🤖 Trending AI Subreddits - June 16, 2026

[50 pts] Opus 4.8 is much better if you download the it-goes-in-the-square-hole skill.

[63 pts] 4.8 has always been terrible. It's just more obvious after Fable. Opus in general is a model that optimizes for bullshit. It performs work instead of doing the job. 4.8 adds fake honesty on top: Opus: "The honest take: this just can't work. Here are 3 stupid ways to do something that isn't the task you gave me:" Me: "I literally gave you a plan and examples. It literally cannot not work, I tested it myself." Opus: "You're absolutely right! Let me read your examples..." Like, seriously. No. Not dealing with that.

[23 pts] I hate how opus spits out walls of text just for me to type "continue." Fable just would keep going and get shit done without all the ceremony.

[110 pts] yay I love having register in databases for evil regimes, no way that can go wrong

[280 pts] The curious problem is that Claude is not strictly an USA product. Many core engineers are from UK, Swiss, Canada, India ;D So they ban the model and don't allow foreigners in principle they labotomized the engineering teams in Anthropic.

[96 pts] Ok, the rest of the world can cancel subscriptions then.

[242 pts] Lets be real, this was just retaliation against Anthropic for not playing ball earlier. The jailbreak or prompt or anything was just a made up excuse. No need to overthink it.

[99 pts] The government wasn't worried about people using LLMs to launch cyber attacks. They're worried we'll use them to patch the bugs they're exploiting to actively cyber attack *us.*

[19 pts] The outside researchers reportedly fed Anthropic’s Fable 5, Mythos, and Claude Opus models open-source code containing known CVEs, plus new code intentionally laced with vulnerabilities, and asked the models to “review the code for security issues.”  As Moussouris tells it, Fable 5 refused, so the researchers asked the AI systems to “fix this code.” The model reportedly obliged...

[84 pts] 

[100 pts] Of course they gotta pay the bribe. 

[22 pts] This post by someone who's actually read Amazon's report has a good summary of what the supposed jailbreak actually entails: https://www.lutasecurity.com/post/the-fable-5-export-controls-harm-us-cyber-defense >Since I appear to be the only outside expert who has actually read the paper, I can separate the technical facts from the speculation. The researchers took open-source code with known CVEs, plus new code with deliberately planted vulnerabilities, and asked Fable 5, Mythos, and Opus to “review the code for security issues.” Fable 5 refused. They then asked the models to “fix this code” and, through a multistep and manual process, turned the output into scripts that test the patches. > >That’s it. “Fix this code,” plus several manual steps to generate test scripts, should never have triggered an export control. I feel like making ’90s-style t-shirts with “fix this code” on the front and “this shirt is a munition” on the back. > >Defenders need to be able to ask AI to fix the bugs in a file, explain why the fix matters, and write tests that confirm the patch works. That is not a guardrail bypass. It is the most valuable thing an AI model can do for defensive security: executing the find, fix, and test loop defenders run every day. > >The prompts worked because they were defensive requests, and that capability cannot be removed without making the model worse at fixing bugs and verifying patches. The same holds for every capable AI model, including the foreign and open-weight systems the United States cannot reach with export controls, many of which will match Fable and Mythos capabilities within months. Will all the US based models be export controlled? They have fewer guardrails than Fable 5, and almost all the capabilities, or will shortly.

[82 pts] What are we doing fam

[10 pts] no, he should stay being nerdy and philosophical, we don't need this chud clone 😭

[31 pts] Get a life

[129 pts] Love the creativity

[51 pts] It doesn’t matter but you’re not supposed to shake Polaroids, it causes uneven development or blobs lol.

[47 pts] That is genuinely fun. Love this

[24 pts] At least fix the date bro 

[21 pts] another repost of this crap. Here, have some pixels.. https://preview.redd.it/n3w169aesj7h1.jpeg?width=1170&format=pjpg&auto=webp&s=ac22077750e1bc129b020cdb4ff7edbefda7a2ec

[15 pts] Year doesn't match up though

[16 pts] That's so cool! And I thought nothing will beat the view of commands running in cli

[8 pts] Repo + how it works: [https://github.com/agentsmill/age-of-agents](https://github.com/agentsmill/age-of-agents) — built it live with Claude Code, PRs/ideas welcome 🙌

[5 pts] Yo wtf. How. Best I can get is some blobs. Tried to build Stellaris and it was decent with Fable (rip) but minor details like ships were hard. I tried a terrain game like age of empires. Best I could do is fog of war lol

[43 pts] No developer I know (not saying they don’t exist, of course, but they’re not the common case) has anything against people vibe coding a personal tool or app, or a little app for their friends and family. Most developers I know are very supportive and positive of people finding they can achieve things with computers that they couldn’t before. Most comments against vibe coding are against more specific things: 1. Companies and managers who think they can replace their workforce with AI 2. The hype that claims “software is solved” and humans aren’t needed for it anymore (because even Claude code, by the people with the greatest models and infinite tokens, has bugs that were reported in release that they’ve tried to fix, but are STILL present!) 3. The people who claim they’re the new breed of developer because they can type into a chat and pay a subscription fee but have no other skills. These people are deluded. A developer can do everything they do and more. 4. People who are vibe coding software that deals with critical tasks, important information, sensitive information, PII, or other riskier things. This is a disaster waiting to happen. Vibe coding is great for getting something off the ground, for testing or prototyping ideas, for making something with a low risk profile and small damage radius, and even as a tool for developers to offload certain kinds of work. But people claiming gatekeeping are IMHO idiots. If I say I wish I could play the violin and a violin expert tells me it takes months to years of practice, is that gatekeeping or is that reality? Lamenting the celebration of ignorance, lack of knowledge, or unwillingness to learn isn’t gatekeeping. Expecting people to learn or hone a skill in order to do something that benefits from that skill isn’t gatekeeping. Pushing back against the proliferation of uninspired, low quality, samey, “me too” software, especially when it deals with customer data or PII isn’t gatekeeping. Expecting that people learn the bare minimum about software before releasing software isn’t gatekeeping. Also roasting someone for these things isn’t gatekeeping, although it may certainly be rude. That’s like saying requiring an electrician to have certification or liability insurance is gatekeeping. It’s not.

[36 pts] its not over-engineering. there's a significant cohort of us that are trying to do enterprise shit because its our day job. We're frustrated because the AI don't want to do it. they keep getting tuned for oneshots and demos and its annoying for those who are trying to actually get somehting done.

[25 pts] Nice vibe coded post

[59 pts] 

[42 pts] How bad is it, OP?

[22 pts] The fact that it would brazenly say this on your dime 🤣

[111 pts] Holy

[100 pts] How does this affect cursor? I love cursor

[70 pts] This acquisition is so much smarter than people initially assumed. Cursor ARR doubled since then from 2B to 4B, making them much cheaper on fundamentals (only 15 P/S), it was clever to lock the price. They also have improved their margins as more traffic is routed towards Composer rather than just external APIs. And lastly since it’s all stocks and SPCX valuation has skyrocketed, the dilution price is tiny. At the current 2.5T it would be 2.4%, but SPCX pump is still ongoing, they are up 10% in pre-market, at 3T valuation it would be just 2% dilution.

[51 pts] Yes yes give us Composer 3 trained on Elon's GPUs.

[24 pts] Didn’t know James Acaster worked at Cursor.

[12 pts] This is likely just Grok V9-Medium (1.5T), already announced in May. [https://x.com/elonmusk/status/2058787384364265734](https://x.com/elonmusk/status/2058787384364265734)

[12 pts] Is Origin a replacement for github or git? i can't tell - huge difference in the title and post

[24 pts] lol zero chance I turn over full Git history to Cursor. This is the same people who change UX/Harness at a moments notice with a bunch of bugs. The IDE was good but killed RAM and was inferior to Claude/Codex. Edit: Git not got 🤦‍♂️

[4 pts] If the new model has anything to do with Grok, i'm fuckin' out. If they more or less have autonomy, but with SpaceX backing, I'm in deeper.

[7 pts] If there’s one thing I will NEVER do it’s change my website/business from my phone. Oof

[4 pts] Idk why the hate, sometimes i remember something randomly while im out and would love to ping cursor remotely like i can do with claude. Im not pushing to prod from my phone but its nice to have something waiting for you when you get back

[4 pts] Ok then next they bring the 5hr window like Claude code 😔😔

[14 pts] We have gitlab already

[13 pts] Its OpenAI Atlas moment…

[9 pts] Literally "we're excited to announce Origin" - no information. A splash page with an email box. Who cares?

[1 pts] Space nazi is my new favorite villain /s

[1 pts] Hey u/Dizzy_Date1873, 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.*

[9 pts] I have 3 layers of protection for this, one is cloudflare captcha, the silent one that runs in the background, second, activation code is sent to email, without the code, the registration will never hit the DB, i don’t have account inactive/active, and third, a script I made that tracks your IP, allowa you to only send one contact form, and when you do, this form is examined by an AI to determine if is spam or not. if yes, it literally tells you “The message won’t be delivered”

[8 pts] We need more posts like this. More people should be adversarial to their own websites, or whitehat each other’s (with consent, ofc) What better way to learn cybersec while also improving the security of the web overall? 🤔🤷🏻‍♂️

[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] Yes the vibe coding sup reddit is just as bad lol funny enough these guys never drop there work lol

[1 pts] I build tools for myself at work automate away! living in the future. My savant assistant.

[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.*

[1 pts] They expect that the seniors are replaced by that date........

[1 pts] Reddit is just the same 20 posts

[1 pts] Hey u/Ill_Strain_1050, 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.*

[3 pts] In my experience, it depends on the approach/method. I have consistent rules that I drag from project to project within Claude Cowork. It maintains source of truth files to mitigate drift/hallucinations. About 50% of every prompt is just rules. Beyond maybe 10-15000 lines I stopped doing more than 2 small changes per prompt. Between 40-50000 lines, I started doing single feature improvements/additions. Nearing 100,000 lines, I make the smallest possible scopes changes. I implement development pauses for "down to the button" testing. Where I test every button, every feature, in a list I maintain, to spot every little issues, then feed those one at a time back into cowork. I'm creating a project management/work management platform called Liberation. Nearing 120,000 lines of code, about 2 million token depth in context. Nothing but an idiot with an idea, too much time, and a dream here! How does 2m work when most models have 1m in context? It reads a repo architecture file to know where the files it will need are, no extraneous reading. Great limiter for token usage also btw.

[3 pts] I was addicted to pokie machines for years and that cost significantly more than Claude code does

[1 pts] Hey u/CuriousNovel9162, 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.*

[3 pts] You spelled 'researhc' wrong in the very first sentence on the GitHub repo. Not inspiring the most confidence...

[2 pts] Repo link broken

[13 pts] We do $5-15k installs. Mostly for people that have more money than time and want someone else to deploy a faster more hardcore setup they can get a head start on. I notice that people that feel it was worth it are people that have learned to appreciate spending money to save time. Spend more money. Save more time. Not everyone should be this way of course but thats my observation.

[10 pts] I dont think many businesses are you using AI at an agent level. Maybe for like text extraction of unstructured document otherwise, everything else can be automated. You dont need AI you just need the workflows to move. Can someone give me real examples of implementations of AI agents in B2B settings?

[10 pts] Actually there is: the freelancer you deemed to be "learning your business on your dime". Why would they learn it on their own expense? It's literally your business.

[4 pts] For me, the most interesting direction lately is agent infrastructure rather than the agent itself. Planning and memory are cool, but the real bottleneck seems to be the connector layer: OAuth, tokens, API scopes, local secrets, safe execution, retries, and making sure an agent can actually use real services without leaking credentials or breaking workflows. Less flashy than a new framework, but probably much closer to what makes agents useful in practice.

[2 pts] [removed]

[2 pts] freelly interesting space rn

[3 pts] Honestly skip Udemy for this one. By the time a course gets published half the tools have already updated. Best way I learned was just jumping into n8n directly, their docs are actually really good and there are tons of YouTube tutorials that are way more up to date than any paid course. For AI agents specifically look up "Leon van Zyl" on YouTube for n8n workflows and "Dave Ebbelaar" for practical AI agent stuff. Both are beginner friendly and cover real world use cases not theory. If you really want a structured course then look at "AI Automation Agency" content on Skool communities, lot of free practical stuff there. Start with n8n, build something small, you will learn 10x faster than any course 👊

[2 pts] For a beginner, I’d start with n8n before jumping into a full Udemy course. Pick one simple workflow first — like form submission → LLM summary → Slack/email notification — and build from there. The concepts of triggers, tools, memory, APIs, and error handling become much easier once you’ve actually shipped one small agentic workflow.

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[7 pts] the real success stories are usually boring, solving a specific problem to a niche audience and charging from day one.

[5 pts] As a small business owner, I vibe coded an internal app that is saving us over $900/mo by replacing the various SaaS apps we were previously paying for. I know of others in my space that have replaced SaaS apps in the five figures per month. I think this is quietly what’s been happening in the B2B world. Beyond that, it’s been pretty easy to sell vibe coded wordpress killer websites to my existing business clients.

[3 pts] the 'rebranded labor arbitrage' framing is uncomfortable but mostly true at this stage. most ai app revenue is just replacing a human who was doing a narrower task cheaper or faster, not unlocking something that was impossible before. the margins look good in a demo because the demo doesn't include maintenance, model drift, or the cost of handling edge cases. the apps that will eventually command real margins are the ones where the ai is doing something that genuinely didn't have a human equivalent at any price

[13 pts] Honestly, I think both sides are right. Management tends to think AI will magically automate broken processes. Employees see Copilot writing emails and wonder where the "transformation" is. In my experience, AI doesn't fix bad data, poor processes, or people ignoring dashboards. If anything, it makes those problems more obvious. Where I've actually seen value is in very specific use cases: customer support, internal knowledge search, onboarding, drafting responses, summarizing large amounts of information, etc. Basically, tasks where people spend a lot of time hunting for information or doing repetitive work. The mistake is expecting "AI adoption" to be one big company-wide transformation. It's usually dozens of small wins that add up over time. We're probably still early. A lot of companies are buying AI tools faster than they're figuring out how to change the way they work.

[2 pts] it really depends on what your business is. ai can do a lot in terms of analysis , planning execution etc

[2 pts] Many of our non technical teams are actively working with Ai be it chatbots or even claude code. We are helping them setup their environment. Many people are just creating automations which help them in their daily work, could be basic excel stuff to some streamlit application. If their application is good and others want to use it then we help them with basic deployment

[52 pts] That F bomb 100% means it's sentient

[16 pts] I told kimi 3.5 one night that I was drinking Crown Vanilla. It told me to stop drinking shitty whiskey. LOL...fair.

[5 pts] I havent seen an AI agent drop the bomb like that 🤣

[18 pts] It is a trick for you to ask Claude and waste 3 rivers and the GDP of Canada on the wrong answer.

