●builderThe multi-key probe replay and error-pattern parsing approach is a replicable pattern for building automated access control fuzzers against large API surfaces — the methodology is more valuable than the bounty number.
●researcherThis is a practical demonstration that AI-driven fuzzing with structured error parsing outperforms manual testing at API scale, with concrete financial validation of bug quality.