Projects

Tools for making expert judgment measurable, reviewable, and easier to use.

Open-source GRC product that compares organizational evidence with control objectives across 81 supported frameworks.

LLM extraction

Secure Controls Framework

Evidence pipeline

Source-cited reasoning

+2 more

AI-graded bar-exam essay platform. Every scoring change is checked against a 32-essay human-graded golden set (MAE 2.58; 84.4% within 5 points).

Evaluation harness (MAE / within-5)

Golden set + calibration loop

LLM scoring with deterministic post-processing

Human-grounded evaluation

+1 more