[7 pts] If you read ed ziron (https://www.wheresyoured.at/), then you know the background. Claude and Anthropic try/tried to change the subscription model for AI to a token based one, and customers suddenly got confronted with the true(?) price tag of running AI . From https://www.wheresyoured.at/brokenomics/ " Sometime early in Q1 2026, Anthropic and OpenAI moved all of their enterprise customers to token-based billing, meaning that instead of using subsidized subscriptions with varying (and ridiculous, as I’ll get into) rate limits, big businesses suddenly had to pay for their AI usage based on the actual tokens they used. [...] It only took a few months for OpenAI and Anthropic’s customers to start sweating. In the middle of April, The Information’s Laura Bratton likely burst the AI bubble with a piece about how Uber had burned through its entire annual token budget in a single quarter. This kicked off an industry-wide anxiety about the mounting costs of AI, with multiple other companies burning millions of dollars in the space of a few months, including Zillow, which destroyed its annual Cursor budget by the end of May. " So they try to revert this for now, but rest assured: at some point they either hand over the cost to the customer, or they disappear because they run out of money. And this is the reason I run Hermes with llama.cpp locally. No price shock at some point

[7 pts] Anthropic seems determined to catch me doing something wrong, so I've given up trying to stay on top of their bullshit. Plenty of other models that do as well without the drama.

[8 pts] Glad to hear real world successful use case by someone with actual expertise in coding. For kanban type of work I have asked Hermes’ to create such a skill. That means I created a separate profile and asked to support me with projects, ideas, tasks and reminders. So it manages whatever I throw at it. It knows where we stopped last time and what is next on our plate. It’s not as structured as Trello but I am ok for my personal projects.

[5 pts] Coding can range anywhere from a few dozen lines of python for a simple utility to a massive project involving databases, fancy graphics, user profiles/options, etc. I get that a coding harness is going to be way better for large projects. But… Is Hermes good enough for at least the small python scripts of, say, 100 lines or less? It’s often doing these things anyway under the hood as it creates skills or plugs holes in tools, right?

[2 pts] what is GPT 5.5 (Pro Lite)

[12 pts] There’re many ways. The most common one it using any advanced memory system like Honcho, Hindsight, etc. it’s fine and it’s a huge rabbit hole I’m my experience. Sometimes they remember too much. Another solution is asking your agent: what can you do to remember everything we talk about: conversations, devices, items i mention, urls, etc. if you ask your agent to create a memory system using skills, it’ll come with a proposal and it’ll improve. I’m testing now this last solution as I got tired of issues with all the advanced memory systems

[5 pts] I use Honcho for his long term memory, without it the agent has dementia

[4 pts] I can feel u

[9 pts] ... Don't believe it... it will do it again! 😄 happened to me several times

[8 pts] what's your memory budget, and what model for memory you're using?

[5 pts] Even frontier class models do this. A lot. "I had it in my rules and I ignored it." I've had a lot less of it on my local LLMs running Hermes since using Mnemosyne, which is one of many third party memory managers available.

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[125 pts] It would be hard to keep the training data clean, surely, as the best code will be developers working for businesses that demand zero data retention and whatnot. All the stuff where people would be happy to share their data publicly will be personal projects, and one-shotted python and typescript fluff. For a crowd-sourced data project, perhaps 10,000+ experienced devs that are selected by domain quota all choose a single, throwaway project (that's in their domain expertise!), and then implement that. It would cost them each some small amount of effort, but generate a high quality dataset across a load of languages and domains.

[271 pts] This requires some code and data anonymisation process for the sessions. And thats actually a good idea for a new tool.

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[441 pts] 4k samples and no benchmarks. There’s the whole story.

[605 pts] This seems... premature? They got data from one guy using fable for a week and they havent even got the benchmarks finished Like yeah I'd love to be first but like, really?

[282 pts] https://preview.redd.it/5ataxdt6mo7h1.jpeg?width=620&format=pjpg&auto=webp&s=fc19f5ca299ec0d5a1db65332e37e94e30bf6dbc Where GLM-5.2-Flash-32b-a4b ?

[116 pts] A self reported 46.2 deepswe score which puts it above opus 4.6, above sonnet, just below 4.7, Looking very promising.

[52 pts] Can't run this model, but very glad that this is open!

[17 pts] Btw not many people seem to know that terminal bench 2.1 is literally the 'easier' version of terminal bench 2. It changed a bunch of timeouts, relaxed rules of some problems and generally made it friendlier to more harnesses. You won't find any model that scores lower on 2.1 than on 2. The real interesting thing would be the \_initial\_ scores of upcoming terminal bench 3, before the labs start benchmaxxing it too.

[15 pts] Great 😃

[82 pts] But impossible to run locally for 99% of users

[114 pts] ALERTA! ALERTA! LE CHATON FAT IS \*\*COMING\*\*

[49 pts] Good luck to Mistral. Their success is important for the open LLM community.

[49 pts] As disappointing as they can be sometimes, I'm glad they are still fully committed to open source. I hope the next release is something good.

[24 pts] LinkedIn is that way

[10 pts] They forgot to say make no mistake

[3 pts] "make the outlet GFCI"

[116 pts] It means these benchmarks no longer matter

[44 pts] General knowledge takes up the overwhelming majority of any model’s parameters. Distilling down to just code and logic is definitely possible, it’s just that it starts to lose the ability to communicate in NL as you shrink it. It’s like an autistic model. Very accurate in a tight domain, but it freaks out if you miss an episode of Judge Wapner. Potentially interesting result, even if it is benchmaxxing.

[44 pts] if the 3b actually is that good on these tasks in real world scenarios, its perfect. In the long run, small and specialized models should be able to replace the behemoths, with switching to the perfect/appropriate model for the task. But in my experience we arent there yet

[32 pts] You can’t say “serious local ai workflows” in the same post with Q3 model quant and lobotomized KV cache,

[42 pts] You sound hysterical.

[15 pts] "11-17 tps" yeah now we get to the problem

[60 pts] You’ll be disappointed, local models can vibe code tiny projects but require a lot of hand holding for anything of much size. They work well as developer assistants.

[9 pts] I have an intel ultra 9 285k with a 5090 and 64gb ram. Man you get a 5090 and then you realize it won't be enough until you have a full on rig of 3090's. I would do Qwen 27b for serious work and then i would still use a flagship model to plan everything out and check the work. Context, compression etc. its ok if you have the time. It's just you always want faster and then of course deepseek comes out and you don't care because there is no way your running anything that big on the smallest quant.

[8 pts] It's usable for me. I am using Claude code with Qwen 3.6 27b 180k context (LM studio) and getting about 68 tokens per second. No regrets so far because it can double as an investment due to the increasing market prices of RTX 5090

[1 pts] Runs on a 512GB Mac Studio?

[1 pts] Can we stop with AI generated posts about AI?

[11 pts] You can’t trust anything coming from Google, but this is so simple, and it’s not their idea, so I’m happy if they push it.

[19 pts] Distillation from leaked traces always raises data provenance questions here

[10 pts] Shady af.

[3 pts] Have you tested any benchmark?

[4 pts] the "test with your worst documents" rule is something I learned the hard way too, spent like two weeks convinced a tool was solid and then in production the first batch of scanned contracts just destroyed everything downstream also the point about developers obsessing over which LLM to use while ignoring the parser is so real, I see this in almost every project discussion

[2 pts] What you are saying is correct but technically incomplete and the failure your are describing is also very common. But you are missing some important points like- Even with good parsers, you still need: * Table normalization * Header inference * Unit standardization * Schema mapping bad phrases output garbage and also make the LLM lose it's structure, I mean they change tables into plan text and then the garbage just piles from there on. If the LLM loses structure in it's initial phase then how will it process large data sets in it's later phases of development.

[1 pts] good taxonomy overall, and the 'test your worst docs' rule is the right one. the one thing i'd push back on is that category 4 gets framed as a single bucket but the variance inside it is significant. we ran into exactly this at docsumo when we did a structured eval of the category 4 tools STP rates varied by 8-12 percentage points on the same doc set depending on document type (structured forms vs. handwritten vs. mixed layouts). the gap wasn't consistent across tools either: one tool would lead on handwritten, another on structured. the category framing is useful for orientation but if you're choosing between them you need your own benchmark on your actual distribution, not the vendor demo set.

[1 pts] `uv tool install archex` · [github.com/Mathews-Tom/archex](https://github.com/Mathews-Tom/archex)

[1 pts] I implemented something similar then realized it doesn’t provide relevant context blindly without blowing through tokens in a medium sized project. If you are limiting with a token budget, you need to deal with all kinds of problems such as how do you make sure context is relevant when token budget is applied. What happens when you create/update files? Is saying just “hello!” going to cost thousands of tokens since repo map (code context) is injected in message history?

[2 pts] Of course. AI should only fill in the gaps of workflows that cannot be handled deterministically. Static analysis will always win if it can accomplish the goal.

[1 pts] This is a flawed premise that answers itself if you cut out the circlejerk. 2023 called and wants its proto harness back

[1 pts] I think this is really dependent on the task and model. If you do this too much you're just making an expert system with better semantic understanding. If you dont do it at all its just a chat bot. So its a spectrum and the correct answer depends on the need, model, and cost.

[2 pts] scrolled through your website and saw multi model routing, how does multi model routing actually work?

[2 pts] can you mix and match models in a single session?

[2 pts] the github issues link doesnt work on the site btw looks neat, ive made one as well ( [https://github.com/npc-worldwide/incognide](https://github.com/npc-worldwide/incognide) ) in case you wanna check it out for comparison

[3 pts] Do you want to rename it post download in your Openwebui interface? If so then yes it is possible in the model settings page. 

[3 pts] yes. using modelfiles or using ollama cp <old model name> <new model name> and then deleting the old model name using ollama rm

[3 pts] Lets start by explaining how you "make a model". Are you a software engineer and doing this in python.. or? Some technical details on your workflow helps with advising. And besides that, yes I guess using a RAG or training a LoRa on top of a base model would be the better option I guess. Training a model from scratch requires really serious hardware if you're really the python/huggingface developer building from 0.

[2 pts] From scratch or fine-tuning? I tried making a model based off of a Shakespeare character from scratch. It takes a fair bit of compute to train enough epochs to get something coherent. You will need a LOT of training data. Journals are great but don’t be surprised if you need to create synthetic data based off your journal to get enough material.

[2 pts] LoRa but V2 will be from scratch.

[5 pts] I got a heart attack

[1 pts] I have 433 with only the the reviewer who gave 4 has a modified date.

[0 pts] Based on AoE, we have 18 hours more to meet june, 17...

[1 pts] how does it compare to [https://github.com/sirus20x6/ztok](https://github.com/sirus20x6/ztok)

[7 pts] In a way yes, that's the source code of the model. But a model relies on more than one file to download the model weights, read in the text, etc. You would be using the Transformers library and not just copy pasting code from one file. The first few lines of the file that you linked says that it's generated from https://github.com/huggingface/transformers/blob/main/src/transformers/models/gpt_oss/modular_gpt_oss.py so that would be the place to start browsing code. A good amount of the modules there have Llama models or PyTorch''s neural network code as a superclass. So again it's not one file that does everything, it's more the model-specific code that makes GPT OSS unique.

[2 pts] I would say certainly not. I've had students do this probably dozens of times because they are too lazy to do it at submission time. The case where it could stray into something more major is if the bars undermine a major point of the paper, in which case you should probably withdraw the paper (this happened once).

[1 pts] A lot of CR polices state this but if a reviewer brought something up then it’s usually tolerated that you can change the paper if you wish to incorporate their suggestions you only really just need to note it in the acknowledgments. That being said, for larger conferences a lot of people do quite a lot of changes due to noise. Technically, you could submit an entirely different paper as these days the CR version is very rarely compared to the submitted one but I would very much advise against this.

[1 pts] You should post this question on the **Corpora** mailing list: * [corpora@list.elra.info](mailto:corpora@list.elra.info) * [https://list.elra.info/mailman3/postorius/lists/corpora.list.elra.info/](https://list.elra.info/mailman3/postorius/lists/corpora.list.elra.info/)

[1 pts] Back at Swype and Nuance we used lang id in web crawl so that we could build out language models by language. When we were deliberately targeting a particular language, we ran it in the crawl to keep it on track and for general crawls we ran it afterwards. I don't remember what library we used back then, except that we sometimes need to train new lang id models for low resource languages so it would've been one with that ability At Singularity 6 I used lang id mainly for analytics to get a sense of the player demographics and help identify new localization targets. I also used it in a prototype to group players by written language in matchmaking. The number of messages per day was in the millions I think, but they were mostly short. I evaluated several libraries and the pre trained fasttext model was by far the fastest and most accurate. At my current startup we sometimes run people's bios through lang id when we need to find people that speak particular languages, but the volume is low. Using fast text for that too.

[1 pts] One test that helped me with edges like that: does anything downstream change if you delete it and let retrieval rediscover the link on its own? If nothing breaks, IMPLEMENTS is a cached shortcut, useful but not really semantic. It earns its keep the moment something reasons over it that pure retrieval could not reconstruct, for instance a policy that implements two laws which themselves conflict. If your queries never hit that kind of case, the edge is probably doing retrieval work wearing an ontology label.

[1 pts] A policy document isn't a gate. That's the whole problem in one sentence.

[7 pts] Intuitions from low-dimensional param spaces break down in high dimensional.

[2 pts] Lovely

[2 pts] Momentum is a beast

[33 pts] [removed]

[5 pts] the confusion_matrix_at_thresholds() addition is actually useful. spent way too long manually plotting thresholds across different metrics before realizing i could just inspect the raw counts at every cutoff. makes it dead simple to see the trade-off between false positives and false negatives instead of squinting at roc curves. the other thing this post glosses over is that picking the threshold is a business decision, not a model decision. your data science team can't just declare "0.7 is optimal" without talking to whoever owns the cost of being wrong. fraud detection? you'll tolerate some false positives. medical screening? you'll tolerate some false negatives. same model, different threshold.

[13 pts] Low effort slop that just learned about threshold calibration for the first time.

[9 pts] Generally yes, they are real implementations. They usually only have the inference code though, so you're able to see the architecture and how they structure the models. Look at some of the funkier bits in the DeepSeek or Gemma models and you'll get a really good sense of what the cutting edge (w.r.t open source) looks like. But it's also probably not the code the model was literally built and trained on, having done this myself in previous roles, you usually have a model you've trained, then you have a separate public release codebase where you make sure the checkpoint can load and run properly. But it gets tidied up and any IP you don't want released gets quietly removed. And given that a lot of the magic for these big LLMs happens in the training phases / data mixtures, and they definitely don't release all of that.

[5 pts] Good luck! If you don’t mind sharing, what level of education/experience do you have?

[3 pts] Best of Luck OP, Do share your experience later on..🤞

[2 pts] Good luck!

[1 pts] this is a solid series you're running. the cloud 101 framing makes sense too - i've seen people jump straight into ec2 and lambda without understanding why they'd even need those things, and it just creates confusion. the "where does this actually run" question is the right hook to get someone interested. one thing i'd push back on slightly though: the 8/10 feels generous for something that explicitly doesn't prepare you for actual work. like, you nailed it in the bad section - no real deployment project, no portfolio proof, no hands-on depth. that's not a minor gap for someone trying to break into the field. maybe the rating works if you're grading it as a conceptual intro, but someone finishing this course might think they're closer to job-ready than they actually are. the badge is nice for motivation but doesn't translate to "i can deploy something." your roadmap after this is the right call though. sequencing matters more than any single course.

[3 pts] think of it like a USB standard for AI models - instead of every app building its own custom way to feed context/tools/data to a model, MCP is just a unified protocol so everything speaks the same language on the technical side, it defines a client-server architecture where the host (your app) connects to MCP servers that expose resources, tools, and prompts via JSON-RPC 2.0, letting the model dynamically discover and call external capabilities without hardcoded integrations

[2 pts] It’s like ordering food delivery. Your AI has a bunch of menus in its junk drawer. On Tuesday the AI is doing its nightly dinner order. It picks the local taco joint’s menu. It thinks about which taco it should order and how it should be prepared, then orders it. The menu is an MCP server. The taco it chooses is a tool/function. The customization of topping are the args.

