I work on the gap between the reported number and the real one: fabricated volume, who actually sets a price, what a private valuation headline is worth.
Nothing ships until a checker can fail it. I mutate my own prose to find the claims nothing guards, and each study prints the arguments that did not survive.
Stanford GSB Venture Capital Initiative (Prof. Ilya Strebulaev). Incoming MSc Analytics & Management, London Business School, Aug 2026.
15 pull requests merged upstream across 8 organisations: Apache Arrow, Polars, ccxt x3, freqtrade, DefiLlama, UK AI Security Institute's inspect_evals x3, Nethermind x2, DN Institute x3.
- xstocks-price-discovery: which venue prices a tokenized stock. The exchange leads 21 of 23 rankable pair-days, and the quieter a pool, the more the exchange prints against it, at a rank correlation of -0.93.
- dex-volume-integrity: fabricated volume on Base and BNB Chain, counted from transfers rather than from an aggregator.
- tokenized-equity-wash-trading: the same mints screened on a centralised book and in Solana pools. Three more signatures published in the DN Institute wiki.
- unicorn-valuation-disagreement: unicorn marks triangulated against mutual-fund N-PORT filings, public data only. SSRN working paper.
- inspect-evals-do-not-answer: Do-Not-Answer with an adversarial jailbreak suite, merged into UK AISI's inspect_evals and maintained upstream by me.
- lm-refusal-eval: the same measurement, byte-identical across reruns.
Also: alphaforge (factor backtesting), morpho-vault-counterfactuals (six risk detectors on Morpho vault history), fundarb (funding-rate arbitrage).
Elsewhere: named contributor on the WEF x Stanford GSB report The Future of Venture Capital (2026), and founder of MedAI, Rospatent-registered pediatric clinical decision support, live in 10 clinics.
Off the clock I trace a family line back to a man born around 1770, held to the same evidence rule, which nineteenth-century parish clerks did nothing to make easier.
Python, pandas/Polars, Solana and EVM data, Inspect AI, Rust, C++ where a fix needs it.



