Select an institutional transaction
Institutional Compliance Findings (Nova Rules R001–R006)
Automated policy evaluation conducted by Nova over the extracted contract knowledge graph. Flags high-priority IP leakage, unexecuted university addendums, and non-compete violations.
Contested Contract Terms & Multi-Doc Edge Cases
Cascading amendments, missing countersignatures, and contradictory payment schedules evaluated across documents in the transaction stack.
TTO Governance Context
Participating Institutional Entities
FCU Institutional Policy Framework
fabric8r from disk against Nova’s extracted knowledge graph.
Machine-Readable Ground Truth Answer Key (truth.json)
Compiled deterministically by fabric8r from primary source files on disk post-synthesis. Serves as the immutable evaluation key to score AI extractors and autonomous legal agents.
The 6-Phase Ground Truth Synthesis Lifecycle
Solves the "chicken-and-egg" benchmark dilemma. Facts are seeded in code, rendered into realistic primary paper and digital artifacts, and compiled into an immutable answer key before any legal extractor is permitted to read the stack.
Fact Seeds
Entities, campuses, economic terms, and contested conditions defined in code.
Artifact Synthesis
Born-digital PDFs, OpenXML redlines, and degraded 110 DPI TIFF photocopies compiled.
Answer Key
SHA-256 hashes, exact clause bounds, and truth.json compiled from disk.
Blind Ingestion
Nova ingests primary files with zero access to answer key, building graph.
Policy Audit
R001–R006 policy rules fire, scoring against truth.json assertions.
Rest8r Hooks
Turnkey consolidation AST hooks exported for restatement drafting.
Technical Rigor: Shingle Similarity Gate
To prevent language models from exploiting synthetic memorization shortcuts, every generated clause is decomposed into overlapping 6-word shingles. Pairwise Jaccard similarity is computed across the entire corpus. Any clause pair with Jaccard similarity ≥ 0.40 across distinct transactions is rejected during compilation.
Dual-Path Heuristic Fallbacks
Eliminates flaky external server dependencies during technical recruiter reviews. The system runs in < 50ms offline using syntax and regex fallbacks, while automatically executing zero-shot LLM reasoning when local or remote model endpoints are connected.
truth.json deterministically from disk before any legal agent or model reads the contracts.