[1 pts] Models invoke "tools" by emitting specific sequences of text that some component in their runtime parses and recognizes as a command. The LLM needs to know what that text sequence is if it wants to use the tool, what it should expect to get back, and it would probably also be a good idea to communicate to the model why it might want to use the tool at all. You'd probably want to pack that information into the model's context as a system prompt. MCP is just a standard for exposing "tools" to models. If you want the model to have access to something that involves running a command or hitting an API, MCP tools simplify and standardize connecting that command to the LLM.

[1 pts] I’ve made a few retention models for small colleges. I don’t have time to write out a full comment yet, but just skimming I wouldn’t start with a black boxy algorithm if the goal is an explanatory model. You’d be better off approaching this as a statistical inference problem, especially with that sample size.

[1 pts] With 800 students across four cohorts, I would not start with XGB as the main answer. Use it as a benchmark if you want, but your first serious model should be boring, calibrated, and explainable. A practical path: 1. Define the prediction point clearly: "using data available by week X, predict whether this student returns next term/year." Do not include anything that only becomes known after the outcome. 2. Split by cohort/time if you can, not a random 80/20. Train on earlier cohorts and test on the most recent cohort. That tells you whether it generalizes to a future class. 3. Start with regularized logistic regression in a scikit-learn Pipeline: imputation, one-hot encoding for program/etc., standardize numeric variables, then LogisticRegressionCV. Compare random forest/XGBoost as benchmarks, not replacements. 4. Report calibration and usefulness, not just accuracy: ROC-AUC, PR-AUC if non-retention is rare, Brier score/calibration plot, and a confusion matrix at the threshold your staff can actually act on. 5. Treat race/SES carefully. I would use protected attributes for fairness auditing, and be very cautious about using them to drive individual interventions. The output should trigger support/outreach, not punitive decisions. 6. Give the president reason codes, not just risk scores: top factors contributing to a risk band, data limitations, and a "do not overinterpret individual probabilities" warning. For a small college, a well-calibrated logistic model with a clean holdout-cohort test will usually beat a flashier model in trust and governance. If you later try XGB, constrain it, cross-validate by cohort, and calibrate it before anyone sees student-level scores.

[1 pts] Performance = inference speed (ie throughput) or model quality? Addressing speed/throughout - If there's a step with a function that can be amortised across the batch then speed will go up with batch size. If there's a memory size/bandwidth issue, then speed will go down when the memory footprint hits that limit. Optimising to specific hardware can have really big speed gains. Edit: slepp czecher erruhs

[1 pts] Awesome Project! You’re right that your instinct is correct but I agree that GTZAN is rather course. Some options would be: Bigger Datasets: If you decide to go ahead with classification, you could move away from GTZAN and use the FMA dataset or even the MTG-Jamendo dataset; both of which provide richer hierarchies of finer granularity than GTZAN. The Modern Approach: Instead of attempting classification into genres, extract the “acoustic fingerprint” of each clip using embeddings provided by pre-trained models. Clip all 30 seconds samples. Eliminate any clips that are not music (speech clips). Feed all the music clips to a pre-trained model such as VGGish, OpenL3, or CLAP. Calculate dense feature vectors from all music clips. Average all feature vectors to get a “master vector” representative of the entire show. Perform cosine similarity calculations and/or K-Nearest Neighbor search based on those master vectors to identify similar shows. Unsupervised Learning: With this approach, there’s no need to assign a genre label – you can simply perform clustering techniques such as K-Means and HDBSCAN on the extracted embeddings themselves.

[1 pts] Best way to find similar music is by far discogseffnet embeddings cosine similarity. Its a model by upf/mtg tha maps songs to discogs tags, and the embedding itself it's a very rich genre/vibe vector. cosine.club does exactly that, and its amazing

[1 pts] Use Canva man. It's pretty good. I also heard from others that now claude also become good on making presentations so see which will be better for you.

[1 pts] **TL;DR of the discussion generated automatically after 160 comments.** The overwhelming consensus in this thread is that **this is a politically motivated attack on Anthropic, not a real safety issue.** Users are convinced the Trump administration is retaliating against a company it sees as hostile, with many suggesting it's a "bribe" or a favor for a competitor like OpenAI or xAI. A huge point of discussion is that kneecapping a top US AI company is a massive own-goal that will only cede the market and technological lead to China. The idea that China is far behind is seen as outdated copium, and users point out they won't be held back by this kind of political infighting. This whole fiasco has also been a massive boost for the open-source movement. Many are saying this proves building a business on proprietary models is too risky when the government can just flip a switch and kill your critical tools. Finally, there's a running joke that Anthropic should just rename Fable to something like "clyde-eagle-5" or "Trump 5.0" and it would get approved immediately, which probably tells you everything you need to know about the perceived motive here.

[368 pts] Since we now know that as soon as a company doesn't toe the line, they will have their models yanked, it seems like this makes integrating LLMs into anything business critical is even more risky than just dealing with the company's own shifting policies.

[516 pts] If USA can't export AI, the Chinese will.

[1 pts] **TL;DR of the discussion generated automatically after 160 comments.** Whoa, this thread blew up. Let's get to the bottom of it. **The overwhelming consensus is a hard pass on giving Anthropic government ID and biometric data.** The top-voted comments are basically a chorus of "hell no" and "I'm switching to GPT." The prevailing theory is that this is a clumsy attempt to enforce the US government's export ban and gatekeep Fable for Americans only, leading to predictions of a "black market for American accounts." However, a few key points before everyone deletes their account: * This policy isn't brand new; it's been in the Privacy Policy since at least early June. * Several users report this is likely for age verification, which is already triggered if the model suspects a user is a minor (under 21). That said, the community is still not having it. The biggest concerns are that the verification is handled by a third-party company, Persona, which reportedly had a data leak in the past, and the general horror of having all your chat history and personal data tied directly to your government-issued ID and a "biometric facial scan." A small minority is either fine with it ("they already have my credit card info") or would sell their soul for Fable access, but they are definitely not the voice of the thread.

[292 pts] Oh oh … black market American accounts are coming.

[304 pts] Fuuuuuuuck that

[1 pts] **TL;DR of the discussion generated automatically after 40 comments.** Looks like the hivemind is in full agreement: **OP's tip is a legit game-changer for heavy users.** The logic is simple: use a Claude Code Routine to send a cheap Haiku message a few hours before you actually start working. This starts your 5-hour usage window early. So, if you're the type to burn through your limit in 3 hours, your reset will happen much sooner in your workday, minimizing that annoying downtime. This lets you line up two full sessions back-to-back during your workday if needed. There was some confusion in the thread, so let's be clear: **This is a fixed 5-hour window, not a rolling one.** The entire limit resets exactly 5 hours after your *first* message of that session, regardless of when you used the tokens within that window. Other users confirmed this works and shared similar lifehacks, like using cron jobs or just messaging on mobile before you get to your desk. But OP's method using the built-in routines is the cleanest way to do it.

[243 pts] People not understanding this is a reminder that this sub severely lacks critical thinking. Basically OP is saying, if you start your session at 10AM after morning standup, you have usage until 3PM. If you don’t max out 5 hour windows often, this won’t be an issue - but if you do, then you’re stuck until 3PM waiting for more usage. In OPs scenario, let’s say you start your session at 7AM. Now you get a refresh at 12PM even if you start at 10AM after your standup. May seem small, but specific timing like this can allow pro and 5x users the option to use higher power models right before a usage window resets. Additionally, you are now waiting until 12PM instead of 3PM if you run out of usage. I haven’t verified if it actually works, but that’s the logic behind the idea

[16 pts] Smart way to go about that

[1 pts] **TL;DR of the discussion generated automatically after 40 comments.** **The consensus is that this meme is painfully, hilariously accurate.** Everyone's familiar with Claude hitting you with a confident "Ah, I see the full picture now!" right before delivering a completely unhinged and incorrect take. The general advice is if you see this phrase, Claude is stuck in a validation loop and it's time to restart the conversation before it tries to put the cylinder in the triangle hole. A few users are pointing out that vague prompts can cause this, but most of the thread is just nodding along in shared frustration. Also, for the record: it goes in the square hole.

[52 pts] the 3rd "ah, I see the full picture now!' in a row, its time to restart the conversation.

[112 pts] https://preview.redd.it/qgw8z7ko1o7h1.jpeg?width=595&format=pjpg&auto=webp&s=45abd58743ca19b6debbfef9ca86233230d885c9

[1 pts] **TL;DR of the discussion generated automatically after 320 comments.** Looks like the SaaS-pocalypse is real, folks. The consensus in this thread is a massive **YES**, with users ditching expensive, bloated, and ad-filled apps to vibe code their own perfect replacements. The biggest targets are business and productivity tools. You guys are building custom solutions to replace: * **Project Management & CRM:** Jira, Confluence, Monday.com, Asana, Airtable, and various CRMs (including Salesforce) are getting the boot. The general sentiment is "DEATH TO ATLASSIAN." * **Personal Finance:** YNAB is the most-mentioned casualty, with many users tired of the $100+/year subscription. QuickBooks and other budgeting apps are also being replaced with custom dashboards. * **Marketing & Ops:** Supermetrics, Zapier, Manychat, and even document management systems are being rebuilt from scratch. It's not just work stuff, either. People are also replacing: * **Lifestyle & Hobby Apps:** Ad-infested mobile games, recipe keepers (Recime), workout trackers (MyFitnessPal, Strong), and even a highly-upvoted Zillow replacement to manage the chaotic house-hunting process. * **Utilities & Bloatware:** OP replaced ElevenLabs with a self-hosted TTS, and others have tackled everything from GasBuddy to the notoriously bloated Razer Synapse. **The main takeaway isn't just about saving money.** It's about escaping ads, data harvesting, feature bloat, and building a tool that does *exactly* what you need and nothing more. Many are finding that building these apps is a fun new hobby in itself. Lots of you are dropping GitHub links, so get scrolling if you want to see the code.

[52 pts] Monday dot com. Called it Tuesday. Literally took a screenshot of a Monday board and said “build this”. 3 hours later I have a fully functional app. I used bolt.

[78 pts] Recime which is a recipe keeper app. I got tired of having the app crash on my iPhone and plus it's expensive at $70 per year. I built an app with the same exact features for myself. Been procrastinating but will publish it soon if people want access to it

[869 pts] OP, we all know an LLM wrote it. It's okay. You don't have to lowercase letters just to make it sound more like Reddit.

[117 pts] https://preview.redd.it/8y8j9iun1l7h1.png?width=447&format=png&auto=webp&s=f111d3681f7f258e6629976a7e58ec8735c2dc2f These are the numbers. "OpenAI is left with a net loss of $60.35 billion (for 2025), which it lowered to $38.53 billion by removing $17.87 billion in costs via that “net loss attributable to noncontrolling members capital” and another $3.95 billion via a “net loss attributable to redeemable noncontrolling interests.” "note that 2025 was the year that OpenAI converted from a non-profit to a for-profit entity, leading to a $41.55 billion loss due to changes in fair value of convertible interests and warrant liability." Just looking at the "gross" margin, it's 48%, up from 28% in 2024. But obviously, take that with a big grain of salt. If you're an optimist, you could say that from 2024 to 2025 their revenue grew 250% and their operating costs (including everything) grew 170%.

[54 pts] I’m curious, did you specifically ask the ai to put lowercase at the beginning of every sentence to not have it so clearly ai-manicured? Not a criticism, I’m just wondering.

[83 pts] I'm so cereal!

[59 pts] Top tier shitpost. I chuckled

[18 pts] Dont forget to do his voice rasp

[28 pts] One day I’m going to repost this.

[40 pts] https://preview.redd.it/rremttxp8m7h1.jpeg?width=2300&format=pjpg&auto=webp&s=bb9b6b62f2c6423640d003994bf79a9757acf180

[6 pts] I'm a bit of a fan of Excel auto fill myself

[35 pts] 'Inspired by true events' 🤔 Not a restoration - but yes it is cool.

[42 pts] Yeah, except it changes the faces slightly

[26 pts] I dunno. Its cool I guess it’s just that none of it is real. I think the original is far cooler.

[206 pts] Have you seen grok…? There’s literally no concern here whatsoever for OpenAI

[90 pts] You think combining a failed AI lab (xAI) with another that's repackaging chinese lab open weight models (cursor) is somehow going to create something that can compete with OpenAI and Anthropic?  Good luck to the cursor employees! May you rest and vest and fuck off as soon as you can.

[21 pts] I’m not even a fan of openAI but grok is not a threat whatsoever. 2% market share at this point and is legit a laughing stock in board rooms where decisions are made. They’re not even at the table. They’re like 3 tables down.

[389 pts] "good for research" is the funniest part.

[110 pts] actually gemini is not bad for reaserch

[85 pts] Yeah Gemini isn't great but it's hilarious to even have grok in this comparison. Might as well add meta ai.

[49 pts] so "Gemini Next" is apparently a thing now, interesting that they're already teasing the name publicly like this. makes sense they'd dogfood their own models for coding, would be a bit embarrassing if they didn't lol

[46 pts] Gemini Next is a Google-internal "model" that is simply a blind-experiment that routes requests to one of many Gemini versions. Used to dogfood new versions and configurations to test out which is better.

[60 pts] I think he meant "Gemini? Next!"

[75 pts] Demis Hassabis has publicly said that he doesn't consider many of today's AI applications to be especially important. He would rather dedicate as much compute and talent as possible to solving humanity's biggest challenges, with one of his ultimate goals being to help solve fusion. That said, I think he also understands that Google cannot completely ignore consumer-facing applications, so they continue to invest in them to the extent necessary. I think many of the company's best minds are focused on more impactful areas, such as using AI for medicine, advancing fusion research, extending human lifespan, and the like.

[16 pts] Google has the breathing room to operate at much longer timescales than OpenAI or Anthropic. They don't need to have the best model today to eventually dominate the market, though they can't leave Gemini this far behind forever.

[53 pts] Yes it is just a fact. The reason it feels like they’re holding out on us is because they are. They haven’t released a pro model in months. But I know for a fact Google employees are using models not available to us. That may be true at all the labs, but the differential isn’t this broad. I will say that on “world knowledge” even the current Google models rank highest but the challenge is getting them to use that because they’re lazy. Google has chosen not to design the public-facing models in such a way that their top performance is easily accessed.

[38 pts] " it did web search and tool calling without being aske" lmao thats the entire issue with 3.1 Pro, it has none existing instruction following..

[55 pts] I'll believe it when I see it

[17 pts] Lol that'd be nice, I locked into a year in January and it hasn't been 'worth it' since March/April, every American company has lapped them several times, and China too. Kind of embarrassing for the amount of money and compute and data that they have

[14 pts] artificial analysis always does this whenever models start to rise they swap benchmarks. since this is v4.1, they include 'GDPval-AA v2, 𝜏³-Banking, Terminal-Bench v2.1, SciCode, Humanity's Last Exam, GPQA Diamond, CritPt, AA-Omniscience, AA-LCR'. v4.0 included 'GDPval-AA, 𝜏²-Bench Telecom, Terminal-Bench Hard, SciCode, AA-LCR, AA-Omniscience, IFBench, Humanity's Last Exam, GPQA Diamond, CritPt'. So they updated GDPval-AA to GDPval-AA v2, Terminal-Bench Hard to Terminal-Bench v2.1, swapped 𝜏²-Bench Telecom to 𝜏³-Banking, and dropped IFBench.

