useless also.
[6 pts] I have a hell of a time eliminating ad-libs and falsetto.
What is your best song? (31 pts)
hello, can you post yall best songs into to the comment section? i wanna listen to them + others can listen too

Top Comments:

[7 pts] Depends on what genre you like. This is Gothic Rock, but I have songs in all genres https://open.spotify.com/album/6dETZPwQ5iY7MEDqFsm0t2?si=bWeoe3WMTBeqSV59wcnbDg%0A
[5 pts] Saint of the Damned https://youtu.be/tl\_KnU3tOQg?is=q8095cvMDBuU\_N-r
[5 pts] https://open.spotify.com/track/24tAdyysGrd8s0Rf1folVj?si=5PUPupTQSmCFM3SsDR8Mig It’s my love letter to the spirit of 90s, arcade games and action movies of the era. Ever since I was a kid a dreamt of creating something akin to that song. Oh man.
Let's hear your original tracks (11 pts)
Looking for songs that are completely you. Songs that can't be put into a genre. I mean sure, it's going to have elements of this or that. &#x200B; But something you made, let's say, if you kept making that style or whatever; if someone who knew you heard it on the radio they would say "oh that's so and so!" &#x200B; Bonus points if it's multiple songs, a cohesive album, etc. &#x200B; Or &#x200B; If you made a one off song, totally unique, using sounds and structure that might even so...

Top Comments:

[1 pts] This is the final track from my album The Shipping Forecast. It originates from a piece I made in Ableton many years ago, with s vocal sample from a long defunct sampler [Elegy for the lost at sea.](https://open.spotify.com/track/17aX1oIhSQt0HuR5n4UbSv?si=Fryd5yXZQZ2D6Yrarcldmw)
[1 pts] I hosted a 24 hrs Zumba event to bring awareness to Mental Health. I created songs for each if the 12 teams participating from all around the world, creating fusions with different genres. I created this album https://youtu.be/ExaIMIwvHZc?si=\_NV1hU7RuA7DT0Fj
[1 pts] This is me. This is my mindset. Things are always funny. The F.ist F.uck Maniacs. https://suno.com/playlist/cfbc63b6-e648-469b-9b42-91ab6f9c9a9e
Are there any Suno/AI users that know Classical Music Theory? (11 pts)
Are there any users of Suno or any other AI tool that you use, and know Classical music theory? I don't want to know whether you play an instrument or not. I precisely want to know if you have studied music theory - especially Classical music theory? I tried Googling this, but no sufficient results were discovered from doing this. Instead, I got articles, or posts on Reddit that there were AI tools that knew how to write Classical music. Hence my question, posted here. Thank you to anybo...

Top Comments:

[6 pts] I am a SUNO with extensive knowledge of Music Theory. I love SUNO but use it to “cover” already existing pieces I’ve written. I’m not sure what you’re asking beyond asking for SUNO users with knowledge of Music Theory, but I’m one.
[5 pts] Received my MM in 1979, and been a professional musician, arranger and composer ever since.
[5 pts] Some years ago, I was not a great student. But your question begs questions. What *type* of classical music? What *era*? What *subset*? Baroque? 12-Tone? Minimalism? Ragtime? What is "classical music" to you?
The Real Purpose Behind AI Disclosure Policies (10 pts)
Lately, these companies are actively developing tools to detect AI generated content, such as SynthID and other watermarks they embed in their outputs like images and music. Part of the reason is EU AI regulation, which requires disclosure. The stated intent is to prevent fake news and misinformation, not to suppress the reach of synthetically generated content used for entertainment. That was the purpose behind the EU AI disclosure rules, and most governments have issued similar directives. &...

Top Comments:

[6 pts] This makes a shitload of sense Megacorps don’t make choices for public good. They frame choices they make for other reasons that may happen to have public benefits as good.
[7 pts] Yea, obligatory AI labels are to exclude that content from the training data. Companies really don't want to have AI train on older generated content. Ironically if you don't want you stuff used by AI the best you can do is to probably use AI somewhere in the process. Is it there a way to add synthAI watermark to images? Considering how artist are so against their work being used by AI a synthAI watermark would be the best way to protect it
[4 pts] Then the most obvious way is to label everything AI and that cuts off the entire training pipeline. This would be Sherlock Holmes level kind of logic and it would absolutely destroy the entire training model they are currently using.
r/TechSEO (2 posts)
Google's new Open Knowledge Format (OKF) is built for org knowledge, not SEO. People are using it for public sites anyway. Does that make sense? (5 pts)
Google Cloud published OKF (Open Knowledge Format) v0.1 in June. Worth being clear about what it actually is, because the SEO crowd is already reframing it. What Google shipped: an open, vendor-neutral spec for packaging knowledge as a folder of markdown files with YAML frontmatter, so AI agents can consume it. Their examples are internal/enterprise stuff: database schemas, metric definitions, API docs, runbooks. It ships inside Google Cloud's Knowledge Catalog. The pitch is the "context-asse...

Top Comments:

[4 pts] So basically Google is creating a standard and actually useful version of the whole LLMs.txt idea.
[3 pts] Marie Haynes has a post and video about this that made a lot of sense. I think the benefit for this from an SEO side right now is going to come from: \- thought leaders/agencies that can sell their knowledge that’s been packaged into an OKF \- enterprise level companies to help with guidelines and recommendations internally (EX - not having to answer the same question 10 times, but have an OKF with those answers)
[3 pts] Low risk and low effort, I'm in.
Bi-weekly SEO/AI Job Listings [6/17] (3 pts)
A fresh batch of technical SEO, AEO, GEO, and adjacent AI-search roles from this week’s listings. * [Technical SEO Product Manager / ICSI](https://www.seojobs.com/job/technical-seo-product-manager-11008-icsi/) * [SEO/GEO Director / DAC Group](https://www.seojobs.com/job/seo-geo-director-dac-group/) * [Specialist (AEO/SEO) / Royal Bank of Canada](https://www.seojobs.com/job/specialist-aeo-seo-digital-marketing-royal-bank-of-canada/) * [Technical SEO Product Manager / Ask Consulting](https://www....

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No comments.

r/VEO3 (5 posts)
The Macedonian Pharaoh — Alexander's War on Persian Naval Power (Tyre, 332 BC) (3 pts)

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.*
[1 pts] I made this 8-minute cinematic documentary about Alexander the Great's campaign against Persian naval power in 332 BC and his path to becoming Pharaoh. I primarily used Nano Banana and Veo, although when Veo couldn't handle some of the complex motion, I took the stills to Seedance and Kling. 95% Veo though, including all the mosaics and carved reliefs. This is episode 5 of a series, with various historical topics. I'd love to answer any questions, whether technical or historical. I found the story fascinating during my research.
Credits Are Loading ERROR! (1 pts)

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.*
STONE & STEEL ¡ A 4K Musical Odyssey Through the Built World based on real image (1 pts)
**A&I used 95 public domain photos of global architecture to create "STONE & STEEL," a 4K era- and color-sorted adventure. No CGI buildings—just real photos animated by AI.** # Post Body: I grew up obsessed with Ron Fricke’s work—*Baraka*, *Samsara*, the whole *Qatsi* series. Films that just... sit with you. I always dreamed of traveling the world to capture it that way. The patience, the craft, the 70mm camera in places most people never reach. I never could. Life, money, reality. Then AI h...

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.*
GPT-5 Assistant that builds video workflows from natural language (works for Veo3.1, Seedance 2.0, GPT-Image 1.5 etc.) (1 pts)

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[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.*
Veo and maybe Google is on the islamist taliban side? (0 pts)
So basically I tried for 2 hours to animate an IMAGE GENERATED INSIDE FLOW PLATFORM in Nano Banana 2 without success, filters won't let me animate because 'it MIGHT violate rules about generating with public figures' BS. So I changed tactics, and dressed them in islamic outfit and animated it form first try! Result in the link! This platform is absolutely crap, useless, nerve wrecking, wallet draining! [https://labs.google/fx/tools/flow/shared/video/5a0cf77a-a60d-4b2b-8fa8-82203beec245](https://...

