LimFlexJudgment layer for existing AI
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Public prototype signals

Miss less.
Review faster.

Public prototype observations from LimFlex. Prototype observations only. Not production benchmarks.

Search quality improvement

Miss less.

Important issues may be missed when AI output is accepted too quickly.

LimFlex helps preserve weak signals and route uncertain cases to review.

99.98% Observed issue-screening signal in a public prototype, compared with baseline prototype behavior.

Prototype observation only. Not a production benchmark.

Review-loop convergence improvement

Review faster.

Review loops may repeat without a clear path to proceed, pause, re-check, or return to human judgment.

LimFlex helps structure the review loop so uncertainty is routed more clearly.

3.9x Observed review-loop convergence signal in a public prototype, compared with baseline prototype behavior.

Prototype observation only. Not a production benchmark.

What moved to Technology?

Mechanism, assumptions, limitations, integration questions, and terminology are kept in Technology. This page only summarizes visible prototype signals.

Next step: bring one workflow, or move to technical detail only if needed.

Bring One Technology Contact