Jane Street researcher's HMM + Jev + Opus market-making bot
The market-making bot uses a three-tier supervisor: an HMM identifies market regimes, Jev asks questions to judge risk, and Opus 5.5 handles deep reasoning, adjusting spreads and inventory in real time for $25k a month solo.

this f*cking Jane Street researcher made a regime-aware market-making bot that adapts spreads, gamma, and inventory limits in real-time using pure math + AI making $25k/m solo. he revealed how his "3-tier supervisor" uses HMM → Jev questions → Opus 5.5 deep reasoning to escalate risk decisions. Bookmark before its lost.
This post quotes another post: “Building an HFT trading bot with Jev: one buy/sell decision per block”