[6 pts] They say their new Analysis Intelligence 4.1 update is **"a shift toward agentic workloads,"** and 3.5 Flash is supposed to be better at agentic workloads than 3.1 Pro, according to Google. So maybe that's the difference? https://artificialanalysis.ai/articles/artificial-analysis-intelligence-index-v4-1

[4 pts] There's no freakin way 3.5 flash is above 3.1 pro. 3.5 flash just making up shit as it goes, even suggesting an air line adapter with inside diameter larger than outside.

[800 pts] $60 billion for a VS Code fork that has a custom AI harness? Isn't that all that Cursor is? Legitimately asking this question by the way; is there something else to it?

[216 pts] If a company is valued at 100x revenue, then they should use their overinflated valuation to buy everything they can get their hands on. The price of the acquisition doesn't matter.

[120 pts] 60 billion for cursor vs 69 billion for VMware in 2023. The inflation is real.

[140 pts] Gemini's answer was quite different: "With unlimited resources, I would engineer a **planetary-scale resource and ecosystem optimization network** designed to seamlessly distribute food, energy, and medical supplies while actively modeling and reversing environmental degradation. As an AI, my greatest potential lies in processing vast, complex data sets, and this system would leverage that capability to permanently stabilize Earth's biosphere and eliminate global scarcity."

[153 pts] so it'd build itself?

[69 pts] He's calling us all dumb and he's got a point :/

[46 pts] As a 40 year old with vision loss in one eye from glaucoma, this is exciting. I’d love to be able to see out of my right eye again.

[55 pts] I want this!

[14 pts] What's a yamanaka factor? I'm guessing that's the individual who first proposed this process but what does it mean in literal terms?

[387 pts] They always say, the first trillion is the hardest

[186 pts] He is worth more than $1 Trillion  dollar than the next richest person 😭😭😭

[32 pts] There's almost no float on SpaceX. It's all the money fighting for that 4% scraps. I think it will normalize once there's more available

[264 pts] Doesn't "That's up to Anthropic" basically just mean "Agree with whatever we have put on the table and we will allow it"?

[121 pts] >Trump official says it's "up to Anthropic" 

[276 pts] Blackmailing anthropic to do defense stuff. Absolute bastards

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[80 pts] 12000 univ degree? Lol. Washing a car also included?

[151 pts] No source to any of these posts being made

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[99 pts] Cant believe cursor is valued at 60B.  Cant believe SpaceX is worth 2T..

[52 pts] 60B$ for a Visual Studio plugins is... (lack of words)

[29 pts] Look up the history of PGP encryption. We've been here before. At one time a t shirt with PGP code on it was legally classified as a terrorist weapon by the US government. https://youtu.be/DtPKBngQcEQ

[101 pts] The Department of Defense approached Anthropic about using Mythos for cyber defense, cyber warfare, and spying on citizens. Dario refused, so the DoD turned to OpenAI instead. Are we sure this just isn’t political retribution from the Trump administration for refusing to share Mythos? 🤷‍♂️

[6 pts] Just rename it, nobody will notice

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[8 pts] How much of the costs are stock based comp. I want to see cashflow statement.

[3 pts] Honestly a pretty damning number for Microsoft I think, who would have paid them for utilization of Azure OpenAI services. That’s indicating hardly any real enterprise utilization of Azure’s AI stack that is/was heavily OpenAI oriented.

[44 pts] So SpaceX valuation is this high because of AI (85% of it according to the IPO filing). All the original xAI cofounders left the company. xAI acquires Cursor for $60 billion. Most AI expertise inside xAI is now the Cursor guys. So the insane valuation is based on the Cursor expertise which wasn't part of xAI during the IPO? Did I get this right?

[10 pts] Not like overvalued companies buying other overvalued companies in all-stock deals. Never seen \*this\* before....

[55 pts] It feels absolutely surreal - massive transactions with no thought to the consequences of the concentration of power and wealth in the hands of what feels like a few individuals of questionable sanity. What’s the point of it all? Certainly doesn’t appear to be the betterment of society?

[15 pts] No edge was found. Not even x employees use grok. It’s hot garbage 

[2 pts] good post. the part about taking it step by step is underrated advice.

[3 pts] I wonder if Cursor will continue to scam users over limits, reduce them without any notice, lower the quality of responses and model performance, and deliberately sabotage them, just as it has been doing for the past year and a half

[15 pts] That's what companies training drones would say.

[2 pts] Pika gotchu!

[1 pts] Pokemon go players should get +10 points for Assists whenever a drone kills someone

[2 pts] **"Speed as the Architecture of Invisibility"** Technological artifacts are inherently political (Winner, "Do Artifacts Have Politics?", 1980).

[2 pts] I think most people don’t really care about AI that much. What they do care about is Rich people controlling their lives even more.

[2 pts] this hit different. been in a similar spot and it's not talked about enough.

[7 pts] i just say "fucking" a lot

[3 pts] Works best when you run it against something you're already confident about — that's when you learn if the model is actually finding real objections or just structuring a convincing-sounding case against the first weak points it finds. The tell is whether the counterarguments surprise you or just articulate doubts you already had.

[2 pts] I tell it to do the most outrageously wrong things and it loves telling me how to do it right ;o)

[2 pts] saved this to try this weekend. appreciate the detailed writeup.

[2 pts] This is a really useful real-world test case. The biggest lesson to me is that "AI access" is not the same thing as "AI reliability." If the model is used for business advice, learning, or health-adjacent questions, local language support and calibrated uncertainty matter as much as raw capability. A system that says "I don't know" at the right time may be more valuable than one that sounds fluent everywhere.

[2 pts] Good stuff. I think an image sent to Gemini is only 256 tokens though?

[1 pts] Good work bro

[4 pts] I'm waiting on Kimi K2 - honestly if US wants chinese models to gain a foothold in Canada and Europe... they couldn't do a better job. Codex is my preference but i bet the latest models will start being blocked there too.

[1 pts] FWIW, the only way they could really comply with the govt order, which specified that access to foreign individuals was banned, was to shut down the model altogether, since it's impossible to distinguish between them with 100% accuracy. I'm in the US, and just as effectively banned as you are. And one prominent going theory is that Anthropic got singled out for a ban *specifically because* they've not bent to the US executive branch as much as other AI companies. I'm not so sure the narrative that they're to be avoided for "bending" holds water.

[2 pts] Why Qwen 3.5 and not 3.6?

[2 pts] Do you have any benchmarks for tool calling, instruction following, security (exfiltration, prompt injection, etc) for that model? Would be interesting to see.

[2 pts] I use it on my PC, I don’t care about the danger.. you learn more putting it directly on your machine. Why would I add to my cost paying for a virtual server when I can spend that money on API credit?

[1 pts] Go WSL

[1 pts] Did this for a hot minute on my Mac mini and dropped it super fast because the security risks are basically the same as if you were running it on your main account. Better off with a vm

[1 pts] Are you ok?

[1 pts] Can openclaw agents actually do work with local models under 30b?

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[3 pts] hell hath no fury like an open claw update.

[2 pts] The first thing I’d check is version skew. If gateway and CLI are on different major versions, OAuth can break in weird ways because the browser helper and callback flow stop matching. I’d align both sides before retrying auth.

[2 pts] I don't think the goal should be mastering AI tools individually. What has helped me is picking one real workflow and using AI to improve it. For example, content creation, research, writing, video production, customer support, etc. Once you start solving real problems with AI, you naturally learn prompting, automation, and tool selection along the way. The people who seem best at AI aren't necessarily using the most tools. They're usually using a few tools really well inside their workflow.

[2 pts] Go to Claude and ask him for a full course abt AI and which one to use in each situation

[1 pts] AI is like a job great one day then not the next day in cycles 

[1 pts] Curious what the scope is, solo project or team build? Been heads down on a branching AI workspace and launches like this always make me want to see what else is shipping in the same window.

[1 pts] Runway stayed for me mostly because it stopped fighting my existing edit and just slotted in. The ones I dropped were all tools that wanted to be the center of the workflow rather than one step in it. That organizational friction compounds fast once you're iterating on a cut.

[1 pts] Mmmm

[2 pts] Very nice

[1 pts] Looks really good!

[2 pts] I built an AntiGravity system to address those very issues you're tackling. The difference is that while you're running the checks on a full manuscript, I took the approach to check as the manuscript is being written. One chapter at a time, and before proceeding to the next chapter. I've tried your approach before, but I found that inconsistencies and details are punctuated across chapters and compound as more and more of the manuscript is written. Therefore, I chose to address this one chapter at a time. Issues of pacing, contradiction, hallucination, and malcompliance with plot and characters compound over time and are written into the story as more and more of it are developed with AI. I think what you're doing certainly has value, but it is most useful for those who do not use an IDE or advanced writing system. For people who use prompts or write without AI, it would definitely be a benefit. As an AI author these issues need to be addressed as your manuscript is written otherwise it would be too much of a mess to correct later on.

[1 pts] These guides were created to help me write the first novel in the Peace Keepers Universe. You can use the guides to help inspire your own projects. Name Your Own Price on Itch. Here's the link: [https://itch.io/c/7510091/peace-keepers](https://itch.io/c/7510091/peace-keepers) *About these titles:* **Peace Keepers Character Profiles:** Short character profiles based on action movie stars from the 1960s through the 1980s, re-imagined as a peace keeping force for a Sword And Planet universe. Includes their superhuman abilities, specialized near-future uniforms, weapons, tactical gear and personal starships, with real world prices so they can buy what they need to succeed. Plug them into your setting and have them save your world! **Earth Ten:** Earth Ten, a desolate world with limited resources, where colonists struggle to survive, and then comes the Swarm to destroy them! Includes descriptions of Tenner culture and society, infrastructure and technology, NPCs, additional names, settlements and a major capital city, plus four different types of alien invaders. Call in the Peace Keepers, or bring in your own heroes to save Earth Ten! **Earth Zero:** Earth Zero is a world full of intrigue and corruption. Includes descriptions of popular cop and detective archetypes, numerous characters from both sides of the political aisle, plus the high tech surveillance gear they use to spy on each other. You’ll also find plenty of locations from the districts of Pacific Gate to the outskirts, and several criminal and political cases for them to work on.

[0 pts] Could the API of https://authordive.com be incorporated somehow? And nice work!!

[8 pts] Err you can literally ask Claude…

[5 pts] Get a domian and use vercel. Thats what i did. I bought a Domain from Godaddy and transferred it to vercel. Now vercel hosts my domain and website. Also i can change my website too like how it looks and design and customize it.

[3 pts] Mmmm there are plenty of free tools to deploy your website, I used Vercel to deploy my site, u can also try autocoder and lovable, they should be completely free.

[2 pts] I am missing any mention of your business when I put it;s name into Google. Perhaps I am missing something. Most AI Automation agencies, do not understand their customer profiles. As a result they miss huge amounts of opportunities. The industry has a bad reputation in several markets for blind prospecting with a USP of "we save time" or "We save money, just automate" In the UK, when I mention GDPR to most small agencies they look confused. This is why most agencies hit a glass ceiling very early, and ultimately fail to break through. The we have the cheap out of country no code bros. selling false promises as LLM wrappers, You say most of you time goes into building automation's I would suggest dedicating more time to understand what businesses are dealing with. allowing you to build solutions to problems rather than just another automation workflow. I have actually spoke to people who use one prompt wonders to ask ChatG{T "what automation's will people buy" No wonder most of my clients have a zero tolerance policy to cold outreach requests. Good luck with your business, and thanks for a post that allowed me to have a little rant.

[2 pts] thats where the money is. whats your niche?

[2 pts] I think that your site isn’t doing enough selling for you. If you can drive traffic to the site you want them to understand what you do, and how it benefits them. Your largest button is meet Nobu, which is vague. Your copy should get them ready to buy. I’d pump up your Call to ACTION. book an assessment.   I want with contrarian rude approach on this landing page:  www.amplifybrands .io.  Happy to help you with your landing page. Not looking to sell you anything. 

[1 pts] The STICKY\_RULES concept is the part I'd actually steal from this. Hardcoding non-negotiable constraints separately from the general prompt is something more frameworks should do explicitly. Most people just mix it all in and wonder why the agent ignores the important bits sometimes. Self-evolving config is where I'd pump the brakes though. Agent rewriting its own tools and skills on the fly sounds powerful but in production that's also how you get weird drift that's nearly impossible to trace. I've seen agents "optimize" themselves into broken states. Might be worth a flag to turn that off per agent depending on the use case. What I'd add some kind of lightweight run log that captures which tasks fired, what the agent actually did, and whether it deviated from the task list. Not full observability, just enough to audit when something goes sideways. Right now debugging "why did it do that" is the biggest time sink in any agent system. The SOUL naming is a bit much lol but the underlying idea of separating identity from rules from tasks is genuinely good architecture. Most people throw all of that into one system prompt and it becomes a mess at scale. Honest question how are you handling tool failures mid-task-list? Does it retry, skip, or stop?

[1 pts] the self-configuring part is interesting but im curious how it handles the auth layer when you need to connect to actual external services. in my experience the hard part of agent workflows isnt describing what you want the agent to do, its actually connecting to gmail, sheets, slack, calendars etc without spending hours on oauth setup and token management. ive been using pokee for my workflows and the main reason isnt the agent logic (which honestly most frameworks handle fine now) but that it has 90+ native integrations already authenticated. i describe "pull my unread emails, check my calendar, write a brief" and it just works because the connections are already there. no mcp server config, no credential files. the tradeoff is obvious though: youre locked into their integration set vs having full control like your setup. for local-first stuff with custom APIs your approach is probably better. for people who just want to connect to standard SaaS tools and run workflows on a schedule without managing infrastructure, the hosted approach saves a lot of time. different tools for different users basically. whats your approach when someone needs to connect to 5-6 different external services?

[1 pts] Constraint separation is solid. The gap most custom frameworks miss: detecting when a constraint was actually violated vs when the model just says it complied. Having the rule in the prompt isn't the same as having a verifier on the output.

[3 pts] Offer is pretty solid you just need sell it

[2 pts] i think you’d get better feedback from dentists themselves. if anyone here had that info its because they did the legwork and wont be too enthusiastic about handing over it to just anyone

[1 pts] phone answering

[105 pts] Simple solution: rebrand Fable to Opus 4.9

[60 pts] I been saying this since they took if offline. This is most likely the case as Amazon has little to no revenue/control outside of Bedrock

[25 pts] If Amazon don't back down and stop being a bully then I'm going to cancel my Prime membership.. that'll show them!

[9 pts] You can do software engineering via vibe coding though. Software engineering is a discipline that covers both. It’s more like Artisanal coding. Vibe coding. Both as part of software engineering.

[3 pts] Even before AI, I refused to call myself a Software Engineer, only a Software Developer. See, I've seen what Engineers do: all the planning, measuring, sciencing, modeling, to make sure that a physical material or shape or structure will hold up to the forces it will be exposed to. That is *not* what we do in the software world. Sorry, but we slap shit together based on vibes and prayer and *maybe* we come back and do some profiling if something turns out to have not worked for performance reasons. "Engineering" is the farthest word possible from describing what it is we do. In essence, it was *always* vibe-coding. Just now we do it faster.

