1. How Claude Code works in large codebases: Best practices and where to start The most successful Claude Code deployments share a set of recognizable patterns across configurations, tooling, and org structure. This article is part of Claude…

  2. Hey guys, I see videos and people talking about how using Claude has helped them create things, help advance, and solve problems in their business. I own a roofing company and it’s just me in the company.

  3. I get they need to show a path to profitability to please investors, but this is out of control. It runs some operation and then "times out" and hits the usage limit, before it even finishes or even outputs anything.

  4. I am an avid user of AI and dove into Claude Design upon its release. It took me a minute, but after working through some test, I came to be completely enamored with the way Design has solved one of the biggest issues I have with just abou…

  5. https://arxiv.org/abs/2604.20209 https://github.com/LukeBailey181/sgs LLM self-play algorithms are notable in that, in principle, nothing bounds their learning: a Conjecturer model creates problems for a Solver, and both improve together.…

  6. i've been building agents for a while and kept running into the same problem: change the sys prompt, swap models, or tweak for the agent calls a tool — and something subtly breaks. The only way I found out was manually running it or a user…

  7. event

    Cowork
    239 items

    Issues with Claude Cowork have been reported, including errors and disruptions for some users on April 16, 2026. Additionally, Google has developed its own desktop Agent to compete with Cowork, while users continue to explore alternatives and troubleshoot bugs in the platform.

    event

    Copilot
    254 items

    Microsoft is keeping its Copilot tool for Windows 11 but renaming it, while issues with rate limits and a security proxy have sparked concerns among users of GitHub Copilot. Meanwhile, Anthropic released a report on agentic coding trends, highlighting that developers use AI in about 60% of their work.

  8. I’m building a cloud agent platform (opensteer.com) that can automate tasks across websites and services. The basic idea is - we give you a sandbox, and each directory represents a specialized agent.

  9. If you need a simple - low cost solution to keeping your ai consistent and need solutions for memory or continuity here is the offer. The simplest persistent memory system for AI agents and companions.

  10. https://arxiv.org/abs/2605.08083 https://github.com/zhengkid/AutoTTS Test-time scaling (TTS) has become an effective approach for improving large language model performance by allocating additional computation during inference. However, ex…

  11. I've been using Claude heavily for the past year now and it's genuinely changed how I work. I'm generating dashboards, reports, interactive tools, documents, mockups, things that would have taken me DAYS in Figma or PowerPoint and I wouldn…

  12. Has anyone figured out a provider whose open source models (Kimi, Qwen, GLM e.t.c) can be used reliably in production. I have tested some well known providers and they all suffer from high latency and poor uptime rendering them mostly usel…

  13. I've been quietly skeptical of AI tools for most of the last two years. Not because they don't work, but because using them started to feel like a second job.

  14. model roundup

    Opus 4.7
    365 items

    Claude Opus 4.7, released on April 16, 2026, is Anthropic's latest advanced AI model, offering improved handling of complex tasks and a larger context window of up to 1 million tokens. This version is 50% more expensive than its predecessor due to enhanced capabilities in software engineering and hybrid reasoning.

    event

    Openai Trial
    79 items

    The trial between Tesla CEO Elon Musk and OpenAI CEO Sam Altman began on Monday in Oakland federal court, with key figures like Demis Hassabis and Greg Brockman testifying. Altman faces claims of abandoning OpenAI’s nonprofit mission, while Musk has accused him of running the company for profit.

  15. https://arxiv.org/abs/2604.13015 Researchers at Carnegie Mellon University (CMU) and the Bosch Center for AI recently developed a new artificial intelligence (AI)-based system that could improve the ability of humanoid robots to perform de…

  16. From the little I know, LLMs are not it, and even though money is being funneled via big funnels, there is no guarantee or certainty, it will all come down to luck and "accidental" discovery. So do they really BELIEVE it, or just hoping fo…

  17. Git modeled the history of software. The next layer models the history of intelligence operating on software.

  18. Claude knows your codebase. But it has no clue “how humans actually use your product”.

  19. Starting June 15, Claude subscribers get a separate monthly credit for Agent SDK and claude -p usage: $200/mo for Max 20x, $100 for Max 5x, $20 for Pro. Once you burn through it, programmatic usage stops unless you've opted into extra usag…

  20. Agent benchmarks have become the de facto measure of frontier AI competence, guiding model selection, investment, and deployment. However, reward hacking, where agents maximize a score without performing the intended task, emerges spontane…

  21. model roundup

    Qwen 3.6
    423 items

    Qwen3.6-35B-A3B, a 35 billion parameter sparse MoE model with an active parameter count of 3 billion, was released on April 16, 2026, as open-source software under the Apache 2.0 license by Alibaba Qwen. It offers advanced functionality across various AI applications and outperformed competitors in drawing tests.

  22. The architecture of "Agentic Twins": How Avatar.inc is using OpenClaw to build verifiable AI agents. There is a massive gap in the agent ecosystem right now: capability vs.

  23. hi everyone! am about to subscribe to claude pro and i keep seeing people talk about "skills" but i'm confused: 1.

  24. llmfan46/MiniMax-M2.7-BF16-ultra-uncensored-heretic: https://huggingface.co/llmfan46/MiniMax-M2.7-BF16-ultra-uncensored-heretic llmfan46/MiniMax-M2.7-ultra-uncensored-heretic-GGUF: https://huggingface.co/llmfan46/MiniMax-M2.7-ultra-uncenso…

  25. https://preview.redd.it/2e79t3q3y71h1.png?width=512&format=png&auto=webp&s=a0edda267b24d8157a6a5276866eb1a6fb2227ca Compassum is your navigational device — a personal development tool that blends productivity, self-actualization, and RPG-s…

  26. This is an automatic post triggered within 2 minutes of an official Claude system status update. Incident: Elevated error rates on requests to some models Check on progress and whether or not the incident has been resolved yet here : https…

  27. Where State of the Art Fails By mrkiouak@gmail.com on 2026-05-15 Where State of the Art Fails: Automating data extraction and analysis of PDFs in 2026. It's 2026.

  28. I see a lot of discussions happening around AI workflows nowadays; not only on social medias, but also in my working environment. Less about architectures or principles, more and more about prompting, agents, MCPs.