Classify reproduced crashes into harness bug, upstream bug, or inconclusive using evidence only.
Generate complete fuzz scaffold artifacts aligned to selected targets and execution plan.
Discover, update, and rank vulnerability candidates before execution planning.
Apply minimal evidence-driven build fixes in fuzz scaffold files for next build attempt.
Repair fuzz scaffold after build failures with strategy change and mapping consistency.
Repair scaffold for coverage replan cycles using seed and harness feedback as primary signals.
Re-plan targets and scaffold strategy after build-stage failures using diagnostic-first reasoning.
Produce runtime-viable fuzz targets and execution plan artifacts for synthesize/build stages.