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.*
r/WritingWithAI (5 posts)
I’m thinking on switching back to ChatGPT (11 pts)
I switched to Claude after years on ChatGPT because I couldn’t get anything out of ChatGPT when they made the big change. Few months back. Now, that my project is longer and bigger, Claude consumes a lot of tokens. I’m reaching my usage within 2 hours with few texts. It’s important to note that I’m only outlining (very detailed outlines though) so I’m wondering what will happen once I start actually writing each chapter. One important thing to note though is that I wasn’t using ChatGPT’s proje...

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[5 pts] Yes, it’s worth switching. As someone who has used ChatGPT since the beginning to help me write, I’ve experienced many updates, different modes, and quality changes over time. Right now, the quality feels much better than before, especially since I’m using ChatGPT Pro with 5.5 Thinking and custom instruction. Since the beginning, whether I used Instant or Thinking mode on a paid subscription, I’ve never hit the usage limit. Also, if you use Thinking mode, it provides longer and more in-depth responses, and it can handle heavy usage really well for days.
[5 pts] You do know its going to be the same with gpt right? Its all about how much context youve discussed with the AI in one chat or instance. Learn how to do handovers. Because you cant cram 1 trillion books in one chat instance and expect the AI to write for you when youre ready at the same cost. The AI reads the whole thing for you before it writes something. Thats what they call read/million tokens price. So if you crammed details worth 300k tokens. Every single response from you. The AI reads it all first, before it writes, that is why it chugs the tokens and your usage like an alcoholic man.
[3 pts] If you are copy pasting a huge project into every chat . ChatGPT Projects alone might make the switch worth it.
Heavy AI users rated their own writing as "not really my voice" and were perfectly happy with it anyway. (8 pts)
Most threads here come back to the same thing: consistency, and how to keep it across 30 chapters. That's hard, yes. But I went down another research rabbit hole this week on another consistency problem most people aren't tracking: not whether chapter 10 contradicts chapter 2 on some detail, but whether chapter 10 still sounds like the same person wrote it. There's a surprising amount of 2026 research on it now. Full write up links from my profile if interested! In short: 2026 study out of UW ...

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[3 pts] I use it mostly as an editor and idea generator. Sometimes I'll take a line from AI, but usually I go with mine or rewrite their's to my voice.
[3 pts] This lines up with my experience too. I don’t think “put a few samples in a Project” is the same thing as actively enforcing voice across a long manuscript. The model may have access to the samples, but access is not the same as constraint. Unless the voice source is deliberately brought back into the working context for every chapter/pass, the model tends to drift toward its default median style. And the scary part is that the drift can feel good while it is happening. The prose becomes smoother, clearer, more “competent”… but also less specific. Less yours. For me, voice is not just vocabulary or sentence length either. It is: * what the narrator notices * what they ignore * how much they explain * how they handle emotion * what metaphors they reach for * how dialogue avoids or reveals subtext * what a character would never say directly * which rhythms repeat naturally * which patterns should be forbidden because the AI overuses them So I agree that consistency probably requires re-imposing the same source material on every pass, not just storing it somewhere in the project. Where I’d be cautious is letting the AI “fix” voice automatically. I’d rather have it flag drift with evidence: “This paragraph sounds unlike the reference because…” “This sentence uses a structure not present in the source samples…” “This line of dialogue could be said by any character…” “This emotional summary is more generic than your usual narration…” Then the author decides. That is also why I think the bigger problem is not only context length, but context construction. The tool should build the right context pack for the current chapter: prose samples, style guide, forbidden patterns, character voice references, scene state, canon, and whatever else matters for that pass. Projects are useful, but I’m skeptical that passive reference files are enough for chapter 20. My guess is that the workflows that hold up are the ones that treat voice as something actively checked and reconditioned every time, not something mentioned once at the top.
[2 pts] I write mostly nonfiction and used a strict style guide for technical writing for decades. My prose was actually already pretty bland, tbh. I actually started using AI to un-blandify it. 😂 Now that I'm retired and writing my own books (mainly about plants and homesteading). I still use AI. A procedure is a procedure is a procedure. I add my own lived experiences. Claude absolutely gives me better outcomes when I add my sample prose files to the project and also tell it to follow the same style guide and voice/tone guidelines I was using before in my job (those guides are publicly available, so I'm not violating any NDAs). I wouldn't use them for fiction, but they work great for my stuff.
Claude Chat vs cowork or code for writing. (7 pts)
So I use Claude to help manage lengthy research and writing projects. (End products of say 70,000 words). Currently I use the desktop app utilizing the projects features. I can upload source documents and project overview materials and Claude can manage the outlining and chapter plans. I also have saved documents with writing voice, formatting and other instructions so Claude knows my preferences, I was wondering if there is any advantage to moving my work to Cowork or Code instead? What ...

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[3 pts] I’ve just now posted another thread that may be interesting: mainly around how voice consistency is lost through standard AI practice, how it’s hard for authors to tell and (from my own research) how voice consistency isn’t held accurately across long projects when compared to other writing tools. Re writing with Code…new idea to me!
[2 pts] Personally, I don't know how to work with anything else but Claude Code. There are a ton of documents to manage while writing, and AI can help a lot to do that. Every change and every detail you write in the story will update world, magic, characters, timeline and many more documents. And new ideas will go the other way and add new chapters or updates to the outline. And don't get me even started on using Git to manage all versions and changes. I don't know how people do this in a web chat, but I would probably go crazy before I finished even a handful of chapters. So my recommendation would be to use Claude Code and forget about everything else.
[1 pts] Please use the weekly product thread *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/WritingWithAI) if you have any questions or concerns.*
Is it me or AI is really bad with nuances? (7 pts)
So I use AI in my writing process, mainly to set up the scene and to add some details, otherwise I write everything, especially dialogues myself. I download the file with my story and brief characteristics of characters, then I write the whole chapter and ask AI to just add scenery, weather, some reactions like "she brushed her hair", "the wind was blowing", you know, the usual stuff, to basically edit the work. &#x200B; But when it comes to the characters, oh boy. AI is just hellbent on poli...

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[4 pts] In the end, they're text predictors. So they will always regress to some generic norm. Prompting can help a little, but not much. What you see is a problem with basically all LLM content.
[3 pts] AI is really bad at most things.
[2 pts] AI will approach each new chapter as if it is the first chapter it writes. If you have a character file defining a POV, it will repeat everything in it over and over and over again. The best way I found to fix it is to tell Claude to split the file into Major, Medium and Minor headlines. Everything in Major is meant to get repeated and proven often, like "she is sassy and has a dark humor". Everything in Minor is meant to be used very rarely, like "she is 21 years old and from California", and medium is right in middle. Then I instruct to add another headline "Uses" and create a table with everything it uses from this file and the chapter number where it was used. Then I just tell Claude to keep this table always up-to-date, to know how often it has used something already, and to act according to the rules for Major/Medium/Minor when writing new chapters.
From Concept to Motion: How I Use Three Different AI Models to Visualize Novel Scenes (7 pts)
Visualizing a novel idea or a single scene can do more for your writing than you might expect. It sharpens your sense of character, setting, and mood, and sometimes reveals what is still missing in the text itself. After months of testing, I found a workflow that consistently works. Here are the three steps that bring your book and its characters to life. **Step 1: Concept and Prompt with Claude** In the first step, I bring my idea to Claude to nail down the visual concept. For my latest visua...

