GitHub Security Lab introduces the Fuzzing Taskflow, an LLM-driven autonomous fuzzing pipeline for C/C++ projects that automates harness writing, crash triage, and vulnerability reporting. The system uses Claude Sonnet 5 as its default model and separates decision-making (LLM agent) from execution (MCP tools) to maintain security and clarity in the fuzzing workflow.