Designing and shipping AI systems by directing Claude Code as implementation partner. Architected Vidya, a neurosymbolic language model with a Forth-based symbolic constraint system. Directed the implementation of a full transformer, autograd engine, BPE tokenizer, and reinforcement learning pipeline in OCaml. Built sshmail, an encrypted messaging hub over SSH, in Go. Published all work as open-source with detailed technical blog posts documenting architecture decisions, failures, and pivots.