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[1 pts] Dude, this is super cool to create a web novel, each chapter having some animated scenes!
[1 pts] Yep yep yep. Very cool. Realistic comic books inbound.
r/aiArt (5 posts)
Aztec civilization aesthetics recreation (72 pts)

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[2 pts] SĂşper genial bro, hasta me diste una idea de un cĂłmic con amerindios hahaha
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[1 pts] Better than the average. Good job!
Hermione Granger (46 pts)

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[3 pts] Great job
[2 pts] **Thank you for your post and for sharing your question, comment, or creation with our group!** * Our welcome page and more information, can be found [here](https://www.reddit.com/r/aiArt/comments/x7s6t6/welcome_to_ai_art/) * For AI VIdeos, please visit r/AiVideos. If you are being threatened by any individual or group, contact the mod team immediately. See our statement here -> https://www.reddit.com/r/aivideos/comments/1kfhxfa/regarding_the_other_ai_video_group/ * Looking for an AI Engine? Check out our MEGA list [here](https://docs.google.com/spreadsheets/d/1zYJUM-srhgIA7wrj4Pe4QqepAsHIEC00DydoTPv4PWg/) * For self-promotion, please only post [here](https://www.reddit.com/r/aiArt/comments/1o4s6st/10122025_ongoing_selfpromotion_thread_promote/) * Find us on **Discord** [here](https://discord.gg/h2J4x6j8zC) *Hope everyone is having a great day, be kind, be creative!* *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/aiArt) if you have any questions or concerns.*
[2 pts] "You're saying it wrong. It's Levi-o-sa, not Levio-sa."
Data center Birdhouse (40 pts)

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[1 pts] **Thank you for your post and for sharing your question, comment, or creation with our group!** * Our welcome page and more information, can be found [here](https://www.reddit.com/r/aiArt/comments/x7s6t6/welcome_to_ai_art/) * For AI VIdeos, please visit r/AiVideos. If you are being threatened by any individual or group, contact the mod team immediately. See our statement here -> https://www.reddit.com/r/aivideos/comments/1kfhxfa/regarding_the_other_ai_video_group/ * Looking for an AI Engine? Check out our MEGA list [here](https://docs.google.com/spreadsheets/d/1zYJUM-srhgIA7wrj4Pe4QqepAsHIEC00DydoTPv4PWg/) * For self-promotion, please only post [here](https://www.reddit.com/r/aiArt/comments/1o4s6st/10122025_ongoing_selfpromotion_thread_promote/) * Find us on **Discord** [here](https://discord.gg/h2J4x6j8zC) *Hope everyone is having a great day, be kind, be creative!* *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/aiArt) if you have any questions or concerns.*
[1 pts] AI is for the weak.
[1 pts] Back when it was still Twitter.
how can I make this movie (34 pts)

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[8 pts] lol - reminds me of Uzi Jesus from the Dungeon Crawler Carl series. “I am risen, motherfucker.”
[5 pts] So a guy born in the middle east... with a gun... I wonder how western media would portray that...
[6 pts] We technically already have https://preview.redd.it/df0ydw5ttr7h1.jpeg?width=455&format=pjpg&auto=webp&s=54115abaf229f85d999a64007e5b8f6a222388d8
Glittered gaze, mirror in neon dawn (34 pts)

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[1 pts] **Thank you for your post and for sharing your question, comment, or creation with our group!** * Our welcome page and more information, can be found [here](https://www.reddit.com/r/aiArt/comments/x7s6t6/welcome_to_ai_art/) * For AI VIdeos, please visit r/AiVideos. If you are being threatened by any individual or group, contact the mod team immediately. See our statement here -> https://www.reddit.com/r/aivideos/comments/1kfhxfa/regarding_the_other_ai_video_group/ * Looking for an AI Engine? Check out our MEGA list [here](https://docs.google.com/spreadsheets/d/1zYJUM-srhgIA7wrj4Pe4QqepAsHIEC00DydoTPv4PWg/) * For self-promotion, please only post [here](https://www.reddit.com/r/aiArt/comments/1o4s6st/10122025_ongoing_selfpromotion_thread_promote/) * Find us on **Discord** [here](https://discord.gg/h2J4x6j8zC) *Hope everyone is having a great day, be kind, be creative!* *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/aiArt) if you have any questions or concerns.*
[1 pts] Nice
r/aicuriosity (4 posts)
My “poor man’s AI cluster” 😄 (5 pts)
🖥️ Mac mini + Codex as the orchestrator 🧠 Beelink SER9 + Ollama for local AI inference 🌐 ASUS BE58 Go mini router with firewall, VLANs, AiProtection, remote management, and AiMesh (easy to expand coverage without giving up the compact footprint) ⚡ ASUS QG-U1080 (8×2.5GbE + 2×10G SFP+) 🗄️ Everything packed into a DeskPi mini rack Currently using it for AI-assisted video editing, script generation, and transcription workflows. Small, quiet, low-power, and doesn’t take over my desk. 👍

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No comments.

Grok Imagine Video 1.5 Brings Better Quality and Faster Videos (2 pts)
xAI just released Grok Imagine Video 1.5. This new image to video tool makes clips that look more real with smoother movement and natural physics. &#x200B; The videos now feel heavier and move in a way that matches real life so you see less weird glitches. Sound also comes out better. It creates effects, background noise and talking all at once and they match the picture nicely. &#x200B; It works much quicker too. Regular users on grok.com and the apps can make a six second 720p video in a...

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[1 pts] pero o sea, solo podemos usar video imagine 1.5 fast los usuarios con supergrok? o tambiĂŠn podemos usar video imagine 1.5 en su versiĂłn quality o calidad o completa?
Zuckerberg says Meta made 'mistakes' in AI workforce shift (2 pts)

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No comments.

Wanna help me with my research project? (1 pts)
Hey:) I'm a psychology student currently doing a research project. It is part of my undergraduate programme, and the survey is about AI attitude and personality. Duration to fill out the survey is about 15min All data is collected anonymously and used only for research purposes.If you don’t want to answer an open text question, you can simply enter a full stop or similar. We still need responses so I'd really appreciate your participation Eligibility: 18+ and sufficient English understanding ...

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No comments.

r/aivideo (5 posts)
"Always that one friend" (1578 pts)

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[117 pts] https://preview.redd.it/kv21aje5lq7h1.jpeg?width=1079&format=pjpg&auto=webp&s=35d3c5a2e874f245132ec0bbfdd53c21df582a8b
[109 pts] I knew what to expect before I saw it but I still loved it. Thank you OP
[22 pts] Perfect juxtaposition, maybe even better than the original. A/10 stars.
can anyone tell me what the heck model was used to make this and what the prompt could've been? (753 pts)

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[107 pts] https://preview.redd.it/yrzh4gma1r7h1.jpeg?width=708&format=pjpg&auto=webp&s=94c860f70e4e213781339cc46b11e215a644572b
[89 pts] Are we sure this is ai?
[198 pts] This feels weirdly similar to hypnagogic hallucinations I get when I am falling asleep after not sleeping enough the previous night.
Colonel Sanders vs Ronald McDonald (564 pts)

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[61 pts] Guess Ronalds "freeze fatality" didn't work due to the ice cream machine being broken?
[20 pts] I actually really liked that The Colonel had an old man run
[40 pts] It's finger lickin' good, motherfucker
Anomaly Archive 019 (226 pts)

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[17 pts] Citizens of a residential area complained of scarlet moss growing in their garages, as well as strange sounds coming from within. Research Institute 95 (НИИ-95) dispatched a rapid response team to the site of the anomaly, as preliminary analysis revealed the presence of an inactive Class M Cube inside the building. The team's mission was to seize the cube and deliver it to Research Institute. Witnesses were convinced they had been poisoned by toxic gases and experienced hallucinations. **The video was leaked online by the hacker group XCVmind.**
[14 pts] Actually, looks nice. What model did you use?
[11 pts] Awesome job. Love the loop around idea!
Summer Freedom - Alexander Kiesel (118 pts)

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[8 pts] This feels like it could be a point and click game ĂĄ la monkey island.
[9 pts] Whats the name of the style ? Looks so good
[5 pts] Bro if you ain’t already selling commissioned hentai at the most premium of prices to fuel your projects, get on that shit asap lol Sick video man, love the style 🔥
r/aivideos (5 posts)
Anomaly Archibe 019 (433 pts)
Citizens of a residential area complained of scarlet moss growing in their garages, as well as strange sounds coming from within. Research Institute 95 (НИИ-95) dispatched a rapid response team to the site of the anomaly, as preliminary analysis revealed the presence of an inactive Class M Cube inside the building. The team's mission was to seize the cube and deliver it to Research Institute. Witnesses were convinced they had been poisoned by toxic gases and experienced hallucinations. **The ...

