Phase 6 Architecture0% Unsupported Claims Target

Factuality Engine & Anti-Hallucination Suite

Deterministic 4-tier anti-hallucination verification. Every claim generated in resumes and cover letters is mathematically grounded in candidate facts with zero tolerance for ungrounded assertions.

Adversarial Invariance
0.0%
Target: 0% Unsupported
Validated Claims
0
100% Grounded
Rejected Assertions
0
Intercepted Hallucinations
Verified Facts
0
Confirmed Fact Library

The 4 Deterministic Anti-Hallucination Layers

Before any generated line enters your resume or cover letter, it is subjected to four strict non-probabilistic checks:

1. Provenance ExistenceZero citations is an immediate rejection. Every claim must cite evidence.
2. Fact Verification StatusClaims citing rejected or unverified candidate facts are forbidden.
3. Quantitative AccuracyNumbers, percentages, latency (ms), and scale metrics must match facts exactly.
4. Tech Invention GuardInventing unsupported frameworks, databases, or languages causes rejection.

Interactive Claim Audit Sandbox

Test any draft claim against your fact library to test the anti-hallucination engine in real time.

0 verified facts available
No matching verified facts found. Please upload a resume or add facts.

Audit Findings & Verification Breakdown

Ready for Deterministic Audit

Enter a draft claim on the left and click “Run Deterministic Factuality Audit” to see the 4-tier anti-hallucination engine evaluate it.

Generated & Audited Claims Library

Audit log of all claims evaluated across resumes and cover letters.

No claims found for this status. Run an audit in the sandbox above to create your first claim audit.