About
Two Clocks Research is the publishing arm of one operator's research shop. Paul Vilevac is an engineer, architect, and coder by trade: two decades building inside Silicon Valley's startups (1994–2016) — including as chief architect of the trading platform at Zecco, one of the first commission-free online brokerages — and a decade since building outside it (2016–2026), with roughly twenty years of machine-learning work running through both. The AI read in these papers is not a spectator's: it draws on multiple AI projects shipped at his previous employer and on his own continuing engineering work at bleenq, where the research pipeline behind this site — the filing scrapers, the backtesting lab, the validation gates — is itself the day job. The same thirty years were spent trading his own capital and studying macroeconomics. The shop's working product is what appears here: claim files with kill conditions, counterparty maps built from filings, a calibration record scored in public, and papers that publish beside their own commissioned opposition.
The two vantage points are the point. A builder who has watched AI systems succeed and fail from inside the codebase reads capability's clock differently from someone reading press releases; a trader with his own capital in the market reads credit's clock differently from someone with a newsletter to sell. This site is what happens when one person has to reconcile both readings and live with the result.
The measurement culture is the credential this site actually claims. Every forecast is pre-registered with resolution dates; the misses are logged at the same prominence as the hits; the changelog records self-corrections as ordinary events, because they are. The paper's own account of the author is the source of truth — seeAbout the author in the full thesis.
Disclaimers, caveats, and safe harbor
The author is not a financial advisor, and nothing on this site is investment advice, an offer, or a solicitation. This is a personal research synthesis: a working map of one operator's theses, positions of interest, and measurement systems, published for discussion and calibration. The author may hold, acquire, or exit positions in any security mentioned, at any time, without notice. All figures were compiled from public primary sources (SEC EDGAR, TreasuryDirect, BLS, company disclosures) and public reporting as of the dates noted; errors are possible and corrections are welcome. Forward-looking statements herein are expressly speculative, carry material uncertainty, and are pre-registered with falsification criteria precisely because the author expects some of them to be wrong. Past performance — of markets, of analogies, and of the author's own predictions journal — does not guarantee future results. Do your own research; size anything you do to survive being wrong.
Contact: research correspondence is welcome at hello@twoclocksresearch.ai. This is not an advisory service; nothing here is investment advice, an offer, or a solicitation, and no capital is managed for others. (Full disclaimers accompany each paper.)