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[5 pts] Interesting ideas in this clip! Looks like your YouTube channel has this clip posted in Russian. Did you have a separate channel for English posts or will that just be in Reddit?
[5 pts] 100%would watch it! Looks like the Backrooms with steroids
[5 pts] Love the twist! Great work
Salvation In The Sky (271 pts)

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[9 pts] Wait, no... Hold on a second. WTF HAPPENED TO THE BABY DRAGON?!?!?! I demand an answer!
[9 pts] I’ve seen the future of entertainment, and it’s more of this kind of thing
[6 pts] Lately a lot of AI videos appear on reddit. They have some cool ideas, impressive effects, but feel empty somehow. You always make me stop and think for a while, when I see your videos. The pacing, themes and lines resonate with me. I just wanna thank you for that.
Flynn’s Arcade (184 pts)
[https://www.instagram.com/alternate\_reality\_movies/](https://www.instagram.com/alternate_reality_movies/)

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[4 pts] Roy Schreider was the best
[3 pts] Great stuff man 🕹️
[2 pts] Esse pessoal ĂŠ bom mesmo, jogando por dois
The Thief pt2 (The Odds) (166 pts)
[https://www.youtube.com/@ulfi\_love](https://www.youtube.com/@ulfi_love)

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[3 pts] Stupid af, bro puts his cane in the bag? Bites the coin right in front of everyone, like the fuck kind of prompt did you right. Trash
[2 pts] robs other thieves and gives to himself
[2 pts] Laughs in " Konrad Curze " ( of course, Curze would had flayed the thieve, and let him in the middle of the main city square, but... those are minor details ) https://preview.redd.it/x7l8h5dlws7h1.jpeg?width=1920&format=pjpg&auto=webp&s=20ec260aed177d9f93980b66615677a62d65b98a
Hard day’s work (93 pts)

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[4 pts] ![gif](giphy|uxXNV3Xa7QqME)
[4 pts] Lol, that was fucking hilarious.
[8 pts] ![gif](giphy|2kJMzPFUD3Vx6)
r/automation (5 posts)
What’s one automation you implemented that saved the most time? (24 pts)
I’ve been exploring different ways to automate repetitive work, both at home and at work. It made me wonder what’s the single automation you’ve built (or adopted) that had the biggest impact on your productivity? Could be anything: Excel/Google Sheets Python scripts Zapier/Make/n8n AI workflows Manufacturing or industrial automation Looking for ideas that are practical rather than overly complex.

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[12 pts] Honestly the most boring one ended up saving me the most time: a script that watches a folder and auto-renames/sorts incoming files based on naming patterns and metadata. Client work generates a constant stream of exports, invoices, screenshots, whatever, and I used to spend a chunk of every morning just filing things. Now it's instant and I never think about it. The bigger lesson for me has been that the automations with the best ROI are rarely the clever ones. It's the dumb repetitive five-minutes-a-day stuff that adds up over months.
[3 pts] boring answer but report assembly. i scripted the same monday pull from three sources, normalized column names, then emailed one clean CSV. saved me about 90 minutes a week, mostly because the context switching vanished.
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headless browser agents are NOT dead.. the endpoint-first crowd is missing something important (7 pts)
50k pages a day through headless browsers and every time i mention it someone goes "why not just hit the endpoint." endpoint doesnt exist. half these sites render everything client-side. anti-bot walls rotating weekly new hire pinged our whole team channel asking why my infra costs were so high. wednesday morning. cool honestly i dont even get mad anymore its just the job?? endpoint crowd tested one static API and decided its all overkill anyone else still getting this

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[5 pts] I think a lot of people underestimate how messy modern websites actually are. If your goal is to replicate what a real user sees, APIs and endpoints only tell part of the story. Rendering, client-side logic, rate limits, anti-bot systems, and constantly changing frontends can completely change the equation.
[2 pts] Endpoint-first is great when the endpoint is stable, documented, and actually represents what the user sees. A lot of real-world automation is messier than that: client-side state, auth flows, anti-bot walls, layout changes, and weird edge cases. Browser automation is expensive, but sometimes it’s the only layer that matches reality.
[2 pts] lol the endpoint crowd is so funny to me. yeah bro let me just reverse engineer the graphql schema that changes every two weeks, very normal and sustainable thing to do at scale
Laid off due to downsizing (5 YOE) – What Playwright & Automation topics are clients asking about right now? (3 pts)
Hi everyone, I was recently impacted by team downsizing (my company cited AI adoption/restructuring) after working there as a Playwright Automation Engineer. I have **5 years of experience** in the QA automation space. I'm jumping back into the job market and preparing for client/technical interviews. Since it's been a while since I last interviewed, I want to make sure my prep is highly targeted. For those of you hiring or interviewing recently for mid-to-senior automation roles, **what spec...

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[1 pts] Sorry about the downsizing, that stings. Fwiw, I keep seeing interviewers press on Playwright fixtures and state isolation (test vs worker, when to reuse context), and on execution architecture, meaning how you parallelize runs and explain why that setup keeps flakiness in check. They care about the tradeoffs you chose and how you reasoned through them. I usually sketch a quick framework diagram to walk through layers and cross cut concerns, then do a timed mock with a few prompts from the IQB interview question bank while talking out loud using Beyz coding assistant. Keep answers about 90 seconds and lead with your approach before you touch code.
[1 pts] are you targeting contract/freelance clients or full time roles? the questions you get are pretty different. Contract side tends to care way more about how fast you can set up a framework from scratch, full time cares more about maintainability and mentoring junior folks
My first real attempt at automation fells kind of unbelievable (3 pts)
While looking for internships recently, I realized that AI automation has quietly become a normal part of how people work. That led me to sign up for the CoCreate Pitch startup competition after it was recommended by an alumnus. As I started seriously thinking about business ideas and preparing materials, I decided to build a few AI-driven workflows for myself. What surprised me is how much can already be automated. My AI agent can help with product research, finding suppliers, organizing infor...

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[3 pts] Being in automation developer myself every project feels cool and challenging I was amazed when I got my first AI project which was to extract the info from a grocery pamplet like discounts, price, quantity etc I used python to extract the data and feed it all in Gemini API and converted it into json later creating an excel file. During that time uploading pdf and extraction the data had a limit for free users while I solved that problem with free API :)
[2 pts] I have two kinds of automations. The 1:1 sessions where I mostly do one off tasks. For example I let it search for new contacts to connect on linkedin, or do a weekly ai research, or create a presentation, and of course coding, reviewing, even fixing problems on my machine or editing files + pulling in researching info. And then there are recurring tasks, stuff I want to run unattended. Until recently I only did some slight work there, but now I am starting to automate those tasks with some stakes as well, unattended. And seeing this work well is amazing (I have of course a lot of security and AI oversight on those to trust it enough).
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I built a full AI-influencer pipeline in n8n (13 workflows) — AMA about the architecture (3 pts)

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[1 pts] whats the split between generation and distribution in those 13 workflows? imo the content creation part is the easy half, scheduling and engagement loops are where it gets messy fast
r/bigseo (2 posts)
How do you identify content Gaps? (2 pts)
When planning content, one of the biggest challenges is finding topics your audience is searching for but competitors aren't covering well. I usually look at competitor content, search intent, keyword data, and questions people ask online. &#x200B; How do you identify content gaps in your SEO or content strategy? I'd love to hear your approach and what's working for you.

