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Stabilize the HTTP API contract for typed spans and detector selection
correctnessCorrectness or methodology fixCorrectness or methodology fixdesignDesign discussion or RFC before implementationDesign discussion or RFC before implementationStatus: Open.Define and benchmark evidence aggregation for chunked transformer inference
correctnessCorrectness or methodology fixCorrectness or methodology fixdesignDesign discussion or RFC before implementationDesign discussion or RFC before implementationStatus: Open.Research spike: zero-shot token classification via label conditioning
help wantedExtra attention is neededExtra attention is neededresearchExploratory research; not a committed public API or release featureExploratory research; not a committed public API or release featureStatus: Open.Avoid eagerly installing heavy deps for unused detector types
enhancementNew feature or requestNew feature or requeststatus: claimedA contributor is actively working on this; coordinate before startingA contributor is actively working on this; coordinate before startingStatus: Open.Document min_confidence and its edge cases
documentationImprovements or additions to documentationImprovements or additions to documentationstatus: claimedA contributor is actively working on this; coordinate before startingA contributor is actively working on this; coordinate before startingStatus: Open.Showcase typed spans in the Streamlit demo
status: claimedA contributor is actively working on this; coordinate before startingA contributor is actively working on this; coordinate before startingStatus: Open.Batch hallucination-rate evaluation and reporting over a dataset
enhancementNew feature or requestNew feature or requesthelp wantedExtra attention is neededExtra attention is neededStatus: Open.Span-level prompt-injection / jailbreak detection
enhancementNew feature or requestNew feature or requesthelp wantedExtra attention is neededExtra attention is neededresearchExploratory research; not a committed public API or release featureExploratory research; not a committed public API or release featureStatus: Open.Claude Code hook: flag hallucinations in agent answers
designDesign discussion or RFC before implementationDesign discussion or RFC before implementationenhancementNew feature or requestNew feature or requesthelp wantedExtra attention is neededExtra attention is neededStatus: Open.Generate span-level safety supervision from Aegis 2.0
enhancementNew feature or requestNew feature or requesthelp wantedExtra attention is neededExtra attention is neededresearchExploratory research; not a committed public API or release featureExploratory research; not a committed public API or release featureStatus: Open.Span-based safety classification (GliGuard / GuardReasoner-style)
enhancementNew feature or requestNew feature or requesthelp wantedExtra attention is neededExtra attention is neededresearchExploratory research; not a committed public API or release featureExploratory research; not a committed public API or release featureStatus: Open.Lfm2Bi: LFM2.5 bidirectional encoder for long-context span detection
enhancementNew feature or requestNew feature or requesthelp wantedExtra attention is neededExtra attention is neededresearchExploratory research; not a committed public API or release featureExploratory research; not a committed public API or release featureStatus: Open.