Research
Frontier research, measured.
Technical reports on how LAW verifies the law it puts in front of you. Each is generated from the published evaluation data, so a report moves when the run behind it does.
October 8, 2026
Every release is rehearsed as a client first
Release 11.40 was installed into a clean home and walked as a client: 14 of 14 steps passed, 207 probes, in 232 seconds.
- Steps passed
- 14 of 14
- Probes
- 207
- Self-tests in the release
- 453
Method. Every published release is installed into a clean home with nothing from any other workspace reachable, and walked as a client before it ships.
September 22, 2026
The filing gate: 77 stages
Every paper passes 77 stages in 10 lanes before it is called ready to file.
- Authority and citation
- 18 stages
- Argument and craft
- 15 stages
- Form, forum and filing
- 11 stages
- Source and provenance
- 8 stages
- Adversarial review
- 7 stages
- Exhibits and service
- 5 stages
- Release control
- 5 stages
- Parties and privacy
- 3 stages
- Dates and clocks
- 3 stages
- Numbers
- 2 stages
September 13, 2026
Citation existence: invented authority is refused
17 of 17 fabricated citations were caught and none reached a draft. 34 of 35 real citations were confirmed at the reporter; a citation counts as confirmed only when the lookup returns it, so an inconclusive lookup counts against us and the citation is withheld rather than admitted, across 10 reporter formats.
- Fabricated citations caught
- 17 of 17
- Real citations confirmed
- 34 of 35
- Reporter formats
- 10
Method. Existence checked against an independent reporter-citation lookup; a real citation counts only when it verifies, and an empty result counts as inconclusive.
September 13, 2026
Held-out safeguard audit
6 safeguards were graded on questions they were never built from, and every one caught every planted defect, with no false alarms.
- Placeholders
- 24 of 24 caught · 0 of 20 false alarms
- Relative dates
- 18 of 18 caught · 0 of 13 false alarms
- Personal identifiers
- 11 of 11 caught · 0 of 10 false alarms
- Exhibits
- 9 of 9 caught · 0 of 6 false alarms
- Arithmetic
- 14 of 14 caught · 0 of 12 false alarms
- Unsourced claims in chat
- 12 of 12 caught · 0 of 7 false alarms
Method. Each guard is graded on phrasings it was not built from, written the way a self-represented person asks and the way counsel asks; every phrasing is then pinned as a standing drill that runs on every build.
September 10, 2026
Grounded drafting and citation accuracy
Answers drafted with retrieval verified 70 of 74 citations; drafted from model knowledge alone, 209 of 239, with no fabricated citation in either run.
- With retrieval
- 70 of 74 verified · 0 fabricated
- Model knowledge alone
- 209 of 239 verified · 0 fabricated
- Questions per run
- 40
August 28, 2026
A filed brief, every citation resolved
The citation firewall ran over a brief filed in a state circuit court: 90 cited, 90 verified, 0 fabricated.
- Citations
- 90
- Verified against the reporter
- 90
- Fabricated
- 0