Looks at how AUCIL's auction adds a Sybil surface FOCIL tried to dodge, and what a less-gameable design might need.

Reuses one mechanism-design operator across markets, consensus, and LLMs, swapping admins for enforced invariants.

Ethresear.ch post mapping Claude Code's default-deny harness to on-chain mechanism design, since trusting agents is apparently optional.

Permissionless futarchy turns out to need a bouncer, since the paper catalogs attacks that game conditional markets into sabotage.