Behavioral governance layer for AI assistants that monitors for hallucination, inconsistency, and unsafe reasoning patterns while managing stateful AI sessions.
Gives AI coding assistants persistent memory, safety controls, and project awareness by tracking coding sessions, protecting critical files from modifications, and managing approval workflows with automatic changelog generation.
Enforces engineering governance for AI-driven software projects, ensuring state over prompt, freeze over generate, and audit over output through the 5S workflow.
Enables AI-augmented software delivery through an append-only process record, with hooks for capturing decisions, session outcomes, and commit boundaries, and provides session priming with recency-based context.
Turns AI assistants into active Technical Project Managers by providing a persistent project brain and workflow tools for onboarding, session management, and code verification.