Verification, not validation.
Compilers check syntax. Linters check style. LUCID checks if the code does what it claims.
Generate
Extract Claims
Verify Each
Remediate
loop until verified
Generate
Extract Claims
Verify Each
Remediate
↑ loop until verified
Two pipelines
Forward Pipeline
Submit code. LUCID extracts every implicit claim, verifies each one independently, and returns a detailed report with remediation.
Code in → Claims extracted → Each verified → Report out
Reverse Pipeline
Describe what you need. LUCID generates code, then automatically verifies it before returning — only shipping code that passes.
Task in → Code generated → Auto-verified → Verified code out
Deployment options
GitHub Action
Drops into any CI/CD pipeline. Runs on every PR. Free for open source.
REST API
Two endpoints. Forward to verify, reverse to generate. Bearer token auth.
LVR Service
Full codebase audit and reconstruction. Three verification loops. Enterprise.
Built to last.
- •Provisional patent #63/980,048 (filed February 2026)
- •Published research: DOI 10.5281/zenodo.18522644
- •Architecture based on predictive processing (Friston free energy framework)
- •Thesis: Hallucination is inevitable in generative models — harness it, don't suppress it.