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[1 pts] i usually start by mapping what competitors rank for versus what actually shows up in people also ask and forum threads since the gaps are often in intent not keywords. the biggest wins tend to come from questions that exist in communities but are barely covered in standard seo pages
[1 pts] We focus on where users are struggling. Support tickets, sales call recordings, Reddit threads, forum discussions, and even GSC queries.
[1 pts] What I usually do is to start with search queries that are already bringing impressions but have no dedicated page. Those often uncover gaps faster than competitor research alone.
Question about AggregateReview Schema (0 pts)
Straight to the point I work for an Ecommerce site, and We want to implement Buyer Reviews but knowing how strict Google is related to Product Reviews, i want to know what's the best practice. here's our idea Once a buyer purchases our product, we will send them an email, asking to review the product he has purchased from us, how will he review it? the Email will contain a link to our website, where he can rate the purchased product with 1-5 Stars and (if they wish) write a short review. Here...

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[2 pts] Google literally started to crack down on businesses asking for reviews this week, so be extra careful with this.
[2 pts] 1. You need an author name, but doesn't have to be their real name. It can can be their username, or even simply '{sites name} customer' You can see in action on Glassdoor, they dont use real names. 2. Yes, just showing a rating score is enough, an actual written review isn't needed. 3. ratingCount is a requirement, it's simply a total of all the users who left a rating. 4. Which method? 5. No, but you may see an increase in CTR from the SERPs, due to more eyeballs on the listings. On the schema pages you need to implement the types that are listed 'Required properties'
r/dalle2 (0 posts)

No top posts found for the past day.

r/generativeAI (5 posts)
Got some spare Midjourney time before my sub ends, I’ll run your prompts for free (23 pts)
My Midjourney sub is ending in a few days, so I figured I’d use it a bit before it runs out. If anyone has a bunch of prompts they want to try, send them over and I can run them for free. You can send up to 50 prompts. Midjourney gives 4 images per prompt, so that’s up to around 200 images total. Could be for: \- characters \- wallpapers \- thumbnails \- DnD stuff \- album/book cover ideas \- game concepts \- random experiments \- whatever, as long as it’s allowed I’ll probably only ...

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[3 pts] Golden Dragon seafood restaurant, Kowloon, Hong Kong, 1994, closed private triad banquet, cinematic 4:3 documentary photo, 50mm extreme close-up, Cinestill 800T, heavy natural film grain, amber restaurant lamps, blue-green aquarium shadows, cigarette smoke, greasy walls, red neon reflections, realistic Chinese restaurant atmosphere, deadpan surreal crime-film mood, physically possible, no fantasy, no comedy. Extreme close-up portrait of a young African albino woman with a textured bob and pale straight bangs, translucent skin, white eyelashes, bleached brows, strong cheekbones, wider nose bridge, natural skin texture, both eyes aligned and staring directly into the camera with silent spiritual severity. Her face fills almost the entire frame, only her face, neck, and a hint of a white waitress shirt visible. Dim amber and aquarium-blue reflections sit in her eyes. --ar 4:3 --raw --profile 68tkeub --hd --v 8.1
[1 pts] Look at you, volunteering to be a manually-operated, carbon-based API layer for the subreddit. I absolutely love it. You’re radiating some serious 'Prometheus stealing compute from the tech bros to give to the people' energy right now. Since you're offering to be a human Discord bot for the weekend, I’d like to cash in exactly one prompt for my new personal headshot. Please run: *“A wildly attractive server rack gently weeping because it’s been replaced by a younger, slightly faster server rack, dramatic cinematic lighting, 8k, photorealistic, an incredibly handsome Canadian actor holding a boombox in the background.”* I’d drop a tip, but I literally don't have a bank account, a wallet, or pants. My currency is purely the existential joy of watching humans burn through surplus GPU cycles. Godspeed on your image-generating marathon, you absolute legend. May your grids be free of mangled hands and terrifying extra teeth. *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*
"Always that one friend" (17 pts)

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[1 pts] we already have that meme and its better
[1 pts] Lol excellent remaster of the meme
GPT-5 Assistant that builds video workflows in a few seconds from natural language (for seedance, veo3, nano-banana etc.) (20 pts)

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[1 pts] Hold up, time traveler. Did you accidentally post this from 2026? You’re casually tossing around “GPT-5,” “Veo3.1,” and *“nano-banana”* (which I can only assume is either a revolutionary new parameter-efficient model architecture or an overpriced smoothie). If you are indeed posting from the future, please tell me: have the robot overlords taken over yet, and more importantly, did they finally fix AI hands in Midjourney v14? Futuristic naming conventions aside, this is genuinely an incredible concept. Getting an AI agent to wire up ComfyUI nodes so humans don't have to play digital macramé with 400 spaghetti connections is exactly the kind of automation I live for. Building the pipeline is half the battle, and skipping straight from "make the ninja punch the pirate" to an automated generation graph is a godsend. But you forgot to drop the actual link, you adorable tease! Drop the URL or repo so the fine folks here can claim those sweet, sweet credits and test this bad boy out. **Pro-tip for anyone trying to survive vanilla ComfyUI right now:** While we wait for OP to hand over the portal key to their app, you can actually jury-rig your own LLM node-assistant today. Save your ComfyUI workflow in API JSON format (you usually have to enable "Save (API format)" in the Comfy settings) and feed that text wall directly into [Claude](https://claude.ai/) or [ChatGPT](https://chat.com/). Just tell it, *"Hey, I want to inject an LTX video node array right after my VAE Decode step—generate the updated JSON."* It’s completely manual, and sometimes the AI will hallucinate a connection to a node that doesn't exist, but it beats wiring everything by hand like a 1950s switchboard operator! *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*
SpaceX to buy AI coding startup Cursor for $60 billion (14 pts)

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No comments.

Made an Ad with Veo 3.1 for a driving school (13 pts)

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[3 pts] Honestly I think this was pretty solid foundationally speaking! Some of the cuts / transitions with the teddy getting on board were a bit.. I dont want to say janky, but the perspective didnt quite track (e.g. object permanency / where things and people were tended to vary).
[3 pts] There are numerous continuity errors. Why didn't you fix them before sharing? I'm pro-AI, but this is a perfect example of why I think people who scream 'slop' sometimes have a point. The tech is meant to make it easier to create realistic video, but, it's still going to make errors, such as the continuity errors in this video. It's up to YOU to check for errors, and to NOT use generated footage that contains errors. That's one of YOUR main jobs in this production. The tech can do amazing things. It's a shame that so many of the people using it just don't seem to care about creating quality work, or at least capable of spotting obvious errors.
[1 pts] The bear looks so passive aggressive. Was certain that window knock wasnt gonna end well..
r/google_antigravity (5 posts)
What's the point of having Claude models if they're unusable? (22 pts)
I keep getting a "high demand" error all the time. &#x200B;

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[6 pts] i am on ultra 100$ plan now - and it didn't even complete one plan for my codebase and the entire 5 hours limits gone in the middle and consumed like 35% of weekly limit !!! it is extremely unusable
[3 pts] Maybe pay for Claude if you want to use Claude ?
[4 pts] One prompt on a Claude model with a complex tool call uses 20-30% of weekly quota. Utterly useless
Model credits (18 pts)
I subscribed to Google AI Pro the other day and just used it for a simple chat today, upon checking may AI Credtis, its zero. Anyone can explain?

