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Chris Hay

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Virtual Experts: Injecting Python into MoE Routing - Inside GPT-OSS

Virtual Experts: Injecting Python into MoE Routing - Inside GPT-OSS

Chris Hay January 19, 2026
GPT-OSS-20B has 768 neural experts. I added one more. It's a Python function. The model's router classifies tasks in the …
 
MoE Models Don't Work Like You Think - Inside GPT-OSS

MoE Models Don't Work Like You Think - Inside GPT-OSS

Chris Hay January 12, 2026
Many people think that mixture of expert models have domain experts, i.e. math experts, code experts, language experts. That's the …
 
GPT-OSS has a hidden confidence switch - Inside GPT-OSS

GPT-OSS has a hidden confidence switch - Inside GPT-OSS

Chris Hay January 5, 2026
Layer 15. The Confidence Router. Before the model retrieves anything, it asks: - "Is this math or language?" - "Which …
 
LLMs Don’t Calculate - They Just Remember Everything

LLMs Don’t Calculate - They Just Remember Everything

Chris Hay January 2, 2026
I spent a week inside GPT-OSS-20B extracting how it does arithmetic. What I found: it doesn't compute. It remembers. Everything. …
 
DeepSeek 3.2 vs GPT 5.2: Agentic AI Face-Off

DeepSeek 3.2 vs GPT 5.2: Agentic AI Face-Off

Chris Hay December 23, 2025
We are showcasing DeepSeat's version 3.2 model, an impressive open-weight model pushing the limits of current frontier models. This video …
 
Llama.cpp’s New Web UI Is CRAZY Fast!

Llama.cpp’s New Web UI Is CRAZY Fast!

Chris Hay November 25, 2025
This video introduces the new Svelte-based webui for Llama.cpp, highlighting its impressive speed and visual appeal. We explain what Llama.cpp …
 
Kimi-K2 Thinking Agents TESTED!!!

Kimi-K2 Thinking Agents TESTED!!!

Chris Hay November 17, 2025
In this video, chris puts the new kimi-k2 model through it's paces by testing it's agentic capabilities, from using it's …
 
Host your own agents in Zed with Agent Client Protocol

Host your own agents in Zed with Agent Client Protocol

Chris Hay November 10, 2025
I built a local AI coding agent that runs inside the Zed editor — and it’s way simpler than people …