Joel Timana
ai/ml engineer & founder
I love doing cool things online. Also things that think for themselves.
I work with outliers who are building the future before it arrives.
From drawing to software. That is the current obsession.
Writing
All posts →Introducing ReactLines
Atomic Procedural Memory Units for cognitive agents — a formal 11-field schema for behavioral policies that scale to hundreds of rules without growing your prompt.
Introducing HyMoEx
Hybrid Modular Coordinated Experts — an architectural paradigm for scalable multi-agent systems that cuts tokens by 93% from 5 agents onward.
Introducing Pymut
What if the next breakthrough in AI doesn't come from a single lab, but from a collective of outliers building together? That's Pymut.
5 Questions Nobody Asks Before Deploying an Agent
The checklist I wish I had before my agent promised 200 customers a refund policy that didn't exist.