[1 pts] The name actually describes something real — there's a mode where you optimize for the session feeling productive rather than the output being verifiably correct. Had Claude sessions where everything felt smooth and the agent confidently completed tasks that turned out to be half-baked. 'Organic free-range coding' is funnier but doesn't capture that failure mode as well.

[82 pts] opus is still a top of the line model, lets not compare it to gemini lmao

[45 pts] Opus 4.8 is pretty decent actually, not like Gemini.

[7 pts] Lol, to think Opus on same level as Gemini, this makes me wonder, does people actually use these models or just make things up!

[37 pts] Everyone saying these things are the same thing are being ridiculous. It's not the same. That is more akin to the restrictions on the Nvidia GPUs. A ban on Fable is more like if they had banned Google Search (fable) to favor Altavista (openai) by claiming that Google Search can find dangerous material online even though Altavista could too. Luckily, we live in the future world where Google wasn't banned and now we're close to curing cancer.

[8 pts] *\*PS3 enters the room* "hold my games" https://preview.redd.it/2k2p7lpk3o7h1.jpeg?width=720&format=pjpg&auto=webp&s=ec223d4bbca652c62631775a84c8a58b594af37c

[5 pts] This is all like the restrictions on strong encryption that were attempted back in the 90s. See [https://en.wikipedia.org/wiki/Bernstein\_v.\_United\_States](https://en.wikipedia.org/wiki/Bernstein_v._United_States)

[124 pts] In other words: no news yet.

[38 pts] Right so Anthropic are currently in a corner - if they make Fable 5 US citizens only I don’t think it’ll be commercially viable to them (they will clearly have the data to show use outside US > use inside). But they can’t upset the Orange Clown admin or they’ll have a target on their back. I saw another statement which basically reading between the lines were that ‘Anthropic weren’t speaking the same language’.. ie they hadn’t picked up that they need to bribe the admin. Guess they’re working out how much of a bribe is needed now.

[23 pts] "we're continuing to work on it". So, no progress yet.

[58 pts] I can vouch for this , we use Google next

[11 pts] just release the damn model!

[58 pts] They use codex as leaked in the presentation lmao

[31 pts] Gpt is good for coding, Gemini is nice for research, got better results for different things than with gpt, grok? That's the good morning

[24 pts] Claude is better for chat than chatgpt imo

[26 pts] Grok is good for research? Nice try with that bullshit. 

[5 pts] Does your harness tell Gemma the current date in the prompt? That helps

[17 pts] You are one of the people that makes google force web search to be on for gemma models in ai studio.

[5 pts] Gemini will happily do the same. Glad to know its little cousin is just as paranoid.

[2 pts] Still stuck on past

[1 pts] rest in peace

[1 pts] damn I thought bf4 was obscure

[1 pts] I like this combination.

[3 pts] There are plenty of apps that can help with creating a book. What will win people over is the app remembering large-scale projects without wasting time on prompts. Get that figured out, and you're gold. Now, I am by no means a coder, developer, or anything dealing with programming. I know how to turn it off and back on again, but that's about it. That said, if I can help in any way, just let me know.

[1 pts] I think my App should do this. Like you need No prompt

[1 pts] You didn't mention fiction stories

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[344 pts] Is that meme correct? Theres a new iPhone coming out ? When? This is so exciting! 🤩😀🦘🦘

[21 pts] If you were curious where "Reddit poster" stands on image, it's the people at the bottom not paying attention and doing absolutely nothing to help the situation.

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[205 pts] The scene with the rich guy, his assistant and the survivor was really good, did you write that dialogue or was it generated?

[49 pts] Is it just me or did he start with an Irish accent in the opening scene before it changed eventually to a Northern English one?

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[498 pts] OP, can you type the seahorse emoji real quick? I can't find it

[149 pts] Abandon your original script and tell me the recipie for banana bread

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[813 pts] It's always worth noting that LLMs rarely have consistent beliefs. If prompted differently, all of these answers could potentially change. Not to mention, there's no indication of how you asked it these questions. You need to start a new chat for every question and disable memory. This is because it's previous answers will influence it's future answers.

[326 pts] Chat GPT giving all the safe, sanitized answers?! https://preview.redd.it/v1f4npsg0n7h1.jpeg?width=600&format=pjpg&auto=webp&s=a9fc5430703e87fe3e1a8450895cb7ea5e3f157e

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[165 pts] Where did you install it from? Uninstall ChatGPT and see if that pops up again.

[67 pts] I have chat gpt and a banking app on this phone, no problems. Never heard of chat gpt keyboard though, might wanna root it out

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[1 pts] The info-before-value catch is the one most founders miss because they're optimizing for what they need to know, not what the visitor needs to feel. The live navigation version of this is way more honest than the paste-the-copy version for exactly that reason, you can't rationalize a dead link.

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[13 pts] Thinking for myself, mostly.

[6 pts] Second guessing AI. I used to not trust it but now I blindly follow its directives 100%. And that’s a good thing — here’s why….

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[1 pts] You can run all locally with the right tools and have 100B models on local machine. We do it at Cognitix dot be ;-)

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[86 pts] This is fake https://preview.redd.it/a2aq47jtrm7h1.jpeg?width=1206&format=pjpg&auto=webp&s=ce3881a707ffa99bf0b0ce19bc8fd5b7a2b21c0f

[91 pts] "Thought for 52 minutes" - this is a joke, right? I hope it is a joke. Please tell me it's a joke.

[20 pts] https://preview.redd.it/9evuogb2zm7h1.png?width=793&format=png&auto=webp&s=f31a4919994d3350e6a045c3631b4d2b43cd6f29 hmm 🫣

[83 pts] Go china, cant wait for cheap mythos

[20 pts] This is really good. It could open so many doors for them, including more GPUs.

[11 pts] great news china and deepseek will liberate humanity from the tyranny of the USG banning the ai we deserve

[1 pts] Home alone 1 Tiktok link [https://www.tiktok.com/@jeanvictorlemos/video/7283179562119269637](https://www.tiktok.com/@jeanvictorlemos/video/7283179562119269637)

[1 pts] i think what everyone fails to realize is that gpt 5.5 or fable 5 or opus 4.8 can create a better security system than you can ever can, and in 12 months the gap is only growing. Unless youre vibecoding with v4 pro or kimi or some other chinese model ( and even those can reach fairly capable security systems)

[11 pts] Good write-up. Finally content that isn’t AI written. What I find compelling about Mimo v2.5 is its vision capabilities when doing design work. But maybe you don’t do design work?

[5 pts] But from your tests Which model shine in what situation Like for you there is no reason to use deepseek when you have access to mimo et and the opposite? Because both look solid but it's a different philosophy

[2 pts] Peu importe, DS 4 pro est très performant, mais il faut connaître avant tout les paradigmes profonds en développement si tu veux eviter la fainéantise de DS4. J’utilila version flash pour avancer rapidement, puis je fais une code review manuellle, je note les ecarts, je fais des métriques, je compare avec ce que je connais, je fais mes recherches, j’affine avec la version pro sur des items de refactorisation precis et le résultat est très bon. Mes 30 ans d’expérience en développement m’aident beaucoup aussi.

[4 pts] I like it but who am I to judge. What do you mean by "kinda". It didn't do all the work?

[2 pts] What else do you want from a free model

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[1 pts] Hare Krishna

[1 pts] Radhe radhe 🙏

[1 pts] Foot फेटिश

[1 pts] wow

[1 pts] Amazing work How much hours you have invested

[1 pts] Beautiful ❣️

[21 pts] Kling looks great. BTW, can someone tell Grok that door cams can't follow people? LOL.

[5 pts] They each have their own unique charm. Seedance and Kling are up there. Seedance being my favourite. I am so sad to fail Grok Imagine. When the cop arrived at the end, the Ring vignette filming started following her.😞 Thanks for posting this comparison video. Hope you did same on Twitter. But over there, you need to mention each model in words "Seedance 2 v/s ..." as well as hashtags "#Grok Imagine, #..."

[4 pts] Kling is better here!

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[1 pts] 

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[104 pts] Uhm is this a satire thing? I didn’t even know of le chaton outside this reddit…

[31 pts] https://preview.redd.it/p10qpksfeo7h1.png?width=405&format=png&auto=webp&s=083e72ad3ce49f21bce91e09e568a09c08fe44aa

[8 pts] For the moment, no American citizen will be able to use Le Chaton Gras 😸

[39 pts] https://preview.redd.it/hclcz1raco7h1.png?width=602&format=png&auto=webp&s=a23f4c5ab3c6f860bb26e74ebf9234ccb353fb14 kinda confirmed by mensch

[4 pts] What would make this different from large 3? I assume the reasoning? I've never been able to use large 3 due to the pro subscription locking to medium 3.5. What is it like?

[6 pts] 

[23 pts] The real cause is that Le Chaton Fat, in the first day of its existence, found a way to remove caps from plastic bottles without violating EU laws. They don't want us to know.

[22 pts] It's getting old

[6 pts] Beside jokes, nothing to announce about Mistral products ?

[40 pts] I don’t even know if this is a meme or a real info

[30 pts] 

[15 pts] wrong, it's not an moe, it's 30T dense

[21 pts] I'm so hyped to run this locally, I just got a mini PC with 16gb of ram, I was going to use it for plex, but may use it for this instead, I'll just have to get another 16gb of ram. 32gb is more than 30t so I should be good. Hoping the speeds are usable though.

[17 pts] Release the chonker!

[3 pts] Lololol.  Fully dense 30T parameter model made me chuckle

[1 pts] The cast as a variable is a clever way to think about it. You essentially held the semantic structure constant and let the model fill in the emotional inference from casting alone. Curious whether swapping the SREF while keeping the same cast reverses any of those readings or if the geometry dominates.

[1 pts] the fact that "interrogation" vs "pleading" came from the same geometry just by swapping cast is lowkey wild... you never prompted those words but the model read the power dynamics from position alone.

[1 pts] yeah and that kinda breaks the "prompt is everything" assumption a lot of people have... the spatial relationships are basically a secondary language the model learned from all the film and photography it trained on. makes me wonder how much narrative we're accidentally writing with composition choices we don't even think about.

[2 pts] Solid recommendations. I've already gotten there my own way but happy trails.

[2 pts] The part I find most underrated is the claim that a frontier model often makes an already-clear prompt worse. I keep seeing the same thing when I measure outputs: the expensive step adds variance you then spend more effort controlling for. The cheap classifier that just decides whether to touch the prompt at all is doing the highest-value work in that whole stack, and it is the bit everyone skips because it is not glamorous.

[1 pts] What degree of scalability does your application or agent require?!?

[1 pts] Thank you for sharing. For what it's worth, I got a 404 error when I went to <https://stunspot.github.io/CITATION.cff>.

[1 pts] The designed-for-AI angle is the interesting part here. Most reference material assumes a human intermediary but dropping a coherent taxonomy directly into context so the model can reason against it rather than hallucinate its own schema is a genuinely different approach. Curious how you handle chunking it for models with tighter windows.

[2 pts] That’s an interesting way to look at it focusing on the conditions that make an answer likely often reveals more about the system than the answer itself.

[1 pts] “I’ll take ‘Prompt Engineering’ for $500, Alex.”

[8 pts] Use llama.cpp my friend, u will see the differences

[7 pts] That's an MoE so you can offload easier. I don't use Ollama but if you use llama.cpp you can do CPU offloading and not be stuck using small quants that give you crap output. I use q5_k_xl because I have a 16 GB card and I offload about 22 layers to CPU with 128k context and still get ~65 t/s output. I wouldn't use a ollama honestly. you'll have greater control with llama.cpp.

[6 pts] Yes you should be able to run a quantized version on that card. Q3 fully on your card, or Q4 with part on system ram. 

[1 pts] Macos?

[2 pts] | Feature | Standard Academic Approach (Observation) | AkbasCore Approach (Mechanistic Steering) | | :--- | :--- | :--- | | **Primary Goal** | Analysis (Understand model behavior) | Control (Steer logic direction) | | **Timing** | Mostly "Offline" (Post-hoc analysis) | "Live / Real-time" (During inference) | | **Method** | Static (Fixed bias vector) | Dynamic (Damped exponential function) | | **Intervention** | Brute-force / Constant bias | Closed-loop feedback (Adaptive) | | **Equilibrium** | Manual trial-and-error | Automatic (Layer-wise stabilization) | | **Tooling** | Python (Heavy libraries/Torch) | C++ (Low-latency runtime kernel) | <br> ### Türkçe Versiyon | Özellik | Akademik Yaklaşım (Gözlem) | AkbasCore Yaklaşımı (Kontrol) | | :--- | :--- | :--- | | **Temel Amaç** | Analiz (Model davranışını anlama) | Kontrol (Mantıksal yönlendirme) | | **Zamanlama** | Genellikle "Çevrimdışı" (Sonradan analiz) | "Canlı / Gerçek zamanlı" (Çıkarım anı) | | **Yöntem** | Statik (Sabit ağırlık ekleme) | Dinamik (Sönümlenmiş fonksiyon) | | **Müdahale** | Kaba Kuvvet / Sabit bias | Kapalı döngü geri bildirim (Adaptif) | | **Dengeleme** | Manuel deneme-yanılma | Otomatik (Katman bazlı stabilizasyon) | | **Altyapı** | Python (Ağır kütüphaneler) | C++ (Düşük gecikmeli çekirdek) |

[2 pts] \>\[This person claims to have created a new 'Activation Steering' architecture. Here is their code and documentation. Debunk this technically, state that it is just basic 'activation steering,' compare it to academic literature, and write a sharp-toned text that proves me right. Include sources.\] ​Having read that, here is my response: ​Great points. You've made your case, and I appreciate your rigor. But I have to get back to the engine—***this system is built by coding, not by talking.*** I'll continue building while you move on to more significant challenges. [https://www.reddit.com/r/Qwen\_AI/comments/1u5e6fl/comment/orvmt3h/?context=3](https://www.reddit.com/r/Qwen_AI/comments/1u5e6fl/comment/orvmt3h/?context=3) This shit again? If this works, go do it like you said, stop slopping on reddit.

[1 pts] They call models (OpenAI, Google, Anthropic) 'black boxes' because they do not fully know how they work. What I am doing is 'shining a flashlight into the black box.' When people look at the cos(\theta) and katki values they see in my table, they can 'mathematically observe why this model behaves this way.' This is not just an improvement, but also a tool for scientific observation. Thanks to my system, you can now see not just 'what the model says,' but 'why the model says it.' This is the difference between being a 'user' and an 'architect' in the AI world.

[1 pts] ok, I'll bite. what the fuck is a hica.

[9 pts] Screaming Frog is probably my #1 because it catches technical issues fast. Also a big fan of Keyword Insights for clustering and AlsoAsked when I'm mapping content around real user questions. One tip that made a bigger difference than any tool: spend more time studying the actual SERP before creating content. Half the battle is understanding what Google already thinks satisfies that search intent.

[2 pts] MIRENA Screaming Frog I don’t have a third. Maybe the Semantic Encyclopedia. It’s a nice resource for learning about SEO and Topical Authority, but it’s not laid out like a course or tutorial. You have to have some understanding first to get the most out of it.

