aigora-de

blackice

Run a human-in-the-loop adversarial review PANEL over mission-critical / records-critical / irreversible code (money movement, tax or regulatory records, data integrity, safety, migrations, auth). It drives one `claude -p` subagent PER reviewer persona PER epoch, iterating until a halting condition (converged / budget / epochs / stall) or a ruin-class "UGLY" circuit-breaker. Use when a change "looks obviously right" but being wrong is expensive, or when the user asks for a deep/rigorous/adversarial/multi-expert review, a "panel", or to "find edge cases, traps, pathologies". NOT for routine, reversible, or well-covered changes — it is deliberately heavy and spends tokens.