method
how this was researched — parallel agent lanes, the evidence model, and how to correct it.
the lanes
the corpus was produced by two parallel agent research lanes — one covering company history and the people, one covering coverage, sentiment, and the automated-lab idea — each writing a lane report against one shared scratch source catalog before synthesis. the pattern is the company-research formula proven on earlier dossiers: lane-prefixed source ids frozen upfront, per-claim confidence, and a declared deduplication owner.
the evidence rules
- every event, quote, and claim carries at least one source id.
- dates keep their precision — a year, a month, or a day — and approximate dates are labeled rather than sharpened.
- confidence stays honest: confirmed, reported, and inferred are distinct claims, not stages of the same claim.
- sources are typed by role — primary, interview, reporting, archive, community, reference, repo — so a claim's foundation is visible before it is read.
- sentiment labels describe the coverage, not the truth of it.
known gaps
- no publicly documented commercial product, api, or pricing exists as of september 2026 — the near-term "product" is the lab's own research loop.
- the funding numbers never reconciled in public: ~$100m reported on safes at ~$1b; a reported $300m–$500m seek at ~$4b; the filing shows $635.2m authorized, $432.1m sold, and $135.3m of safe conversion that doesn't match the reported seed size. the discrepancies are preserved, not averaged.
- the form d's 51 investors are unnamed — sequoia and acrew positions are inferred from a hosted podcast and a board seat, not disclosed.
- there is no official team page — the roster is assembled from self-applied linkedin titles, launch posts, and the filing; swapnil patil's identification rests on a name match, and one aggregator's "adept cofounder" claim for anmol gulati is likely a conflation.
- the reported "ceres" model — single-phase, ~100× less data, continuous deployment learning — is second-hand through the information's relays; the company has never confirmed it.
- the two anchor information pieces are paywalled; the record runs through techmeme, dealroom, and the decoder's summaries.
- the x corpus is partial — posts came through archives and mirrors, not native search; the company's own account has posted little since launch.
- headcounts disagree — 14, ~21, and "20-something" all appear in sources; each keeps its provenance.
corrections
corrections and additional primary sources are welcome — cite the claim, the source, and what it changes. the catalog is designed to be audited, not just read.
AI-drafted at Ben Guo's direct request and credited to Hraness; every claim links to its cataloged source.