1. AI models are quietly hitting their limits and the companies are rationing capacity without telling you. Here's what's actually happening, why it affects the tools you use every day, and what you can do about it.

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  3. - What’s new in the Foundation Models framework Explore what's new in the Foundation Models framework. Learn how to access Private Cloud Compute, integrate third-party and open source models, and work with vision capabilities.

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  5. When an agentic system fails, the problem is often larger than a single bad response. A handoff may happen too late, a specialist agent may miss the same signal across many runs, or a review process may trigger for the wrong class of cases.

  6. Demo of LiteLLM Agent Platform We wanted an easy way for anyone on our team to build autonomous agents on top of Hermes, OpenCode, Claude Managed Agents, and Cursor. As a team we believe the Hermes and OpenCode harnesses are amazing for co…

  7. Hi all, I’m building Daydream, a video editor that uses Claude Code/Codex. Just like everyone else, I’ve been eagerly anticipating testing out Fable with different use cases to see what it can do.

  8. I built mathlas because most "math AI" tools are LLM wrappers, they hallucinate and need an API key. mathlas is the opposite: it's an MCP server that never calls an LLM and needs no API key, so it's free and plugs into Claude Code, Cursor,…

  9. I think it's a great idea

  10. model roundup

    Gemma 4
    70 items

    Gemma 4 is a family of open-source multimodal models from Google DeepMind, including sizes up to 31B parameters and featuring Dense and Mixture-of-Experts architectures. Notable community highlights include the release of Gemma 4 12B as an encoder-free unified model for laptops, its availability via llama-server on a RTX 5070 Ti GPU, and detailed visual guides showcasing its capabilities.

    305 items

    Anthropic's new update, Claude Mythos, has garnered attention from top AI security researchers like Carlini, who found numerous bugs. The update is noted for its speed and effectiveness, with Anthropic identifying a significant security flaw in FFmpeg and quickly submitting patches.

  11. I’ve been running Claude Code in a way that feels a bit different from the default setup, and wanted to share the approach and hear if others have gone down this path. The core idea Instead of keeping all skills loaded in the default conte…

  12. Fable 5 as an agent: only the last thing it tells you is real Claude Fable 5 shipped on June 9. Within hours, our agents' replies started disappearing: API responses that should have carried a visible reply came back as [thinking, thinking…

  13. I wanted to master Claude code systematically for senior roles .Can you guys suggest resources for it please ?

  14. -Claude chat- using haiku for quick responses. -Gmail inbox- for read and write gmail.

  15. Agentic Engineering Handbook The definitive OpenAI, Anthropic, MCP, Harness, Evals, and Production Agent Systems learning roadmap. If this repository helps you, consider giving it a ⭐ Why This Repository?

  16. I don't need to spend an hour prodding it to get it to do something for it to make 10 mistakes and have to redo it 3 times when bugs come up. I am using at least half as many tokens before.

  17. TIDE: Efficient and Lossless MoE Diffusion LLM Inference with I/O-aware Expert Offload.

  18. I can't imagine how arrogant one must be to make such a decision. People pay $200 a month for Anthropic to mess with their codebase.

  19. Hey r/LocalLLaMA, We just released Apodex 1.0, and alongside our flagship API, we are releasing the weights for our Smol models (0.8B, 2B, and 4B). Our core research focuses on independent verification in long-horizon tasks.

  20. model roundup

    GPT 5.5
    178 items

    On [Date], a significant leak of the OpenAI Codex model, referred to as GPT-5.5, was captured on video before it was patched. The incident involved models named Arcanine and Glacier-alpha.

  21. I'm on the Max plan and I want to kick off big, multi-hour dev/refactor jobs before bed and review them in the morning. My problem is keeping it actually *running* unattended — it stops for permission prompts or stalls waiting for input.

  22. I was losing way more time than I realized just checking if Claude had finished. You send a prompt, switch to something else, then keep glancing back.

  23. 🚿 FABLE-5 SYS PROMPT LEAK 🚿 HOWDY, FRENS!! 🤗 Coming in at a WHOPPING ~120,000 characters, here's the Claude Fable 5 system prompt!

  24. Microsoft AI CEO Mustafa Suleyman says it’s “really, really dangerous” for Anthropic to speculate about Claude’s consciousness inside its “constitution,” or the instructions that tell the model how to behave. During an episode of Decoder,…

  25. I keep hearing varying opinions about the usefulness of RAG for Agents. Some are saying Markdown files supported by orchestration engines like OpenClaw is enough.

  26. I didn't expect to read this in a model card. Fable 5 model card : we’ve implemented new interventions that limit Claude’s effectiveness for requests targeting frontier LLM development (for example, on building pretraining pipelines, distr…

  27. Claude Fable 5 dropped today and already beat Pokémon FireRed with vision alone 🤯 Just raw game screenshots. No minimap, no coordinates, no memory hacks, no external tools.

  28. AX Engine AX Engine is a Mac-first LLM inference runtime, local server, SDK layer, and benchmark toolkit for Apple Silicon. It runs direct-support MLX model families natively, and routes other MLX text models or non-MLX models through expl…

  29. For context, we started working on our general AI agent CraftBot before OpenClaw came out. It works similarly to OpenClaw and Hermes agent: control your PC to do task + memory + proactivity.