Lightweight.
of median provider latency
≈ 0.287 ms median qualification time
vs ≈ 4.762 s median provider latency
Qualification-core measurement; not total deployment overhead.vs ≈ 4.762 s median provider latency
LimFlex Judgment Terrarium
AI has evolved.
Take your judgment with you.
AI models will change. Providers will change. Reasoning paths will change. What still holds should not have to start over.
Update only what changed.
52.8% fewerrecomputations
144 → 68 recomputed nodes
105.6% more reuse (72 → 148; 2.06×)
Architecture-native recompute/reuse counts reproduced in both Fresh passes.105.6% more reuse (72 → 148; 2.06×)
Share.
3provider/model families
192/192 transitions admitted
under one external qualification framework
One external judgment state across different AI systems.under one external qualification framework
Structural transition admission; strict combined qualified outcome: 191/192.
Audit.
24/24blind third-party reconstruction
Full Exact
reproduced in both Fresh passes
Question, evidence, judgment, closure, authority and version can be reconstructed.reproduced in both Fresh passes
The Judgment Terrarium
Externalize the living structure from question to judgment.
LimFlex Judgment Terrarium externalizes the structure from question to qualified judgment as a living state outside the AI that created it.
QuestionEvidenceContextDependenciesUnknown / ConflictQualified JudgmentClosureAuthorityVersion / Lineage
The model generates candidates. The qualified judgment lives outside the model.
Carry Judgment Forward
Across time. Across tools. Across AI generations.
Past judgments and judgments from other tools do not have to remain trapped inside old chats, old models or old workflows.
Inherit.Bring prior qualified judgment forward.
Share.Use a common portable judgment state.
Reuse.Keep what still holds.
Review.Inspect only what is affected.
Requalify.Update only what changed.
Strengthen.Build on qualified prior work.
Why this matters
The AI can change without erasing the organization's judgment.
A better model may generate a better candidate. A different provider may choose a different reasoning path. None of that, by itself, should silently overwrite what is already qualified.
This is not frozen reasoning.It is continuity with selective change.
Keep what still holds. Review what is affected. Requalify what changed. Preserve unresolved conflict instead of forcing it into certainty.
