Profile avatar
timkellogg.me
AI Architect | North Carolina | AI/ML, IoT, science WARNING: I talk about kids sometimes
6,437 posts 5,988 followers 659 following
Getting Started
Active Commenter

i have claude code working away and it's running tests like: "uv run tupac configs/web-search.json "what's DeepSeek up to today?" bro are you jealous? can't stop thinking about R1?

i’ve been using something like this as my test bed for a few weeks one place i want to take it — connect a few with A2A and have them constantly running, monitoring things, processing requests, etc.

tupac: A GPT wrapper with basic MCP support You give it 1. a config file with MCP servers + a system prompt 2. a prompt it spins on the OpenAI responses API until there's no tool calls left github.com/tkellogg/tupac

this is a great example of the tech bubble we’re so isolated that we have no idea what the hurdles are for real people for decades, software mostly missed real people. a few hits, but most didn’t get it AI is the exception. real people get it, flaws and all

i saw this months ago and i’m still thinking about it so much of my own personal breakthroughs are system 3 also. it’s not reasoning in the normal sense, a lot of the times i can’t even explain it intuition. slow intuition

would you rather slide down a playground slide made of razor blades? or swim a mile in cow poop?

unrelated, but i think a deep understanding of AI will lead to star trek style hologram displays kinda because the answer is, yes, images are on a lower dimensional manifold (are holographic). it’s why diffusion even works in the first place