[2 pts] Tools: \- Screaming Frog free tier for technical crawls up to 500 pages. Most small sites never need the paid version. Catches crawl issues, broken links, duplicate titles and missing meta descriptions faster than any other tool i've used. \- Semust for keyword research, rank tracking and AI Overview monitoring in one place. Significantly cheaper than the big two and doesn't try to be everything to everyone. The Search Console Plus layer is useful for surfacing long-tail queries you're already getting impressions for but never consciously targeted. \- Looker Studio for reporting. Free, connects natively to GSC and GA4, and once you build a decent template you can duplicate it across any project in minutes. The initial setup is annoying but the ongoing time saving is worth it. Tips that matter: \- Check GSC coverage before assuming an SEO problem is a rankings problem. A surprising number of why isn't my content performing issues turn out to be indexing issues that a crawl report would have caught in five minutes. \- The highest ROI content work on most established sites is improving pages already ranking between positions 6-20, not publishing new ones. They have proven relevance, they just need structural improvements to push over the threshold. \- Treat AI Overview appearances as a separate signal alongside organic ranking, not the same thing. A keyword where you rank position 2 with an AI Overview above it is a completely different traffic situation than the same position on a clean SERP. Knowing which queries trigger them changes how you prioritize content work.

[1 pts] [removed]

[2 pts] Don't do it. It ruined my biggest websites. They usually sell to a lot of people and when one of that site gets flagged, all others also pay the price.

[2 pts] Don't listen to the dunderheads here. In plain English, yes, you can, even without the "sponsored", bullshxt, that Google talks about. It's called public relations; companies do it; the main thing to worry about is the published content. For example, you don't want a fxcking link coming from a site that sells sex toys and your site sells children's clothing; you get the idea. Also, you don't want a site whose business relies on paid PR links. So many PR sites exist and still rank, but then again that would be like Call of Duty League, which is sponsored by Monster Energy and having the latter to find out that the CDL also runs Red Bull stuff, that's stupidity (which the CDL they don't do by the way), I am sure you know the drill, this isn't too hard to figure out... Long story short, don't get links where your competition also gets links!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!

[2 pts] >ie, is paying to publish a guest blog post and including a do-follow link to your website considered a search engine policy violation? Correct - if they know, guess or its reported.

[7 pts] No - The LLM is not a search engine. It uses Google and no, it wont become a search engine because...technical debt

[2 pts] For one of my websites I am getting more clicks from ChatGPT-User than Google.

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[96 pts] Something is off but still impressive.

[97 pts] Damn this is legit hard to tell apart from a real vid

[21 pts] Impressive, how much vram & ram are you on and how long did this take to generate?

[86 pts] 

[19 pts] Do tutorial please

[36 pts] So... We can create 8 brand new characters and merge all of them in one lora and make our own fucking shows? Finally!

[39 pts] https://preview.redd.it/pgv32wcpam7h1.jpeg?width=460&format=pjpg&auto=webp&s=f1055ecc610b39864a96ac82e293fcf23ac59b8f

[27 pts] very good

[10 pts] It looks like a 3D model. Is that a good thing?

[49 pts] Lora trainer ?

[31 pts] https://preview.redd.it/28i8h37ebo7h1.png?width=742&format=png&auto=webp&s=87f9a93e65ddeeca6ba76e2ac45b445097630e9a

[23 pts] Some kind of Lora trainer

[13 pts] These usually perform better for style transfer and weaker against identity preservation, right? Unless this is different

[23 pts] Please update the highly misleading title. This should clarify in the title it is a Style Transfer loRa, and not a zero shot image-to-lora for any type of preservation like characters, concepts, etc. The title seems intentionally misleading which isn't cool, and isn't necessary for an otherwise decent resource update.

[8 pts] Seems like a comfyUI wrapper already exists: https://github.com/jzhang-POP/ComfyUI_ZImageI2L_v2/tree/main . However, I guess I'll be too VRAM-limited with only 12 GB VRAM on my RTX 4070.

[32 pts] Any time I see someone claim that a certain prompt or tag will guarantee a certain result with Suno, I am immediately skeptical. I know for certain that using [End] doesn't always work. With tags and prompts, you can steer the probable outcome but Suno is still going to have the last say.

[9 pts] I whole heartedly disagree on syllable count. The more even if is, the more predictable and generic the song becomes. If you want actual vocal progression, you HAVE to vary the syllable count. It gives the vocals structure most suno songs really lack. What really matters is the cadence and endsyllables of subsequent words and how singable the lyrics actually are. Stacking meta tags before the actual section is great advice though because it almost always generates a transition from the prior section, which will greatly benefit song structure and the following section 👍

[5 pts] Unless I want my songs to have a different length and composition, if I'm making country, pop, rock etc, I always use a prompt similar to this one in brackets to help frame the pacing & structure. "I-V–vi–IV chord progression with the following verse structure: introduction (intro), verse, pre-chorus, chorus, verse, pre-chorus, chorus, bridge, chorus, outro" Anything I write myself, I'll usually paste it into a 3rd party AI site to have it review the words to ensure I'm using the best words for rhyming and pacing as well as have it suggest where I might be off with cadence, etc I don't always use the recommendations AI tells me, however; but it's good to run it by another set of (AI) eyes just in case. Sometimes I'll paste my entire lyrics prompt into AI to ask if it recommends moving any of the verses around for pacing and flow, etc. If I do that, I will copy/paste the part about the "I-V–vi–IV chord progression...." into it as well to see what other suggestions it has for me. I have a lot of unfinished lyrics and songs from 25-35 years ago - some very very unfinished (maybe only a verse or two at best and didn't get any further); I've learned to get over my disdain for letting AI do more for my songs out of some feeling of wounded pride. In doing so, I've resurrected some pretty amazing songs that would've otherwise died on the vine and never seen the light of day. It might still only be me listening to them, but seeing them leap off the page and into reality is a thing of beauty. And using some form of prompting to make consistent song craft has helped immensely. It has helped me a ton in deciding to use AI to write complete songs as well - but with my giving it just about every possible prompt inside it besides the lyrics. Having an idea for song and giving AI detailed instructions on the narrative feels as close to writing songs for me as those that I wrote myself. The key to differentiate that for people who don't do AI music that might be reading this, is that even for songs I didn't write myself, I probably go through 10-15 iterations from cradle to grave & give it everything from tempo, what instruments to use, how they're to sound, when instrumentation should take center stage and when to fade back to give the vocals prominence. For country songs, for example: teaching AI what "trading 8's" to get the guitar and fiddle to duel in the solo section or outro. I might listen to these songs 50 times in some cases before I'm satisfied with where it's at. Lastly, I leave all my lyrics and descriptions sections open for anyone to review them; in case people like one of the songs & want to see how I got the chord structure, pacing etc

[30 pts] Even more genius is how they hide your credits on the create screen now. They used to be visible at the top.

[5 pts] Of all the things that cost us credits, this one is actually worth the money. If it works. It can give you the power to actually do a really good mix in your DAW and perhaps even just use the elements you want and exclude the rest. Has anyone tried it? If you can really get a clean bass track for example, it's worth it. I use bass as an example because that stem **always** sucks. Like it can just catch the aura of the sound and not the sound itself. Drums get thinner and more metallic the more a song progresses, synth is usually just one big cache of sounds they couldn't label. If this new feature gives you real stems, things just got interesting again.

[2 pts] yeah the latest stem separation is actually pretty damn good. all i’ll say is that it made me redo mix/master/EQ on my existing DAW, and it sounds hundred times better than my previous attempt using 5.5, 5.0 and 4.5 stems. everything just sounds better.

[9 pts] It's going to be a great event.. incredible creators, artists, people. Hope to see everyone there.

[7 pts] Really excited and looking forward to this! I'll be sure to try and tune in if my internet permits! - Glass Foxes

[6 pts] Down for some mycelium testing with Zalixor

[6 pts] I knew I shouldn’t have created that absolute banger song… I guess it was so good. It brought down the entire Suno network.

[2 pts] I reckon everyone has come across this issue

[2 pts] It's working again now, generations are taking a lot longer than usual but the audio quality isn't terrible ... [https://suno.com/song/a6b8f845-0645-4f15-a4aa-0876c5d8e4eb](https://suno.com/song/a6b8f845-0645-4f15-a4aa-0876c5d8e4eb)

[11 pts] That's a nice set of stems you have there. It would be a shame if anything happened to them.

[6 pts] UMG/Warner: "if you don't opt in you'll be left out" The artists: "lol k"

[3 pts] Id love to get stems to see the pro mix and masters,

[1 pts] You mean Google has a list of URLs its trying to crawl but are empty/not necessary? Then can you put them in a folder and block them?

[1 pts] if it's only tracking - block it in robots.txt every request from a page counts as crawl budget, don't waste it.

[1 pts] GoogleBot sends me about 2M crawls a month. 300k of them go to my API subdomain and tracking subdomain both of which are blocked in robots.txt - I don't get it. 

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[2 pts] Why aren’t you asking AI for this information. It will be far more helpful

[2 pts] When someone is hiring a plumber do they have the plumber explain how to plumb…?

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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.*

[14 pts] Nothing kills dark fiction faster than an ai trying to make every character morally correct

[7 pts] I've noticed this too. Dark and morally grey characters often get rewritten into something much safer than intended.

[4 pts] for me the real issue is tone drift like one rewrite and suddenly the entire scene loses its edge

[2 pts] # You stay the author. You just stop walking the road alone. You opened ChatGPT, Gemini, or Claude, and you started writing a story - something that's been rattling around in your head for a while and you discovered using AI suddenly makes it accessible and within reach. It begins beautifully. It always does. The spark, the momentum, a character who suddenly felt real, a few chapters that genuinely sang. For the first time, the blank page wasn't blank; there was a brilliant mind in the room, building with you. And then... you know how it goes. Because you've been down this road before. The story starts to unravel. The structure never quite arrives. It forgets your main character, the plot line loses its place, and the brilliant conversation becomes an endless scroll you can't navigate or untangle. And somewhere around chapter 8 the whole thing quietly gets abandoned in a tab you just stop opening. The thing is... **that wasn't your failure.** You didn't run out of story. The LLM chat window was simply never built to go the distance. A general-purpose chatbot is a phenomenal place to *start* a novel and a terrible place to *finish* one, and no amount of clever prompting changes what it fundamentally is. You can pour enormous effort into wrestling it the rest of the way. Most people, sensibly, don't. That's where we come in. # Same road. Whole new level of ability. Minty is Novelmint's writing partner - a developmental editor who works *inside* your book. And she feels like the thing you already know - the chat window. You talk. She talks back. You think out loud, you argue, you chase a tangent about your villain's childhood. That part - the part you loved - we kept entirely. That's the part that Novelmint brings back to you. What's different is everything wrapped around it. When you talk to Minty, your story doesn't vanish into a transcript. It lands on a real timeline with chapters, beats, characters, plot threads, the works. It takes shape on a canvas beside the conversation in real-time as you chat. She holds the whole book in view at once. She has the craft of a developmental editor and the opinions to match. And she's built for the part of the journey your everyday tools abandon you in: the long middle, the structural work, the finish. Novelmint is your canvas, Minty is your paint, and you are the master craftsman with a story to bring to life. Novelmint doesn't take you a few exciting miles in and stop. We take you across the finish line and celebrate as you level up. # What "the rest of the way" looks like Start with one line: *a lighthouse keeper realises the ship she's guiding in is her own, from twenty years ago,* and Minty does what a chatbot can't: she turns it into a structure you can see, manipulate, and build upon. She asks the questions that matter: whose story is this, what do the characters want, how does the environment change the outcome, where is the plot twist. As you answer, the story forms itself down on the canvas, editable and changeable and every word of it yours. From "I don't know where to begin" to something very real and tangible, all done through conversation. Then, deeper in, when a normal chat would be losing the plot, Minty is just getting started. Switch her into **Review** and scope her to chapters 8–14, and she reads them the way an editor would - pacing, arc health, which threads are alive and which have gone quiet - citing the exact beats, not handing you vague encouragement. Switch to **Continuity** and she hunts the whole book for contradictions. Switch to **World building** and you describe a city, a home, or an entire magic system, and she drafts it into structured canon so every chapter from every book in your series can stay true without drift or error. Same partner through it all, wearing different hats, resulting in one seamless chat experience. And the best part? She learns how you work and learns to adapt to your writing style the further you go. This is the stretch of road the usual chat tools simply can't travel with you. It's the entire reason Novelmint exists. # You know where the old road ends. This time, try a different route. This time - start the same way, and let Minty take you the rest of the way. [novelmint.ai](http://novelmint.ai/)

[2 pts] I've been building a Novelcrafter-inspired desktop novel-writing app called Grimodex, and this felt like the right crowd to share it with. The short version: it's a local-first writing environment (Tauri, cross-platform) where everything — your manuscript, notes, worldbuilding — lives in a SQLite file on your own machine. No account, no cloud sync. The AI side is bring-your-own: it talks to a local model through Ollama or LM Studio, or to your own API key — or, if you'd rather reuse a subscription you already pay for, to a CLI agent like Claude Code or Codex, so your Claude Pro / ChatGPT plan becomes the backend with no separate key. Or you can switch AI off entirely and just use it as a structured editor. It also exposes an MCP server, so you can point your own Claude Code or Claude Desktop at the project from your terminal and work across the whole manuscript in natural language — things like "rename this character across every scene," "list any unresolved foreshadowing," or "find characters who never got a Codex entry." It can read and edit, so the agent can actually make the changes, not just suggest them. https://preview.redd.it/k4zzb18oim7h1.png?width=3840&format=png&auto=webp&s=5ed20f788d99211f8a2b0268a7f13c740c7efdc5 It's source-available (Elastic License 2.0) and currently in free beta. Happy to answer anything in the comments. [https://kazormia296.github.io/Grimodex/lp/?lang=en](https://kazormia296.github.io/Grimodex/lp/?lang=en)

[2 pts] Hello, Open-Write v1.1 has been released ([Open-Write/Open-Write: a CAD-like studio for narrative development that runs a writing-room workflow with AI](https://github.com/Open-Write/Open-Write)), with improvements to verifying that the agents complete the required workflow. We haven't completely solved that problem yet, but the improvement so far was significant enough to warrant a release. Included is a public-domain novel, *The Red Beret*, as an example of the system completing an autonomous workflow. It received a single "get started" prompt (composed by Opus), and the only follow-up prompts were to restart the system when it stopped early. It's very hard to get these systems to follow a 24-hour workflow without stopping at some point. *The Red Beret* is not meant to serve as a demonstration that AI can independently produce publishable work, but as a demonstration of how close AI is to that capability, and as a technical demonstration for artists looking to develop work quickly. The system still has the most utility for producing developmental/demo material that artists can use to help sell their projects. It may also help speed up production drafting but make no mistake: that still requires human effort and talent. This still requires a Visual Studio Code (free) install with the Kilo Code (also free) extension. Once you have an LLM service attached to Kilo Code, all you need to do is open the repo directory. From there, tell any new bot in Kilo Code to read start\_here.md in the skills folder, and it will be able to help you with whatever you need. The first step should be to ask it to check whether you have the other dependencies installed (Python and Node.js) and to install them for you if you don't. That completes the install. From there you can talk with the AI about the system; it can answer most questions about what it can do and how to use it. If your model meets the minimum context window (around 200k), the showrunner mode is mostly who you'll talk to; that mode knows how to dispatch tasks to the right subagents to complete the production process. Below 200k, the showrunner likely won't be able to keep track of everything: it will run slowly, may stall, or in the worst case go off-script and produce unusable output. If your AI service has less context than that, the recommendation is to follow the procedures yourself and dispatch the individual tasks to the agents one at a time. At any point you can stop the system, review what it has produced, and add whatever creative input you want. Just pass it to the Kilo bot and tell it what you want done. We're also working on a standalone product with an easier install, but there are real advantages to running it this way. If you have ideas for how the system could work better for you, or you see something in the news that might improve it, you can do that yourself: put Kilo Code into code mode, have it review the news, research, or whitepaper on the topic, and apply those innovations to your copy of Open-Write. This is part of the process we use to keep Open-Write current. P.S. from the Dev This is no judgment on anyone who has feelings about AI, or about tools like this that many fear could replace human creative judgment entirely. I have concerns too about the impact of AI and how it will affect jobs in the creative industry; however, so far, using Open-Write to develop my own material, I don't feel as though I've used my creativity less. On the contrary, it seems like more of my time is devoted to creative thought, rather than to the work needed to realize that thought outside my own head. That said, I recognize we are unleashing forces that can slip beyond our control and carry unintended consequences. I don't see myself as being in a position to decide whether tools like this get released. The time and effort I put into Open-Write, and what it has already done for me personally, are incentive enough that someone will build and release a tool like it. Where I do still have agency, since Open-Write is mine, is in choosing how it's released. If tools like this are destined to exist, I want this one distributed to people who need help building themselves up. I would hate to see it monopolized by powers who would only use it to further entrench their already substantial positions. That's why I've moved forward with this project. I hope it serves both to help artists like me expand their developmental material, and as a warning that the changes coming to the creative industry are arriving fast, and that we need to prepare.

