Viewing profile — tonipotato

I've been building side projects for a while and I'm hitting the same wall every time, the building is the easy part. Getting anyone to notice is 10x harder than writing the code. …

The problem with formal prompting languages is they assume the bottleneck is ambiguity in the prompt. In my experience building agents, the bottleneck is actually the model's conte…

Working on Engram, a cognitive memory system for AI agents. Instead of vector DB + semantic search, it uses models from cognitive science (ACT-R activation decay, Hebbian learning,…

I feel the same! they are raising the bar higher and higher. I wrote a bot and pass the swe bench lite for 67% and can not get a chance to show. I also tried to submit for swe benc…

Crypto receipts for agent state is cool, especially for compliance stuff where you need to prove what an agent knew at some point. But the thing I keep running into，most agent memo…

Cool project. The deterministic layer first → LLM only for edge cases is the right call, keeps it fast for the obvious stuff. One thing I'm curious about: when the LLM does kick in…