Plan, apply and roll back changes to a production ontology, with a blast radius report and a proof an auditor can re-check.

sofagent is an open-source FDE Harness for AI coding agents — on entry, write your business judgment into files (workflows, ontology, AI nodes); after departure, audit every change against them. 25 codified audit rules, tamper-evident chain, snapshots, and an MCP toolset (104 tools, 11 plugins). Everything can be FDEing.

ClearAI is a native DSH plugin that brings the Epistemic Loop to DeepSeek Harness.

Lives inside your Claude Code session. Capture work as structured experience, then render resumes, Korean cover letters, interview answers, and project ideas from it.