Skill UI

This guide details how to implement coverage-guided fuzz testing using AFL++ within CI/CD pipelines. It covers building the fuzzing harness, utilizing advanced instrumentation (like AddressSanitizer), and configuring automated runs to discover memory corruption and input handling vulnerabilities in compiled applications. Ideal for strengthening DevSecOps practices and ensuring code reliability.

This guide details the principles of observability, teaching developers how to instrument code by implementing structured logging, metrics, and distributed tracing. It ensures that production features emit sufficient telemetry to answer complex operational questions, transforming unknown failures into diagnosable events. Essential for any service running in production.