I built Bit Flip Lab — a visual, deterministic fault-injection laboratory for studying what happens when exactly one bit changes.
The workflow is simple:
Select one bit → mutate → decode → measure → observe
It can expose consequences at multiple levels:
Raw byte changes
Structural validity
Integrity checks
Decoded/rendered output
Severity classification
One experiment shows a single bit producing a measurable pixel change. Another crosses a structural boundary and causes a PNG decoder failure.
The project is open source, with the full visual demo, experiments, architecture, and methodology on GitHub.
https://github.com/MadB0i/Bit-Flip-Lab #HuggingFace #OpenSource Research #CyberSecurity #FaultInjection