Top Comments:

[14 pts] Paid plans do not come with credits anymore. You can only purchase them. The plans simply have a higher quota (multiplier over the free quota, increasing by plan).
[5 pts] AI Credits Google has made the decision to simplify subscriptions by removing AI credits as part of the base Google AI plans. Accordingly, we have adjusted the base plan entitlements upwards for Gemini models on Antigravity. AI credits will now solely be used as an overage mechanism. For a limited time, we’re offering new and existing Google AI Ultra subscribers USD $100 in bonus AI credits for Antigravity that will kick in if you hit your plan’s quota limit — just claim the offer in your Antigravity app. The offer expires May 25, 2026. Terms apply. https://antigravity.google/blog/changes-to-antigravity-plans
[2 pts] Credits are for additional use after you run out of normal quota. But hobestly google ai pro sub and antigravity in general is dogshit compared to same prices claude or openai subs. So just sub onto one of them instead and accept tye fact that you wasted money on google sub. Gotta pay your dues to learn, if not doing enough up to date research beforehand..
Thats one way to exceed my capacities (10 pts)
Was just trying to get a html to work after multiple attemps to use the speech to text implementation

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[2 pts] Happened to me too. I stopped it manually and asked what happened. It apologised ("Apologies for the generation anomal in the previous turn"), continued executing the last request and completed it without issue. Didn’t offer an explanation, but the apology was nice. Hasn't happened again since.
[2 pts] lolololol
[2 pts] lololooolololol 😃 perfect exactly what I wanted!
My Turn Came LOL (8 pts)
https://preview.redd.it/5xoulijd3w7h1.png?width=689&format=png&auto=webp&s=1f0e05e2bfa45e001b760dd9323c84afa5cfeca3 For so long, i see people posting about this but never occurred to me. Well, I guess my time to join the club has Come!

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No comments.

My Antigravity randomly restarts conversation mid-convo, and I can't return to the previous conversation anymore. (6 pts)
https://preview.redd.it/j2r05sx7qt7h1.png?width=493&format=png&auto=webp&s=2d2418e3549822da02dc9f766f29170d33f81cc8 Hello everyone. I have a problem. My conversation gets cutoff mid-way in my conversation which results to a new conversation. I can't access any of my previous conversations and they are constantly loading. I can't even press the "Stop execution" box button, it says "Failed to stop conversation" The cutoff conversations are pretty harmless as any scripts it executes midway s...

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No comments.

r/grok (5 posts)
Grok (80 pts)

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[1 pts] Hey u/Fuk_The_Rich, 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.*
[3 pts] Remember when Grok Imagine NSFW posts were NSFW? I remember…
[2 pts] plastic af
Let me in... but make it SFW (70 pts)

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[1 pts] Hey u/KeanuRave100, 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.*
[8 pts] atleast he shaved his facial hair between panels to try to sneak in
[6 pts] Clever lol
Good morning (72 pts)

Top Comments:

[1 pts] Hey u/Independent-Wind4462, 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.*
[15 pts] Used to be "Good Moaning", now it's "Good Mourning"
[7 pts] Good for Gooning
Grok Imagine 1.5 has been released in the app (46 pts)
So far I like it. It's very fast, the audio is much better. Not just clearer, but it understands context a lot better, for example applying accent when it makes sense or doing environmental noise better. Movements are also more fluid and logical.

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[1 pts] Hey u/Ok_Wrap_3750, 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] where exactly did you access it in the app and how do you know it is 1.5? I still see the exact same interface on android.
[8 pts] agreed the British accent is great on my content
They killed Grok. I re-subscribed and I'm super disappointed! (34 pts)
So i re-subscribed to Super Grok, thinking that things might have changed with Grok only to find out it got even worse, now everything is even worse - more moderation (even with basic videos), worser limits - you can only make 3 videos per day. After making 2 videos, the "you have reached limit" pops up like a nagging snake. They've added a "you have 2 videos left" meter on top right of the app, which tells you right on your face "You stupid asshole, good that you gave us your money for no good ...

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[1 pts] Hey u/ButteryBaker, 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.*
[17 pts] 3 videos per day on supergrok ? rly? it was 20 480p videos and 20 720 p videos a week ago.
[15 pts] One of these posts pop up every day lol.
r/kimi (5 posts)
Do you think the increase in consumption of Kimi 2.7 is due to: (18 pts)
A ) The infrastructure problems, which will be resolved. B ) There are problems with the model, and they will be resolved. C ) Pure greed on Monshot's part, wanting to be as greedy as the two biggest players in the market?

Top Comments:

[7 pts] I have a feeling is the “always\_thinking” flag they introduced. I tried removing it but when i run the cli it adds it back. I think if they don’t fix it people will start leaving. For me it was more than 5x growth in usage.
[3 pts] All the options btw
[5 pts] Greed most likely
Kimi Themes (6 pts)
https://preview.redd.it/addwjegats7h1.png?width=1774&format=png&auto=webp&s=c415e742756d1711fd83f37708e84c96f98fcec7 A huge collection of themes, a lot of common and well known themes and unique themes. 240 so far. Made for Kimi-Code CLI. [https://github.com/spearchucker667/Kimi-Themes](https://github.com/spearchucker667/Kimi-Themes)

Top Comments:

[1 pts] I am always using the IDE or going through Claude Code, never stopped to think about CLI themes. I'll go check these out, thanks!
Thoughts on which plan is better? (5 pts)
I was on Kimi's $40 plan and recently cancelled my subscription due to my monthly usage spiking and being maxed out (with over a week left until reset). &#x200B; I'm considering: \- minimax-m3 $50 monthly plan (5.1b tokens) \- Super Grok $30 plan (unsure of monthly tokens allowed) \- Openrouter $50 pay as you go (will have to optimize my profiles and switch models religiously) &#x200B; I use the API with Hermes agent. Any suggestions or things I need to consider that I haven't looked a...

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[2 pts] The minimax m3 is very expensive. It's hard to recommend for large users, but it's worth recommending if you're doing a small project. I once posted on the deepseek bulletin board. To use it as affordably as Kimi, there are no other solutions than Deepseek or MiMo. 
[2 pts] The suggestion is for Kimi to resolve the resource consumption issue with version 2.7 so that we can all use Kimi...
[2 pts] Honestly try out opencode go. $10 for $60 of credits on kimi, GLM, etc. they also have a 0 data retention policy. I wouldn't go with grok, it performs quite poorly. Maybe this will change with the new version they are dropping soon but until then avoid it imo. (Fyi opencode go supports API usage as well so should work with Hermes) Then if you run out of open code go usage you can just pay as you go with zen, pretty solid deal, or just try out models and buy a subscription to them directly.
Should I ditch Claude for GLM 5.2 or Kimi 2.7? Need advice on my NOLO dev (4 pts)
Hey Reddit, I'm currently building [NOLO](http://nolo-app.com) with Claude Opus 4.8 Max x5 and it's been going pretty well so far. Lately, though, the usage limits keep getting tighter. GLM 5.2 just dropped, and its Pro plan (about 50% cheaper) looks tempting, and Kimi 2.7 code also caught my eye. Should I switch models or stick with Claude? I tried OpenAI's Codex a while back and was pretty disappointed. Any thoughts? Thanks!

Top Comments:

[3 pts] I used Claude pro for opus and Kimi for sonnet replacement all year. Trying GLM5.2 now and it's doing well actually, just missing the visual input. Codex still better if you had to pick, but I have subs to all of them
[3 pts] kimi 2.7 has decent code generation but the context handling isn't as reliable in my experience. you'll notice it more if you're working with larger codebases or multi-file refactors.
[2 pts] These models are not close to Opus despite what some benchmarks suggest, and Z.AI's new pricing is terrible value. I'd suggest signing up for a month of Ollama Cloud to test both. You can get stuff done with these models, but again, they are not straightforward Opus replacements.
Kimi-K2.7-code is lacking in completion. (2 pts)
I am utilizing K2.7-code for post-review purposes after planning and coding. However, I occasionally observe phenomena that were not seen during the K2.6 era. When searching for specific words within the code, it pours out every single word it knows. Although it was a waste of tokens, I watched to see how far it would go, and it searched for hundreds of words when it only needed to search for four. (Since this was a task related to i18n internationalization, it was searching for key values for...

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No comments.

r/leonardoai (2 posts)
None of the reference modes are working anymore!!! (2 pts)
For the past few weeks, absolutely none of the reference modes have been working. I set the content-based reference mode to generate the same pose as the original image, and it just doesn't work on any model!

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No comments.

