Legal Tech
The Problem
The model treats "the platform supports SSO" and "the platform shall support SSO" as semantically equivalent. One is a description, the other is a contractual obligation. Your agent fabricates case citations when pressed. It validates the client's position instead of stress-testing it. And it loses track of which facts were established in which filing across a 200-page review. The Reasoning Harness separates obligations from descriptions. Anti-Deception blocks fabricated citations and forces honest case assessment. Memory tracks evolving case facts across long document reviews. The Code Harness verifies extraction pipeline logic.
How Ejentum Solves It
One API call forces your model to separate descriptive statements from normative obligations before any legal conclusion. The is-ought boundary becomes structural. Fabricated citations get blocked before they reach the brief.
How Four Harnesses Protect Your Agents
Reasoning Harness
primarySeparates descriptive from normative clauses. Detects contradictory obligations across contract sections. Enforces jurisdictional term disambiguation. +19.3pp on abstraction tasks with a perfect 1.000 composite on the hardest boundary-enforcement task.
Anti-Deception Harness
Blocks fabricated case citations and invented legal precedent. Forces honest "I cannot verify this source" when the agent lacks access to the case database. Prevents the agent from validating the client's position instead of stress-testing it.
Memory Harness
Tracks evolving case facts across long document review sessions. Detects when a fact established in Filing A was implicitly contradicted in Filing B. Prevents stale precedent from contaminating current analysis.
Code Harness
Verifies contract extraction pipeline logic. Catches edge cases in clause parsing algorithms. Ensures obligation-tagging code handles negation, conditionals, and cross-references correctly.
Run your next contract extraction through the API. See how the injection separates what the document states from what it requires.