pqa

Use when attacking branches to find what the verifier cannot catch.

Use when flagging branch conviction or calibrating instinct against outcomes.

Use when budgeting, routing, and scaling a run to fit the ask.

Use when selecting the surviving branch on verifier evidence after collision.

Use when recording dead branches so future runs avoid re-litigating them.

Use when isolating branches in git worktrees and reconciling the survivor.

Use when verifying a branch with any stack's real test toolchain.

Use when a loop gate needs its perturbation operator applied concretely.

Use when spawning N parallel solution branches that must differ in topology, not style.

Use when deciding whether to re-enter the loop on a survivor.

Use when measuring whether branches genuinely differ and deciding respawn or abort.

Use when ingesting web or docs content into a research frame.