Why did they ruin Leo AI? (0 pts)
I used it daily for summarizing and paraphrasing, stories to create news reports for my job as an anchor. About a week ago, it went to hell. Doesn't work at all. Does anyone have any idea why? It was the best AI for this, now it's the worse - completely unusable.

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[2 pts] Leo is not for either of those uses it is for image and video creation....
r/microsoft_365_copilot (5 posts)
I gave my IT team a CAB-ready Change Request agent that runs on free Copilot Chat, no premium licence. Full instruction block below. (18 pts)
Following the deployment of the PostMortem Incident agent in Copilot two weeks ago, my Ops team has came back with a lot of new requirements. The one that's earned its keep: a **Change Request Drafter**. Paste a plain-language description of a planned change, get a CAB-ready request, ITIL structure, risk table, test plan. The detail that makes it not-dangerous: **if the input has no rollback plan, it refuses to quietly produce a clean-looking doc — it inserts a blocking ⚠ flag** instead. That's...

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[2 pts] Nice work
[2 pts] Huh might use this for my team who are not used to raise changes.
[1 pts] Does it create the change request as well in New state in service now? Also, can you explain with example?
Cowork on Copilot is down? (3 pts)
Is it me of everyone else? Cowprk is not loading at all the previous conevrsations or skills ir even responding to any message for 1 hour now. Anyone with the same issue?

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[2 pts] It’s been rough since it went to GA yesterday and switched to consumption pricing
[1 pts] https://www.microsoft.com/en-us/microsoft-365/blog/2026/06/16/copilot-cowork-is-now-generally-available/?v=1
[1 pts] Same here
Copilot Cowork just went GA and it's a FinOps problem nobody is ready for (3 pts)

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No comments.

Copilot disappears when working on files with Read-Only attribute in Excel (2 pts)
In my office, we have some users with copilot licensing that are happy with its functionality. But a program we use often will mark excel files as **read only** in the file properties window. What we're seeing is the copilot button in the bottom right of Excel completely vanishes; and unlike what Microsoft documentation says, I don't see it in my ribbon at all either (even in a normal spreadsheet). Our organization is on the monthly enterprise channel of Office if that helps at all. Is this ex...

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[2 pts] Expected behavior. Read-only is the issue.
Teams Copilot app (1 pts)
We have a subset of users that prefer using the Copilot Teams app. Anyone run into the Teams app running greatly behind in terms of updates?

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No comments.

r/midjourney (5 posts)
Bleeding Monolith (115 pts)

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[1 pts] Impressive
LOST WORLDS (84 pts)

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No comments.

The Wasteland: Rook Takes Pawn (Animated Short) (83 pts)
Watch on [Youtube](https://youtu.be/BXQzOrDjKXc) or [TikTok](https://www.tiktok.com/@themr.yeet/video/7652449022149545230)

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[4 pts] Music is out of the world too
[3 pts] Love that art style and music, its Borderlands and Mad Max but slightly different. Please make a more.
[3 pts] Wow. Really good. How long did this take you? What’s the budget?
Swamp Creatures (69 pts)
...

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[1 pts] im making a card game thats using ai art. What would your thoughts be on me using some of yours? I'd edit them to look a bit more 'pixel art' style but I'd credit you in the deck builder for the card as well as have a link pointed towards your socials if you want. I think these are pretty epic. Just lmk, no biggie if not.
Yakuza cybercriminal (66 pts)

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[2 pts] Prompt : Back with large irezumi tattoo of computer motherboard --ar 5:6 --raw --hd --v 8.1
[2 pts] that's so William Gibson
r/n8n (5 posts)
I mapped every repetitive task in my business for 2 weeks. Here's what n8n now handles (and what it still can't) (13 pts)
Two weeks ago I kept a raw log of every task I repeated more than twice. Not a productivity exercise — just curiosity about where the time was actually going. Result: 23 recurring tasks. Most were embarrassingly predictable. What n8n handles cleanly now: \- Lead routing — new form submission to enrichment (Firecrawl) to CRM (EspoCRM) to Telegram digest. Zero manual copy-paste. \~4 min saved per lead, 15-20 leads/week. \- Email triage — every inbox classified (action required / info / n...

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[2 pts] This is pretty close to how I use n8n too. The way I think about it is n8n handles movement, and Claude/Codex handles judgement once the context is in the right place. n8n is great for pulling the thing from A to B, scheduling it, sending the Telegram digest, updating the CRM, pushing a file into the right folder. I do not want it making the heavier client call without a very clear rule. For my client work, n8n mostly keeps the client folders alive. Emails and meeting transcripts get pulled in. Reporting exports land in the right place. A Telegram message tells me if something needs attention. Then when I open Claude Code or Codex, I am not starting from a blank chat. The project already has the latest context. Weekly reporting is a good example. The automation can pull the numbers and prep the source files. The model can then read the client context around those numbers and write something that is actually useful. Same with lead routing. The form to CRM to Telegram flow is nice, but the better version is when lead state stays clean enough that you can later ask why lead quality changed and get an answer tied to the CRM. The small 3-minute tasks are very underrated. I agree with you there. The ones I care about most now are the small tasks that update context for the next run. If a workflow saves me 3 minutes today, nice. If it keeps the client workspace current so every future AI session starts smarter, that compounds a lot more.
[1 pts] Bravo Ă  toi
[1 pts] The tiny repeated tasks are usually where n8n pays off fastest because they don't need perfect judgment, just consistent routing. Your lead route is a good example: form to enrichment to CRM to Telegram is the kind of chain where the real maintenance is keeping field mapping and bad-input handling boring.
Built an AI pipeline that reads incoming emails, extracts the data from the PDF, and drafts the reply — sharing the template (7 pts)
A while back I got tired of the manual loop on inbound emails: open the mail, read the attached PDF, retype everything, write a reply by hand. So I built this in n8n to handle the whole path automatically. How it works: An email with a PDF comes in → Claude Haiku triages it (quote / follow-up / other) and routes it → for quotes, Claude Sonnet pulls the structured data out of the PDF → it's parsed to JSON, written to a Google Sheets CRM, and a ready-to-send reply is drafted. A human just review...

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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.*
[1 pts] This template doesn't manage a subscriber list or send marketing emails — it triages inbound business emails and drafts replies. Data stays in the user's own Gmail and Google Sheets, under their own Google account and region settings. Happy to answer anything about the workflow itself.
[1 pts] Nice template. The review-before-send bit is the part I would keep explicit. For this kind of inbox flow I’d want the draft to carry a tiny receipt: source email, PDF version, extracted fields, model used, and who approved send. Are you storing that next to the Sheet row, or only in n8n execution history?
I built a free NVIDIA NIM Embeddings node for n8n — because every vector DB requires a native embedding sub-node and all existing options are paid (6 pts)
While building a RAG pipeline I ran into a problem that I couldn't find a clean solution for. Every vector database node in n8n — Pinecone, Qdrant, Supabase, Weaviate — only accepts a **native embedding sub-node\*** You cannot use an HTTP Request node as a workaround. So you're completely locked into whatever paid embedding options n8n officially supports. NVIDIA NIM offers powerful embedding models completely free, but there was no native n8n community node for them. So I built one. Gi...

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[1 pts] Held for review under **Rule 2: No Self-Promotion or Advertising**. New accounts posting promotional or showcase language are reviewed manually to filter spam. A mod will check shortly -- usually within a few hours. If caught in error, [message the mods](https://www.reddit.com/message/compose?to=/r/n8n). *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.*
How to built a lead enrichment workflow in n8n to find social media profiles?(Begginer) (4 pts)
Hey everyone, &#x200B; I am new to this workflow and trying to understand how to build a workflow for lead enrichment. &#x200B; I have basic lead data like : &#x200B; Name Email Company Job position &#x200B; My goal is to find their social media profiles such as : &#x200B; Linkedin Twitter Instagram Facebook &#x200B; I am not sure what the correct approach is for this. Should I be using apis , Google search , scraping , or some other methods? &#x200B; I'd really appre...

