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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 …
 
Create a super fast MCP server, deploy and connect to openai agent builder in 15 MINS

Create a super fast MCP server, deploy and connect to openai agent builder in 15 MINS

Chris Hay October 13, 2025
In this video chris shows how you can easily build and deploy a super fast and super scalable mcp server …
 
OpenAI Agent Builder - Beginners Tutorial

OpenAI Agent Builder - Beginners Tutorial

Chris Hay October 9, 2025
build an ai agent in 5 minutes with openai agent builder with a full end to end tutorial including mcp, …
 
How Good is Agentic Coding with Qwen Code?

How Good is Agentic Coding with Qwen Code?

Chris Hay September 15, 2025
in this video, chris tests out the qwen code cli with qwen-3 coder model to the agentic coding test
 
Claude Code Hacks: Automate Bash Tool Installs (Game-Changer)

Claude Code Hacks: Automate Bash Tool Installs (Game-Changer)

Chris Hay August 30, 2025
In this video, Chris shows how to supercharge Claude Code by getting it to automatically install Bash Tool scripts as …
 
Claude Code + Templates:  Bootstrap Projects Fast

Claude Code + Templates: Bootstrap Projects Fast

Chris Hay August 24, 2025
claude code is the go to tool for vibe coding and context engineering. in this video chris shows you how …
 
GPT‑OSS Harmony Prompt Format Explained

GPT‑OSS Harmony Prompt Format Explained

Chris Hay August 18, 2025
In this video, chris discusses the Harmony Prompt Format used in **GPT-OSS** and **GPT5**. He explains how this format impacts …
 
Deep Research Showdown: O3-Mini vs Grok 3 - Who Will Win?

Deep Research Showdown: O3-Mini vs Grok 3 - Who Will Win?

Chris Hay February 23, 2025
Dive into the ultimate deep research showdown! In this video, we pit top AI deep research tools: O3-Mini, o3-mini-high, gpt-4o, …