SkillBridge — Knowledge Governance Platform for Enterprise AI
A full-stack governance platform that manages how organizational knowledge gets reviewed, approved, and published into AI systems
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SkillBridge addresses a real gap in enterprise AI adoption: teams deploy AI trained on implicit, unreviewed individual patterns with no audit trail or way to roll back bad knowledge. SkillBridge enforces a structured pipeline — Extract → Review → Publish → Revoke — with every decision logged and every artifact traceable to its source.
What I built
The core of the product is a 3-pane artifact review workspace where knowledge managers open a candidate draft alongside its source evidence and an editable version with word-level diff highlighting. Reviewers can approve, reject, dispute, escalate, or trigger an AI-assisted refinement using Claude Sonnet 4.5 — all from the same screen, with keyboard shortcuts throughout.
Beyond the review flow, the platform includes:
- An evidence chain-of-custody console with immutable audit timelines per artifact
- A policy builder for defining governance rules that gate which patterns are eligible for extraction
- A revocation workflow that freezes an artifact, analyzes downstream impact, and triggers rebuild of dependent rules
- A global command palette (Cmd-K) for navigation and contextual actions across the app
Technical decisions
The frontend is a React 19 SPA with React Router v7, Tailwind CSS, and shadcn/ui over Radix UI primitives — chosen for accessible components without sacrificing visual control. The backend is FastAPI with async MongoDB via Motor. I integrated Claude Sonnet 4.5 directly into the review workflow with a tightly constrained system prompt (no persona replication, factual language enforced) to ensure AI suggestions stay within governance bounds.
The design language was intentional: a ledger/archival aesthetic with serif headings (Newsreader), monospace IDs, and hairline dividers signals the high-stakes, compliance-grade nature of the product to enterprise buyers.
Stack
React 19 · FastAPI · MongoDB · Tailwind CSS · shadcn/ui · Radix UI · Claude Sonnet 4.5 · Python · Axios · Recharts · Zod · react-hook-form