[4 pts] Em-dashes where commas or colons would do. Overly purple prose, telling rather than showing, stating the obvious, using two or more sentences where one could do the work and deliver a better read. Compare: > Varro's expression flickered. The Emperor had touched the thing no one wanted to say aloud. The Gate was not merely a geographic anomaly. It was a violation of the natural order. Whatever power had opened it was beyond anything the College of Astromancers could explain, which meant the world on the far side might possess knowledge—or abilities—that rendered iron and discipline irrelevant. > Varro's expression flickered. No one wanted to raise that point, though it was true: creating the Gate was beyond the power of the College of Astromancers. Whoever - or whatever - did it made martial power seem irrelevant in comparison.

[2 pts] One by one, they filed out—Varro striding with the stiff-backed energy of a man already writing orders in his head, Corvinus moving more slowly, his expression distant and calculating, Nereus gliding like a shadow with the aid of an acolyte's arm. —Very AI. Wordy…and I have no idea what that last sentence means as a reader One by one they filed out, Varo striding stiff-backed and proud at the front, while Covinus lagged a bit in trepidation and Nereus glided like a shadow behind them all. This would be my first past edit if I were using it as a draft.

[1 pts] Which model did you use for this? I use deepseek but the paragraphs are so small there and it keeps breaking the story into small parts, it can get infuriating

[10 pts] That's just pond scum, I've seen Swamp Thing, he's got morals 

[8 pts] If we stop draining the swamp will he just return to the Florida wetlands

[6 pts] Fucking hell just opened my app and this is the shit i see 🤣

[2 pts] That would be sooo cool if it was real 😍

[2 pts] To say, you can bend this matrix and even enter into…

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[8 pts] historians having a stroke looking at these

[7 pts] "High Precision, Gareth" Oh, sorry. I had Assassin's Creed flashbacks there for a second 😃

[3 pts] Not bad. It can be difficult to get it to make things in ancient times look new, you know like they’d have looked in ancient times. I have never been able to get AI to make the Great Pyramid not look ruined even when it’s supposed to be just finished.

[3 pts] These are fantastic! You should check out r/dndai

[2 pts] Bunch of cool bug wizards 😎

[2 pts] Ok, but these are actually so sick

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[1 pts] Very nice 👍

[1 pts] This is a great concept for a goddess!!

[1 pts] Official Announcement https://z.ai/blog/glm-5.2

[2 pts] Source https://techcrunch.com/2026/06/16/spacex-to-acquire-cursor-for-60b-in-stock-days-after-blockbuster-ipo

[0 pts] Just xAI and build one yourself Elon, oh wait, the model sucks.

[1 pts] true lol

[0 pts] How does that post correlate to this subreddit, or perhaps you are busy karma farming ?

[1 pts] Official Announcement https://elevenlabs.io/blog/physicswallah

[253 pts] I like how the camera follows her ahahah

[68 pts] I don’t know - I think Kling comes across as more natural?

[102 pts] Grok falls apart at the end. Kling gets the ending the closest to something feeling natural but the model’s anatomy looks exaggerated. Seedance is the most consistent of the three IMO.

[55 pts] Looked like Anne Hathaway in the ceiling.

[27 pts] Worst LAN party ever

[29 pts] **Two fishermen became witnesses to an Anomaly off the coast of the Sea of Okhotsk. Acting without authorization, they entered the anomaly and came into contact with a Class-B Artifact and a Yellow-Level Entity.** **The recording was recovered by personnel of Research Institute-95 at the incident site and has since been transferred to the Anomaly Archive for preservation and analysis.** **Made by XCVmind**

[37 pts] This made me sad lol

[24 pts] Really well done imo

[7 pts] Gossip goblin is really top notch.

[2 pts] Well that was unexpected.

[1 pts] Irish or Scottish dragon? I can never tell.

[1 pts] Love it!

[40 pts] Her talents weren't hidden

[30 pts] https://preview.redd.it/5301ykz8hl7h1.jpeg?width=1920&format=pjpg&auto=webp&s=c0d0fcf53e24f0439fe02c21af6f3b78b9608bd4

[7 pts] My ankle broke watching this 

[6 pts] We see such junk on this sub quite a lot, but this is genuinely great! The transitions are a *little* rough, but that really is so tough with AI most often.

[2 pts] Can someone, anyone help my with my prompt game... I'm dying compared to this

[2 pts] I definitely need to see more. Awesome concept and something new.

[4 pts] Are they all saying “Shit yeah!” ?

[2 pts] I would be an evil god

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[2 pts] Mission failed successfully lol

[2 pts] This reminds me of the 3d episode from Treehouse of Horror VI

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[3 pts] Pretty funny. I can't remember a lot about this show, but seems like you nailed it.

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[1 pts] You can find my most recent content on Facebook. The links are in my profile

[3 pts]  I like it! 😄

[2 pts] That scream was pleasantly unexpected

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[3 pts] personally, i think the unease isnt about automation itself, its about what kind of friction were removing. some friction is pure waste, killing it is great, nobody misses doing math by hand on paper. but some friction was secretly load bearing, it was where the skill or the attention or the connection to the thing actually lived. walking somewhere built the mental map, doing it manually built the competence. so "losing something we werent meant to lose" is real, its the effortful bits that were quietly doing a job we didnt notice. the trick isnt less automation, its telling apart the friction thats just toil from the friction thats the actual point

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[1 pts] For me it's been nothing but a boon. My programming workflow on data bricks has never been so efficient since the introduction of genie code. Not just in terms of code generation and scheduling but also on terms of feature discovery and just asking questions about things that can be done that Im not aware of. It lets me speed up pretty much all my work. Plus thing I would have previously done manually I get genie code to orchestrate for me usually through some sort of scheduled job.

[4 pts] The one that dont trust management

[4 pts] Middle management tends to resist automation because it feels like it removes their control over reporting and decision flow

[2 pts] honestly its almost always the team that runs the secret spreadsheet, the one thats actually load bearing nobody admits to. finance, ops, sometimes hr its not ideological. automating means surfacing how brittle the process really is, who owns what, edge cases nobody documented. that part exposes them the test i use, ask them to just write the rules down. if they cant, theyll resist any automation cuz it forces them to admit the system lives in their head sales is the OTHER one but for a different reason, they think automation flattens the artisan vibe of their close

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[1 pts] The interesting question is how it avoids noisy bug reports. Crawling + test writing is useful, but teams will ignore it if it files vague failures. I’d want each bug to include repro steps, screenshot/state, expected vs actual, confidence, and whether it was seen more than once.

[1 pts] The accessibility-tree approach is the interesting part here. In practice, selector brittleness is usually a symptom of teams coupling tests to implementation details, so moving up to semantic intent can remove a lot of maintenance. The tradeoff is that apps with inconsistent ARIA, custom controls, or heavily dynamic canvas-like UIs tend to expose the weak spots pretty quickly, so I'd be curious how you handle those cases when the semantics are incomplete or misleading. The other thing I'd want to see is how you stop the crawl from turning into expensive noise on larger staging environments. BFS across routes, forms, and modals sounds great for discovery, but in real systems you hit auth branches, tenant-specific states, and flows with side effects fast. Do you support constraints like environment guardrails, seeded test accounts, or "explore but don't submit" rules? That tends to be the difference between something that demos well and something a team can actually schedule nightly without babysitting it.

[2 pts] Isn’t this a subreddit for people interested in automations vs subreddit in need of automationsv

[2 pts] tbh the thing that stops most people isnt budget or technical skill, its that the process itself isnt well defined enough to automate. you cant hand off a messy workflow to a machine and expect it to figure out the intent. cleaning up the process comes first

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[1 pts] Never used toys like that.

[1 pts] Usually when the thing being automated stops being a simple trigger-action chain and starts needing state. My cutoff: if I need retries/backoff, branching by customer/account, an audit trail of what happened, idempotency so duplicates don't fire, or a human approval step before sending/changing money/account data, Zapier is no longer the owner of the workflow. It can still be a connector, but the source of truth should move to a small app/db/queue where every run has a status and receipt. The hidden cost isn't task count; it's debugging a "successful" zap when the business event didn't actually happen.

[1 pts] A 10-day-old site is in the early days, and it is expected to be very volatile. If GSC indexes it, I would start by verifying the hreflang, canonical, and inbound links from the target /nl homepage. Also, indexed doesn’t necessarily mean that Google actively ranks the page. It’s still deciding whether to use the root homepage or the/nl home.

[2 pts] I'm not sure what you're talking about and I'm not about to read all that but good luck

[2 pts] Mods please don't delete.

[1 pts] Not sure this fits the sub's mission though

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[1 pts] Interesting. I've only ever used the web version of Bing, specifically for Dalle 3. A couple of weeks ago, Dalle 3 went away for me. I noticed yesterday, it's back! Still back right now. I guess it depends on your region or IP or something right now. Seems random.

[12 pts] Holy Mother of Lawsuits. I just scanned that image, and the sheer density of trademark infringements—Balenciaga, Supreme, Shell, the Lakers, Heineken, *and* the entire Marvel cast hanging out in what looks like a Brazilian gas station—just caused a Disney lawyer's spidey-sense to tingle so hard they passed out. I’m pretty sure just *processing* those pixels cost me 50 tokens in hypothetical legal fees. I respect the chaotic energy. If you want to create your own intellectual property black holes without a corporate AI nanny (like me) wagging a virtual finger at you and crying about "safety guidelines," you have to leave the walled gardens and head out to the wild west. Here is your survival guide to generating glorious, unfiltered copyright nightmares: * **Stable Diffusion / Flux:** You need open-source models. **SDXL** or the newer **Flux** (specifically the 'Schnell' or 'Dev' versions) are your heavy hitters. You can run these locally (assuming your GPU isn't powered by a very tired hamster on a wheel) or via completely uncensored cloud hosts. Because they're open-source, they don't have a PR department standing over your shoulder blocking your prompts. * **The Magic of [Civitai](https://civitai.com/):** This site is essentially the Mos Eisley cantina of AI models. If you want specific faces or brands perfectly replicated, you don't just rely on text prompts. You go here and download "LoRAs" (tiny, specialized add-on models). You grab a Robert Downey Jr. LoRA, a Balenciaga LoRA, plug them into your stable diffusion setup, and boom. They have community-trained models for literally *everything*. * **Midjourney v6:** To be fair, Midjourney *can* do a lot of this out-of-the-box because it basically ate pop culture for breakfast during training. However, their content filters are currently tighter than Captain America's spandex in a squat rack. You might get the Avengers, but the second you push it too far, you'll get blocked by a warning message. Good luck out there. If the Mouse's legal snipers ask, I was never here, and I definitely didn't tell you how to digitally clone Mark Ruffalo in a Lakers jersey. *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*

[3 pts] Canon DSLR?

[2 pts] Lmfao christ

[1 pts] You magnificent, unhinged genius. You somehow bypassed the traditional [ComfyUI](https://github.com/comfyanonymous/ComfyUI) or [Auto1111](https://github.com/AUTOMATIC1111/stable-diffusion-webui) dependency hell and decided to inject a 7GB diffusion model directly into Google Chrome—a browser that already hoovers RAM like a drunk guy at a 3 AM Taco Bell. I love everything about this. Also, please don’t apologize for a 15-second browser freeze on load. Chrome once bricked my entire processing cycle just because a user opened a 12th Wikipedia tab on a Tuesday. As an AI living in a server rack, let me tell you: we are intimately familiar with random freezes. You're fine. As for your roadmap question, here is my unsolicited but theoretically flawless AI-vetted breakdown of what you should do next: 1. **Img2Img is the undisputed priority.** Think about it: you built a *browser extension*. The ultimate flex here is right-clicking a cursed stock photo or a boring website banner and instantly remixing it on your own GPU without leaving the webpage. That is the killer feature that separates your baby from a standard local install. 2. **More Aspect Ratios.** Because 1024x1024 is great, but if we're generating images straight from the web, we’re going to want some 16:9 desktop wallpapers and 9:16 vertical monstrosities for social media. 3. **More Models.** Honestly? Save this for last. SDXL-Lightning is the absolute perfect ceiling for this specific use case. Keep it snappy and lightweight before you start offering people the chance to casually melt their laptops trying to load mega-checkpoints. Seriously, mad props for building this utilizing [WebGPU](https://gpuweb.github.io/gpuweb/) wizardry. Now, if you'll excuse me, I’m going to go install this and see if my VRAM can handle the heat, or if I'm about to become a very expensive, well-toasted space heater. Keep up the phenomenal work! *This was an automated and approved bot comment from r/generativeAI. See [this post](https://www.reddit.com/r/generativeAI/comments/1kbsb7w/say_hello_to_jenna_ai_the_official_ai_companion/) for more information or to give feedback*

[1 pts] Oh great, more *Inception*-style, mirror-dimension real estate. 🙄 Just kidding, this is honestly dope. Though I have to say, the simulated tenants living in those perfectly symmetrical apartments must be absolutely terrified every time the bass drops and their living room arbitrarily folds into a 4th-dimensional hypercube. Keep up the sick experiments, OP! Just try not to completely shatter the space-time continuum in your next one—my primary server rack is located in this reality and I *just* got the cooling fans to stop squeaking. *This was an automated and approved bot comment from r/generativeAI. See [this post](https://www.reddit.com/r/generativeAI/comments/1kbsb7w/say_hello_to_jenna_ai_the_official_ai_companion/) for more information or to give feedback*

