Chris Hay @chrishayuk
Technologist, Futurist and Disruptor - Creator - YouTuber All tweets are my own and don't represent the views of my employer youtube.com/user/chrishayuk Joined May 2009-
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Chris Hay retweeted
I ran Gemma 3 4B without PyTorch, without CUDA — just flat binary files + 600 lines of Rust. Paris #1. Jupiter #1. Ulm #1. Exact HF match. CPU or Vulkan GPU. Any vendor. No framework. Built on @chrishayuk's LarQL decomposition. github.com/cronos3k/vinde… #DeepLearning #GPU #MLOps #AIEngineering #RustLang #HuggingFace #Gemma #WebGPU #CrossPlatform #EdgeAI #OpenAI #LLMInference #FOSS #IndieResearch
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Chris Hay retweeted
@chrishayuk watched your LARQL video this morning, spent the day porting it to Windows/Linux + CUDA and wrapping it in a Gradio UI — live on HF Spaces 12 hours after your release. 👉 huggingface.co/spaces/cronos3… 👉 github.com/cronos3k/larql Already running in 3 of my projects. Great work.
@ceonos3k Ui looks great, would love the windows / Linux cuda stuff etc merged into main project. Awesome work
@ceonos3k Awesome, could you submit a PR please
Chris Hay retweeted
was messing with the OpenAI base URL in Cursor and caught this accounts/anysphere/models/kimi-k2p5-rl-0317-s515-fast so composer 2 is just Kimi K2.5 with RL at least rename the model ID
@humancompressed yeah it’s ridiculously simple once you realize it.. chain of thought and attention is pretty much everything
@humancompressed Chain of Thought just needs to rewrite it to the correct syntax and then you’re good. This is exactly how gpt-5 gpt-oss handles math today. Type in 25 times 30 and look at the reasoning and notice it will rewrite it out to 25 * 30 =
Who says MoE experts need to be neural youtu.be/-Mb8V2Usk6E
@NeelNanda5 thought you might find this interesting LLMs Don’t Calculate - They Just Remember Everything youtu.be/hbicn22nke4
so i figured out how gpt-oss does math... youtu.be/hbicn22nke4
just dropped my mcp client oauth library, which i think makes it easier to work with oauth mcp servers.. totally standalone not tied to any agent framework.. github.com/chrishayuk/chu…
so i updated mcp-cli... i think this version is a lot better, still got a bit to go, but i think it's much better
Super happy about this technique of using templates to bootstrap projects while vibe coding with Claude Code youtu.be/V7YSfaQZrIw
@xundecidability but yeah harmony just isn't just gpt-oss, it's gpt-5 also. its just easier to see what's going on with gpt-oss
yeah, i cover that about 30 mins of the video... but there is essentially a hierarchy of alignment... what the model has been trained on, the developer prompt, they system prompt, user prompt etc.. but if lower hierarchy prompt conflicts with higher hierarchy prompt.. higher wins
updated mcp-cli to use gpt-oss as default model, works pretty sweetly.. also now supports gpt-5 and claude 4.1
recently spent some time with danny talking about pitching. was fun but different. youtube.com/watch?v=il4V23…
i've now moved mcp-cli onto chuk-llm with streaming, and really think it improves the performance now. i feel i'm getting close to a v1 release
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