False alarms count every visible finding; the verifier owns per-family oracles;
inconclusive on one-sided build failure; feasibility pilot separated from a
73-negative BLOCK qualification; coverage ceilings; spend reserved before calls;
key isolated from executed code; cluster model calls supersede the pool VM-only
rule for this arm only. Requirements approval reopened.
Co-Authored-By: Claude Opus 5.5 <[email protected]>
After reviewing Cairn: detection so far classified excerpts and hit a precision
wall; this adds directed search with an objective goal (a re-verified
demonstration), a fact/intent board, and reason/explore steps as AX Tasks on
kube-ax. Design only learns from Cairn (AGPL); no code copied.
Co-Authored-By: Claude Opus 5.5 <[email protected]>
