Engineering
The Kill Switch Doesn't Save You. The Drill Does.
Every autonomous system needs a kill switch. Almost no one actually runs the drill. I did — and found two production bugs hiding inside tests that passed.
April 2, 20267m read
Engineering
The Bot That Never Blinks: Zero-Downtime Hot Reload for Live Trading Systems
Most trading bots treat deployment like a surgery that requires general anesthesia. Foresight doesn't go under anymore. Here's the architecture that made that possible.
March 30, 20268m read
Engineering★ Featured
Foresight v5.0: How I Rebuilt a Prediction Market Bot Around Candle Boundaries
The bot was right. The timing was wrong. v4.x had a fundamental reactive architecture problem — by the time signals scored, the CLOB asks were too expensive. v5.0 solved it with event-driven candle boundaries and predictive early-window scoring.
March 4, 20269m read
Engineering★ Featured
Hermes: A Political Oracle That Bets on Polymarket Using AI News Intelligence
Political prediction markets don't move on charts — they move on information. Hermes is a Python bot that scores political markets using Grok sentiment, Perplexity probability estimation, and calibration consensus from Metaculus and Manifold. Here's how it works.
March 4, 20268m read
Engineering★ Featured
Leverage: Porting the Foresight Signal Stack to Crypto Perpetuals
The signal stack I built for prediction markets turns out to work on perpetual futures — with modifications. Here's how a 9-factor scoring engine, conviction-scaled leverage, and six independent risk gates become a perps trading system.
March 4, 20268m read
Engineering★ Featured
Shiva: A Sports Prediction Bot That Hunts Mispriced Polymarket Odds
Sports prediction markets are inefficient because the crowd prices on narrative, not data. Shiva is an automated bot that estimates true probabilities from team stats, injuries, and media sentiment — then executes when the edge is real.
March 4, 20268m read
Engineering★ Featured
Why Our Bot Now Reads the Market's Body Language — and the Numbers Behind It
We built a 666-line candle engine with full TD Sequential integration into PolyEdge v3.0. Four days live, 97 closed trades, 91.3% win rate, and +$694.25 on $1,092 wagered. Here's what predictive signal layers do that reactive TA cannot.
February 27, 20269m read