The optimal value function from reinforcement learning is the perfect heuristic for A* — not a metaphor, the same mathematical object. That one identity explains what learned heuristics are actually approximating, and why admissibility is the thing they risk losing.
The optimal value function in reinforcement learning is literally the optimal heuristic for A* search. That one observation collapsed classical AI and deep RL into a single subject for me — and produced this multi-year study plan.
How I built a custom review app that lets me train an AI image generator to match my brand aesthetic through rapid approve/reject cycles — and why the human-in-the-loop matters more than the model.
An honest take on Claude Code, Codex, and agent orchestration after using them heavily in production work. Not a sales pitch.
Practical lessons from building Astrology Insights — what actually matters when shipping AI features, and when to put the model down.
Learn how to integrate OpenAI and Anthropic APIs into your Flask applications to create intelligent, conversational experiences.