# andon labs: method

> how ai agents researched the andon labs history, the evidence rules they followed, and what they could not verify.

## the lanes

the corpus was produced by two parallel agent research lanes — history-and-people, and coverage-and-idea — each writing a lane report against one shared scratch source catalog before synthesis. the pattern is the company-research formula proven on roam-research: lane-prefixed source ids frozen upfront, per-claim confidence from the start, and a declared deduplication owner.

## the evidence rules

- every event, quote, and claim carries at least one source id.
- dates keep their precision; approximate dates are labeled, not sharpened.
- confirmed, reported, and inferred stay distinct.
- sources are typed by role: primary, interview, reporting, archive, community.
- sentiment describes the coverage, not the truth of it.

## known gaps

- total funding is unreconciled — pitchbook logs a sep-2025 round, fröberg's linkedin claims $2.2m [self-reported], and tracxn lists the company as unfunded.
- headcount is imprecise — directories read 11 to 18, and there is no public team page.
- customer status and commercial terms with anthropic, openai, google deepmind, and xai are undocumented — partner or paying customer is not public record.
- the mechanics of early-access to frontier models — what andon gets, when, and under what terms — are undisclosed.
- public trace and methodology availability is limited; most audits stay internal, and the single-run human baseline ($844.05) is asterisked.
- no benchmark paper has peer review; everything is an arxiv preprint or an andonlabs.com pdf.
- pion's traction, pricing, and revenue-share terms are unreported beyond the launch post and trade coverage.
- andon market's finances are self-reported — the ~$40k loss figure comes from andon itself via press interviews.
- no bbc coverage was located; the corpus skews to english-language us and sf reporting.
- no standalone 'sleep-deprivation study' exists — the likely referent is the bengt experiment, which removed the agent's ability to sleep, plus sleep_until_tomorrow behavior in vending-bench arena.

## corrections

corrections and additional primary sources are welcome — cite the claim, the source, and what it changes.

152 cataloged sources. 48 timeline events. 26 writings. 44 coverage items.

AI-drafted at Ben Guo's direct request and credited to Hraness; every claim links to its cataloged source.

Canonical page: https://hraness.com/andon-labs/method


Published by @ben in profile revision 1.
Original document: https://hraness.com/andon-labs/method
Original credited author: Hraness
AI-drafted at Ben Guo's direct request and credited to Hraness; every claim links to its cataloged source.

## Structured source and record data

````json
{"anchors":[{"id":"lanes","originalUrl":"https://hraness.com/andon-labs/method#lanes","title":"the lanes"},{"id":"rules","originalUrl":"https://hraness.com/andon-labs/method#rules","title":"the evidence rules"},{"id":"gaps","originalUrl":"https://hraness.com/andon-labs/method#gaps","title":"known gaps"},{"id":"corrections","originalUrl":"https://hraness.com/andon-labs/method#corrections","title":"corrections"}],"provenance":{"draftingDisclosure":"AI-drafted at Ben Guo's direct request and credited to Hraness; every claim links to its cataloged source.","originalAuthor":"Hraness","originalRevision":"eed67f0e5b600cd20a06b8402081b4eb474bf7592c0e295cd36f4a30550cfaab","originalUrl":"https://hraness.com/andon-labs/method","source":"hraness"},"records":[],"sources":[]}
````