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]>
