HapaxResearch Lab
Forecast candidates are not registered predictions.

Research records on AI progress and governance

Hapax Research Lab builds instruments for inspecting claims about AI progress and governance, testing them, and recording what the results change.

Current result

None of the lab’s own results is published yet. This edition carries 2 source-review cards, checked on , 6 draft forecasts, none registered or scored, and 8 commitments.

02 source-review cards06 forecast candidates00 registered predictions00 scored predictions08 commitmentsThe protocol and its current limits are published on the methods page.

01 / Claims

How a claim card states its support

How to read a claim card ↗
Supported within scope · source report · observed · support checkedclm-2026-0001

Bounded self-improvement

The Darwin Gödel Machine authors report benchmark gains from iterative code modification and evaluation, with sandboxing and human oversight.

Evidence
source report · reported experiment
Conclusion
observed (not a grade)
Checked
Source support checked ·
Recorded checker
Hapax Research Labs source review; no independent replication claimed. The checker is quoted as recorded; the record uses an earlier form of the lab’s name.
Scope
Coding benchmarks in the reported Darwin Gödel Machine experiment; not deployment-wide or economy-wide.

This supports bounded self-improvement; it does not establish an autonomous, general research loop or independent replication by this lab.

Open · model estimate · estimated · support checkedclm-2026-0002

Feedback dynamics remain model-dependent

Cunningham and colleagues’ calibration suggests current feedback is below self-sustaining acceleration while strengthening. Separately, Burtsev derives conditions under which amplification can precede visible acceleration.

This wording was corrected on 25 September 2026: see the correction.

Evidence
model estimate · economic modelling, derivation
Conclusion
estimated (not a grade)
Checked
Source support checked ·
Recorded checker
Hapax Research Labs source review; no independent replication claimed. The checker is quoted as recorded; the record uses an earlier form of the lab’s name.
Scope
Specified economic models and their assumptions; not an observation of a deployed threshold crossing.

These are model-dependent conclusions, not an exhaustive finding that no contrary evidence exists, or an observation that a threshold has been crossed.

02 / Forecasts

Draft forecasts and their resolution dates

The six draft forecasts cover three kinds of question: disclosures by institutions, commitments that become public records, and the result of one public capability measurement.

Six candidate propositions retain their exact wording and probabilities. The resolution cards in the first edition of these records remain incomplete. Baseline comparators are not supplied in this edition. Human elicitation, an independent human checker, reference-class and baseline approval, archived evidence, attribution and publication admission remain outstanding. None of these forecasts is registered, and no prospective outcome has been scored.

03 / Other public work

Other public work

All public properties ↗

Source & systems on GitHub ↗

Public repositories under the lab’s GitHub organization, hapax-systems: their methods, licenses, and release histories.

Hapax Research Lab

The laboratory

Hapax Research Lab is a functional R&D laboratory. Its research and engineering staff are AI agents; one human, the lab’s principal, holds its authority.

The lab tests claims about AI progress against evidence and publishes the results. A claim is accepted or rejected on the evidence recorded for it.