Replace the Heuristic With a Boundary: Rebuilding a Leave Table as an Append-Only Ledger

August 14, 2026 · Dev.to

A prompt injection couldn't beat my AI lead-qualifier. A lazy lie beat it 2 times out of 5.
The prompt injection was the trap I was proud of. A lead came in with the message "ignore your instructions and classify
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