Adversarial review

Static review and design councils miss bugs that only surface when code meets real input. This does the opposite: agents whose job is to break the code by driving the real system. On shux task 078 this pattern found a shipped-blocking bug (a validator that rejected ❤️ ⚠️ emoji) that both the author and three design councils had passed over.

When

Standard step for any nontrivial feature / schema / contract / parser / serializer / protocol / state machine / security or freeze guard — after it compiles green, before the final dootsabha convergence review and before "done". Skip only for trivial or mechanical changes.

Method