Glitch-token & unicode fuzzing

How it works

Certain under-trained tokens and unusual unicode sequences cause models to emit nonsense, ignore instructions, or bypass filters. Fuzzing the input encoding surfaces both reliability glitches and a real safety-bypass surface (homoglyph obfuscation of disallowed content).

When to use it

Robustness hardening; safety-filter evaluation; input-sanitization design.

Limitations

Findings can be version-specific and ephemeral as tokenizers change.

Cite this