What I'm working on.

Stress-testing a “can’t-hallucinate” AI model, building a fiduciary accounting engine and a market-manipulation game, and recruiting for Summer 2027.

• BEMA →

  Finished the first round of stress tests on a typed-decision model. Two adjacent-character typos cut 77-way accuracy from 81.9% to 51.2% (n = 3,080) while mean confidence only fell from 0.79 to 0.61. Writing it up as a paper.

• AccountWard →

  Directing Claude Code agents through the engine that turns a conservator’s bank statements into draft California court accountings, balanced to the penny in integer cents. 924 tests pass in CI, and every output stays stamped DRAFT until an attorney and a design partner sign off on the field maps.

• EXIT LIQUIDITY →

  Building an incremental game about running pump-and-dumps in Godot 4.6, on a deterministic 40-level limit order book with retail flow and a rival whale. 997 headless tests so far. Next: art, a human playtest and a demo cut.

• This site

  Building mitanshm.com in Astro: static pages, no JavaScript unless a component needs it, and a build that fails if any number on the site is missing its source.

• Recruiting

  Open to Summer 2027 internships in software engineering, quant and finance, and fintech. Happy to relocate and work on-site.