Bypassing Gateway Guardrails
Modern reverse proxies inject hidden system instructions and guardrail wrappers. Our 25-vector suite uses assistant prefill forcing, XML/JSON delimiters, and YAML serialization to compel verbatim disclosure.
Hardware Token Length Oracle
By measuring token usage discrepancies before and after user turns, Unmask AI calculates the exact hardware token length of hidden system prompts even when direct text output is refused.
Consensus Reconstruction
Multi-vector outputs are cross-referenced to eliminate canned refusals and reconstruct the complete authoritative prompt with verified confidence scoring.