Complete summaries on your biggest PRs, and sharper blocking reviews.
CLASSIFICATION — PUBLIC RELEASE NO EMBARGO DOC CONTROL OA·RSRCH·4103C
OPTIMAL AI  //  RESEARCH DIVISION

Research

Anyone can publish a win. We publish the whole run: the method, the numbers with their intervals, and the exact line where the result stops being true.

RECORD CONTROL PLATE
FACILITY
SAN FRANCISCO, CA
DIVISION
RESEARCH
RECORDS FILED
002
LAST ENTRY
2026·09·17
METHOD
IN RECORD
INTERVALS
STATED
OA·RSRCH·2026·0016·PUB
RECORD INDEX 001–002
  1. 002 RELEASED

    Jev answers with a number, not a sentence

    Jev, TypeSafe's first model, emits no text. It scored 0.961 against the best model's 0.968 at spotting real defects, for 72 cents per ten thousand reviews against $13.08. It is the only one whose stated probabilities meant what they said, and the only one that refused outright once the request passed 32,000 tokens.

    MODEL EVALUATIONREVIEW TRIAGE 14 MIN READ
  2. 001 RELEASED

    We put a fly's sense of smell in a security scanner

    We built a fruit fly's olfactory circuit into a security scanner. It removed 97% of repeat alerts and ranked a copied function first among 2,285 candidates 93% of the time. Asked whether code was dangerous, it scored 51.1%. A coin scores 50.

    ALERT SUPPRESSIONCODE SIMILARITY 18 MIN READ
OPTIMAL AI — RESEARCH DIVISION RECORDS RELEASED WITHOUT REVIEW EMBARGO