Self-built systems, each drawn as its architecture. Code links appear as
each is released.
Featured 04
MSPoker in active build
flagship · solo · design + implementation · Rust + PythonA poker AI for the open multiplayer problem: one agent controls several seats at a
table and plays them as a single joint player, which weakly dominates the same seats playing
independently. A Rust engine with chip-conservation invariants, a 1.4M-parameter
seat-attention network trained as a DREAM/CFR blueprint and fine-tuned with KL-anchored PPO,
and real-time CFR+ search with a coalition range gadget that computes team values jointly.
Built spec-first against about 155 verifiable tasks.
flagship · solo · active since Aug 2025A sports-arbitrage engine that treats every betting selection as the region of an
event’s outcome grid it wins on, so finding covers, arbs, and middles is bitmask
set algebra plus branch-and-bound set-cover search — it catches differently-named
markets that jointly cover an event (“Clean Sheet: Yes” +
“Over 0.5 Goals”), which name matching never can. Devigs book odds
into true probabilities, matches the same real-world game across sources, and serves
a live web board. Finds and prices only; it never places a bet.
Python 3.12 · bitmask set algebra · branch-and-bound set cover · Hypothesis · stdlib web server
solo author · PyPI · v2.0 · maintainedA structured logging library for Python: coloured, column-aligned output that drops
into a project with almost no configuration. Writes ANSI codes directly and batches
file writes on a background thread, so heavy logging stays cheap. MIT licensed and
typed.
solo · design + build · activeA deterministic simulator of a fictional world — countries with economies,
currencies, trade, leaders, wars, and disasters on a daily tick loop. History pauses,
scrubs, and rewinds; any headline traces back through its chain of causes; and
intervening forks the timeline, showing the future that was going to happen beside
the one just caused. Forks replay the parent’s exact RNG state, so every
divergence is attributable to the intervention alone. Built as a pure event-sourced
engine behind a thin WebSocket protocol and a stateless view.
privatepanda.co