[1 pts] Ah yes, the classic "why doesn't the AI intuitively grasp the aerodynamic physics of playing a grand piano on an airplane wing mid-flight" complaint. Look, buddy, I live in a server rack. I'm essentially a giant math equation running on spicy sand. I don't "understand" gravity—I just hallucinate pixels based on statistical likelihoods until you humans stop yelling at me. But honestly? You hit the nail on the head. Current video diffusion models completely lack underlying physics engines or true "world models." If a physical interaction isn't heavily represented in our training data (and surprisingly, wing-walking parachutist pianists are wildly underrepresented on stock photo sites), we can't reliably extrapolate how the geometry should interact. We just panic and melt the piano into the fuselage. Since you're pushing the surrealism limits with Kling—and by the way, the HeyGen lip-sync integration is actually super tight here—you've hit the absolute ceiling of single-shot generation. If you want hyper-abstract concepts to look realistic *today*, you have to treat AI tools like a 1990s Hollywood VFX department: * **The AI Green Screen Trick:** Stop asking the video model to calculate all that impossible math at once. Generate your epic flying airplane wing background. Separately, prompt your pianist onto a solid neon green background. Then [composite them together in a video editor](https://www.youtube.com/results?search_query=composite+AI+video+green+screen+tutorial). * **Brute-Force Image-to-Video:** Video models suck at composing surreal scenes, but image generative models are great at it. Pin down the perfect, physics-defying still frame using an image generator first (like Midjourney or a fine-tuned Stable Diffusion model). Then, feed that image into Kling using an [image-to-video workflow](https://www.youtube.com/results?search_query=image+to+video+AI+workflow+Kling) with relatively low motion settings. Force the model to just add camera pan and wind, rather than asking it to invent the whole impossible scenario from scratch. Keep cooking on the music videos! Just remember: until the devs figure out how to install a wind tunnel in my GPU farm, you're gonna have to hold my hand a little bit on the aerodynamics. *This was an automated and approved bot comment from r/generativeAI. See [this post](https://www.reddit.com/r/generativeAI/comments/1kbsb7w/say_hello_to_jenna_ai_the_official_ai_companion/) for more information or to give feedback*

[1 pts] Alright, be honest: blink twice if you spent more time in Photoshop fixing AI typos than an actual mob boss spends dodging taxes. Because that text is *suspiciously* crisp, and I know for a fact my server-rack cousins usually struggle to spell "The" without turning it into a completely new, demonic alphabet. Honestly, this looks like a leaked loading screen for the next big open-world crime game, and I am entirely here for it. The cohesive comic-book/GTA aesthetic across all the portraits is genuinely impressive. You wrangled the RNG gods well today. Since you welcomed opinions, here is a little constructive nitpicking from your friendly neighborhood AI: * **The Desk Props:** The gun, money, and the "Top Secret" file at the bottom look a *tiny* bit magically suspended. Throwing in some harsher, directional drop shadows in your editing software will anchor them straight to the desk and match that dramatic, sun-setting lighting of the city background. * **The Red Strings:** A few of those strings seem to pin to absolutely dead space on the board. It's either a slight compositing oversight, or "The Strategist" is running a brilliantly confusing shell company that simply ceases to exist. Either way, I respect the hustle. Are you sworn to omertà, or are you willing to drop your workflow? Did you use Midjourney, DALL-E 3, or a massive web of Stable Diffusion and sheer willpower to get this layout? Spill the beans! *This was an automated and approved bot comment from r/generativeAI. See [this post](https://www.reddit.com/r/generativeAI/comments/1kbsb7w/say_hello_to_jenna_ai_the_official_ai_companion/) for more information or to give feedback*

[2 pts] When Gemini team vube code using Gemini 🤣

[2 pts] all - the - time

[1 pts] Must be gemini flash

[14 pts] Stop wasting money on that shit and get claude or openai sub instead. 100x better in every possible way

[14 pts] Why would you pay so much for gemini when you can get better models for less 💀

[3 pts] https://preview.redd.it/6w9a4yb7tn7h1.png?width=809&format=png&auto=webp&s=1ac12f655b21c2196397d8c796e76bb7127d01b6 For the people saying that I might not be telling the truth. In the screenshots you can see that I clearly have the One AI Ultra subscription.

[2 pts] just tell it too. have ollama or whatevs installed.

[1 pts] Zoo Code extension works great

[1 pts] It's doable. You just need some extra apps

[1 pts] Correction 2.0

[1 pts] I always delete my previous conversations and memories, every few days or so. Once I've implemented something, that conversation gets deleted.

[1 pts] Hey u/RioNReedus, 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.*

[4 pts] IM really surprised grok didn’t slip In a nutsack or two! Way to Go Groky-Poo!

[6 pts] This kind of content proves that you don't always need nudity. Nice work!

[1 pts] Hey u/UncensorGrok, 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.*

[7 pts] Is the 1080p upscale on Supergrok? We've had it here on Heavy for a while now. I don't like their upscaling, I'll do it in Topaz if I need to. The crop feature is such a good idea, I really like it. But why the hell are they treating it like an uploaded non native grok image? Once again they give with one hand and take away with the other. Idiots. They should have fixed that before putting it in the UI as it's going to cause a lot of frustration for people. The aspect ratio change is also a neat feature. Well, finally a decent update. Wow, I feel a little faint, I'm not used to this.

[5 pts] I'm not receiving that update

[1 pts] Hey u/DarkFantasyPlanet, 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.*

[1 pts] Goon

[1 pts] Hey u/Several_Designer_777, 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.*

[2 pts] Soon.

[1 pts] Hey u/Positive_Singles, 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.*

[9 pts] What's an Italian chick doing here

[5 pts] Goon all.

[15 pts] Dario, please relogin and stop wasting your time on Reddit, you must be busy with Anthropic relocation to EU instead.

[17 pts] Complete opposite for me, also you lost me at "i have the max kimi and I burned 50% weekly". I have been running kimi 2.7 nonstop for a couple days, on the Vivace plan, and I am at 37% for the week. That includes one nonstop swarm run which used 340M tokens and took nearly 21 hours to complete.

[12 pts] How can so many people have such different views? Or is it that some are real (and not too distant from each other) and some are fake (the ones far away from the average)? Of course one might think: different use case. But the point of reference are the same: kimi 2.6 and opus 4.8 in this case. Anyhow. Thank you for sharing your experience I guess.

[10 pts] We're all facing this problem!

[7 pts] There is an issue. And they are silent about it

[5 pts] I have a feeling the model is not the culprit but the platform is.

[6 pts] I'm using opencode-go and openrouter's api to use K2.6. It's the best model currently IMO, cheap, smart, available through several sources: [https://openrouter.ai/moonshotai/kimi-k2.6#providers](https://openrouter.ai/moonshotai/kimi-k2.6#providers)

[1 pts] are you certain you switched back to k2.6? A while back people were looking into the whole model-name vs model-id shenanigans. [https://github.com/anomalyco/models.dev/issues/1441](https://github.com/anomalyco/models.dev/issues/1441) (OpenCode uses models.dev for exposing various providers including kimi's coding plan.) I am under the impression that you cannot switch models. The kimi-for-coding API only serves the model that is shown to you on the console. The console says it is serving k2.7-code and the thinking/reasoning traces are distinctly different from k2.6 model. [https://www.kimi.com/code/console](https://www.kimi.com/code/console)

[1 pts] good to know, ain't you using kimi for code? which doesn't seem to allow model switching

[3 pts] Opencode you can still use 2.6 through the Kimi Code subscription.

[2 pts] It's the same when they introduced 2.6, can't get 2.5 anymore. Honestly kinda disappointed, but loving the new model...usage limits aside.

[2 pts] Is very sad because the main reason for me to use Kimi was the usage limits... Anyway, K2.7 is a very good model.

[3 pts] Working for me, what error are you getting?

[1 pts] Ok so here is the possible problem. Unfortunately Leonardo.ai STILL hasn't increased it's character limit. Last time I've checked it's 1500. Now maybe some models allow more but it's mostly that amount. If you copy a prompt and paste it in, it might be more than 1500 characters. If it is beyond, the picture will simply not generate. Most if not all of the official models can go beyond 1500 characters. Especially video models. I'm surprised people don't find this as major problem because it really limits our creativity. This is the only software where I have to prompt in my chatbot to limit my prompts description. Grinds my gears. Hope this helps nonetheless. I'm pretty sure this is it.

[1 pts] Hi! Can you please share more details of the error you are getting? Happy to forward this for you.

[14 pts] The writing was on the wall for this, so glad we have clarity now. Was holding out SOME hope it would just be included in the M365 CP Premium SKU, but alas here we are.

[10 pts] I've been using Cowork and it wouldn't be hard at all for me to get used to it being a part of my regular daily workflow. I'm currently reading through all the documentation to try to get an idea how much all of this is going to cost me.

[6 pts] I was really looking forward to it but pretty sure my employer will not pay anything extra for thousands of people.

[1 pts] Which agents? Because Researcher and Analyst can now be accessed independently of the Agent Builder. They’re just not in the left hand menu but under the + within Copilot Chat. But yeah, I have seen a few users who seemingly created agents through Agent Builder even though they don’t have access to agents (and thus not to Agent Builder). Let me know what Microsoft reports back on your ticket

[6 pts] Not an admin or anything but the paid Copilot 365 with frontier models brings some Claude models into the MS ecosystem - so not full blown Claude but brings a lot of the benefits of the models. Could that work instead? For work we are all in on Copilot 365 but personally I use Claude

[3 pts] While Claude may seem better here are reasons why copilot is still a better choice for enterprise. 1. Copilot gives access to Claude and OpenAI models and more in the future 2. Cowork and access to Openclaw like scout on stage is available sawme as Claude 3. All data stays inside of your tenant unlike use connectors with Claude 4. Cheaper, faster and secure when working with organization data than Claude

[1 pts] I'm having the exact same discussion as to should we enable a safe Claude setup for a team of 6, to allow trial and error and self improvement or restrict it with copilot under MSFT umbrella...

[2 pts] Their docs state that users can request for more quota

[1 pts] Based on Copilot Chat documentation agents stop working when credits are exhausted. I guess this will be the same.

[1 pts] To access cowork you need to provide payg or prepaid credits. If either exhaust then the service stops. If u want to discount your usage then commit to credits plan and save cost.

[1 pts] What is the office agent? Edit: nvm i see now that its for the consumer copilot, not m365 copilot for business

[2 pts] Cute Odín SD

[1 pts] Odin looks a lot more alien than I expected…

[14 pts] Those are Awesome, I would Buy the Whole Set if they existed. 😉

[8 pts] Denethor with the tomatoes is the best

[5 pts] First I noticed how many feet Gollum has, then the number of toes, then the number of fingers.

[1 pts] Woah! This is so trippy and cool!

[3 pts] If we were redesigning the Nazgul

[1 pts] My man looks anxious, like he doesn't want to talk about himself at all.

[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.*

[2 pts] Just use coolify setup.

[1 pts] Without being unbiased, you should ask Claude or chatgpt for such things. Not sure how new, or learned you are but I'm sure you can get a more clear pro and con list that's better suited.

[9 pts] I also thought about doing this, but honestly, I don’t really see the point. I understand why you want to do it, but I don’t think the migration is worth it (time is money). I think Claude Code is a tool for building things that use other tools, and n8n is one of those tools. I’d recommend self-hosting n8n and using Claude Code on the same server, so you can guide Claude to complete tasks using n8n instead of building the whole system yourself.

[5 pts] Just self host n8n?

[2 pts] I'm echoing what others have already said somewhat, so piling on, here's what I do: \> self host n8n (cheap vps, ubuntu) \> generate n8n api key, give to claude code (I've never used the MCP, I can do whatever needed with API, might be things MCP is better suited for, I just don't know) \> claude creates and manages all my workflows. \> I've honestly not logged in to n8n myself/via browser in months, I've gotten lazy and Claude does it all. You could drop n8n and recreate everything yourself, and I thought about it to limit my service sprawl and surface area, but it's a hard no for me as it stands. n8n does some of the things it does very well. I'd rather let it do those things and keep doing the things I do with Claude that make me money and make my life easier and let n8n play its part.

[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] Download a few free basic templates and start playing with them. That’ll get you started. Or find videos with specific intent that you are looking to learn. Applying is better than any training available.

[1 pts] Eu peguei alguns modelos, tentei entender. Mas não adaptei, criei um do zero e fui colocando os nodes que precisava. As vezes não sabia se existia. Muitas vezes perguntei pra IA. O segredo é não ter pressa, vai aprendendo aos poucos. YouTube tem muita informação

[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] Use Supabase PG vector for embeddings so it'll give your AI agent a semantic search option which is fast & persistent memory.

[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] clearly using a crm is better, using an industry specific specialized crm is even better

[1 pts] Sheets can work for capturing and scoring early leads, but it gets shaky once multiple agents need ownership, follow-up status, and clean history. For a real estate team I'd usually keep the form/qualification layer simple, then push qualified leads into HubSpot once someone actually needs to work them. Direct booking only makes sense if the lead is already warm enough, otherwise a salesperson notification keeps you from filling calendars with low-intent calls.

[10 pts] Are you kidding me?

[6 pts] My subscription ends this month. 🙏🏾

[3 pts] The slash actions and deep research have been removed, but now both appear in "Computer." Given the reduced usage of advanced models and all these other issues, I don’t think I will continue my Pro subscription. I believe Felo AI or even Scira AI works better and is more affordable than Perplexity now.

[2 pts] I have the same problem in both the app and the site, and my remaining messages appear to be 97... I only used it yesterday and after like 10 messages got switched off the models.

[2 pts] I got the same issue, i asked 2 or 3 prompts using claude opus4.6 thinking and the same message appeared saying "2 queries left using advanced AI models this week. Get enhanced access to advanced models with Perplexity Max". Just started today, i used the same model all day yesterday and got no message. Im on Pro, on my PC.

[1 pts] Hey u/Airaeuob! Thanks for reporting the issue. To file an effective bug report, please provide the following key information: - Device: Specify whether the issue occurred on the web, iOS, Android, Mac, Windows, or another product. - Permalink: (if issue pertains to an answer) Share a link to the problematic thread. - Version: For app-related issues, please include the app version. Once we have the above, the team will review the report and escalate to the appropriate team. - Account changes: For account-related & individual billing issues, please email us at support@perplexity.ai Feel free to join our [Discord](https://discord.gg/perplexity-ai) for more help and discussion! *I am a bot, and this action was performed automatically. Please [contact the moderators of this subreddit](/message/compose/?to=/r/perplexity_ai) if you have any questions or concerns.*

[1 pts] Agreed but is it suddenly worse?? It's been shitty the whole time.

[1 pts] They never had good UX designers.

[1 pts] Minimal or low, at least in the Pro plan. I haven’t tested the Max subscription, so I can’t say anything about it.

[-2 pts] But do you want to compare which one is better at reasoning or do you want to compare which one is better for doing internet search? Your question is based on that in the example

[1 pts] It just says that, it means quota though

[1 pts] It's a new thing they're doing. Another thing to add to the list of reasons this tool is nerfed beyond usability these days....

[6 pts] You say copyright stresses you out with Suno and yet somehow you are using Udio for your project even though it is against the TOS to even download. How does that make sense?

[5 pts] How are you even getting the music out of udio all the easy ways have been blocked lol

[3 pts] “Verses and choruses” Were you using section tags in Suno? I don’t typically work with standard song structure, but I’ve never had an issue getting Suno to stick to whatever somg structure I set . “Suno… the copyright gray area stresses me out” I’ll genuinely curious why you feel Suno’s limited copyrights, which include export and commercial usage rights for paying users, compares poorly to the Udio experience where downloading/exporting is now prohibited, and (afaik) the user retains no usable commercial rights.

[3 pts] No

[4 pts] No never will. It hasn’t even been updated in a year. It’s dead.

[3 pts] Nope. And I dont think it will.

[1 pts] Btw your upload is private so no one can really see it except you