Alan Scott Encinas

Python (PyTorch, LightGBM, CatBoost) for the ML work, Node.js for the tooling around it. Generalist who goes deep when a problem demands it: CV, multi-agent systems, autonomous architectures.

Hyperspectral imaging and multi-agent orchestration, mostly by competing. Object tracking in light you can't see (HOT 2026) and abstract reasoning (ARC-AGI 3) on Kaggle.

A live builder's journal of my Kaggle runs (HOT, ARC-AGI 3) and Albert, a 21-agent system where none of the agents are allowed to talk to each other. Plus the publishing pipeline that ships all of it.

Talking shop on applied AI architecture, multi-agent systems, and Kaggle competitions. Happy to compare notes with anyone building real systems, not just demos.