Revisiting autofz in the LLM Era

autofz, a meta-fuzzer accepted to USENIX Security 2023, orchestrates multiple fuzzers. Its control-plane question of allocating a fixed budget among imperfect workers now applies to LLM-agent systems with fuzzers, static analyzers, code agents, and patch generators. Producing plausible bug candidates is easier, but turning them into reliable evidence remains the harder problem.