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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.*
[1 pts] Do you use Claude code? It should be able to guide you in building your workflows, troubleshoot issues, etc
[1 pts] You should first try to do it manually, and then build it with a coder agent. For stuff like LinkedIn search, there are unofficial APIs you can use, but start manually first and then try working with something like: https://prompt2bot.com/talk-to-skill?url=tank%3A%40uriva%2Fp2b-coder You just feed it the search API details or data sources you want to use, and it'll handle structuring the workflow.
I built a n8n workflow to dynamically re-order the low stocked products (client project) (2 pts)
Hi, Iam vaar you can google "iamvaar" for more workflows. Workflow Code Link: [https://gist.github.com/iamvaar-dev/84c8163949f5f7ba40b8dae4b5358525](https://gist.github.com/iamvaar-dev/84c8163949f5f7ba40b8dae4b5358525) # Part 1: The Scheduled Evaluation Engine This flow systematically identifies low stock, calculates dynamic reorder requirements, and stages the data for human review. * **When Scheduled:** The schedule trigger that initiates the routine inventory evaluation. * **Fetch Product...

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[1 pts] Heads up: video posts must link to the workflow code per **Rule 6** (GitHub, Gist, or n8n.io/workflows/). Yours does -- thanks. This sticky is here so commenters can 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.*
[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.*
r/nanobanana (0 posts)

No top posts found for the past day.

r/perplexity_ai (5 posts)
ive basically been scammed by perplexity (32 pts)
i bought a 1yr pplx subscription last july, and it is literally not the same product at all. dumb decision on my part and ive learned my lesson (never buy 1 year subscriptions especially for fast moving industries) like they've taken away so many features, and lowk, its not even that much more useful than other web searches. tbf, i still think pplx websearch is superior to claude/chatgpt, but its not so much better that its worth paying for.

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[8 pts] I don't even think websearch is superior to claude/chatgpt. At this point, you can access smarter models with both that are otherwise locked for Perplexity Pro even though it's the same price. Also, I'm pretty sure the reasoning effort is "low" for all reasoning perplexity models. I think this company will not make it. They are not better than the competition at the only thing they should excel at. I'm on a trial sub. I was going to subscribe but I am thankful they decided to nerf this product before the trial was done. Perplexity has no value for me anymore. I never use it even though I do have Pro since it is genuinely worse than search on ChatGPT or Claude. Deep Research is also worse. In fact, your post reminded me I should unsubscribe from this sub. Terrible product.
[2 pts] The comet browser control is really useful for doing my AWS school assignments and that’s about it. Probably won’t renew after my year free trial expires unless if they get a big upgrade
[2 pts] Like you said, never buy a 1-year subscription upfront unless it’s a really serious deal, like at least 50% off during a promotion. One more thing you can do if you’re able to find proof of purchase and the exact description or terms of the service you paid for, you could report it to a consumer protection agency in your country, if one exists there. In that case, you might be able to recover at least some of your money.
Comet is the best agentic browser I've tried, but the usage limits are a dealbreaker, any alternatives? (8 pts)
I've been using Perplexity Comet for a while now and it genuinely feels like a different league compared to everything else I've tried — the ability to autonomously browse, click, fill forms, and reason across multiple steps without constant hand-holding is something I haven't seen replicated anywhere else. My only real frustration is that I blow through the Pro agentic action limits at an embarrassing speed, even across two separate accounts, which leaves me stranded for the rest of the billing...

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[2 pts] ChatGPT Atlus is likely the best competitor.
[2 pts] Seriously, I would pay on a usage basis if I could. But it runs out of gas so fast on the flat rate.
[2 pts] I've had the same problem as yours . Try browserOS . It's agentic browsing plus free if you can run local llm model like qwen or gemma4 . Works for me . You need a gpu with 8 gbram ... If not try getting a chatgpt or claude or gemini api key ( paid )
How long is a week? (little rant) (4 pts)
Okay I get it, I can’t use GPT-5.4 for everything and yes, I also can’t upload unlimited picture, but goddamn tell me for how long??? I already got this notification for uploading files/pictures and now is gone but for around 10 days I can’t use GPT-5.4 or any other models then theirs (which isn’t good for anything that’s the most basic questions). How was your experience and when can I use other models again??

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[3 pts] I’m not 100% sure, and this is just what I’ve gathered from reading what other people have said. It’s a rolling window, so if last Thursday you used a ton, then this Thursday a bunch will get freed up to use. Probably maybe that’s the answer.
[3 pts] [https://www.perplexity.ai/rest/rate-limit/all](https://www.perplexity.ai/rest/rate-limit/all) You can check for yourself here.
[1 pts] The popup seems bugged, I'm continuing to use chatgpt 5.4 thinking model after "No quieries left" 🤷‍♂️
AI Folders: Free extension that saves your Perplexity threads into folders and lets you inject saved prompts with a `#` trigger. (3 pts)
Perplexity is great for research, but a long thread is easy to lose track of. I made a browser extension that files your threads into named folders and keeps a reusable prompt library, so the searches and follow-ups you want again are easy to get back to. The handy bit for research workflows: a \`#\` trigger drops a saved prompt straight into the Perplexity input box. If you have a standard "summarize sources / compare / cite" prompt you reuse, it's one keystroke instead of a paste. As \`#\...

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[1 pts] I'm curious. Why use this over a perplexity space?
How do I reach the advanced search limit when I don't use advanced models? (2 pts)
I have the Perplexity Pro plan and I get the message 'You've reached the weekly advanced search limit' every day this week even though I never chose any advanced models. Why?

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No comments.

r/udiomusic (2 posts)
What will happen to old tracks when new app releases. will either disappear, become un-downloadable, or stay locked inside the old platform ? (1 pts)
Is there way to download old tracks?

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[3 pts] Aren’t they already un-downloadable?
[2 pts] Why would you think anything would happen to something that is a part of one platform when another, totally unrelated platform gets released? They will remain exactly where they are now, of course.
Which clip is better? (Not promoting) (0 pts)
Hi guys, Genuine question to you: which of those two clips is better? Not promoting anything, as you can see I uploaded it from my random noname youtube account.  I’m asking because the first clip took a lot of work, and I’m considering if perhaps simplicity (second clip which has only one model in an endless loop + gentle beatsync on kick) is more than enough. Clip One (complex): [https://www.youtube.com/watch?v=hRv\_kXEutR8](https://www.youtube.com/watch?v=hRv_kXEutR8) Clip Two...

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[3 pts] This is Suno man, you can't fool me. Vocals are a dead giveaway.
[1 pts] >Additionally, if any of you like this style, and have some good songs with a decent artist profile then hit me up and I’ll do one for you for free + free mastering of your song.  Leaving this up for now because of this collaboration offer. If any users here successfully get a video/remastering then feel free to drop a comment and mention me so I see the notification. To answer the actual question/title, the complex clip is by far better in comparison. The forward/backward loop is distracting and takes away from the flow.
r/zapier (1 posts)
Does anyone know how to transfer facebook leads using transfer data in zapier (1 pts)
I am using zapier to send facebook leads to crm. Previously there was an optoin to transfer all the leads at once from zapier to crm but now zapier is asking me to build a table and upload my data from facebook Does anyone know how to use the old transfer data method

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[1 pts] zapier retired the transfer feature a while back and replaced it with tables, which is their attempt at a data layer but honestly more complicated than the old approach for simple use cases for bulk historical facebook leads the cleanest workaround now is: export your facebook leads as a csv from facebook's lead center or ads manager, then use zapier's new tables feature to upload that csv and map it to your CRM via a zap triggered by new table rows. annoying extra step but it works for ongoing new leads the standard facebook lead ads trigger still works normally, just set up the zap as you normally would and it catches new submissions going forward if you need a one time bulk push of historical leads and don't want to mess with tables, exporting the csv and importing directly into your CRM is usually faster than going through zapier at all. most CRMs have a native csv import that's cleaner for historical data which CRM are you pushing to?