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mikelninh/README.md

Michael Ninh

AI Engineer · Product Builder · Berlin / remote

I build AI systems that turn complex, high-stakes work into clear, reviewable action — grounded in evidence, explicit about uncertainty and designed to keep humans in control.

Portfolio → · CV · LinkedIn · Culture

Selected work

Project What it proves Try / inspect
⚖️ GitLaw Hybrid retrieval, citation verification and MCP across 5,936 German federal laws Try GitLaw →
🛡️ SafeVoice Structured AI, evidence integrity, evals and human-reviewed case preparation Open beta →
Council Tool-grounded multi-agent reasoning, forced disagreement and falsifiable decisions Inspect source →
🤖 Digital Worker Factory Evidence contracts, approval gates, observable traces and reliability evals for AI workers Open demo →
📄 PrüfPilot Document AI: documents → versioned rules → evidence → human-approved next action Try demo →
⚖️ judge-mcp Composable rubric evaluation and create → judge → revise loops for agent outputs Inspect MCP →

How I build

human problem → useful workflow → grounded AI → visible uncertainty → human control → feedback → regression tests

Python · FastAPI · TypeScript · React · LLMs · RAG · Agents · MCP · structured outputs · evaluations

I’m especially interested in law, public services, care, health and operational work — places where software should reduce friction without quietly taking responsibility away from people.

More experiments

Citizen Agents · Human Systems Lab · Atelier Engine

Looking for a strong team where I can own difficult problems end to end.

Let’s talk

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  1. gitlaw gitlaw Public

    ⚖️ Alle 5.936 deutschen Bundesgesetze — AI-erklärbar auf Deutsch, 31 Musterbriefe, Rechts-Chat mit Folgefragen. Pro-Tier mit Mandantenaufnahme in 5 Sprachen (DE/VI/TR/AR/EN). AGPL-3.0.

    TypeScript 1

  2. safevoice safevoice Public

    Document digital harassment, classify under German law, generate court-ready Strafanzeige in 30 seconds. Anonymous, DSGVO-clean, OpenAI gpt-4o-mini classifier + case-level legal AI + browser-side h…

    Python 1

  3. council council Public

    JavaScript

  4. digital-worker-factory digital-worker-factory Public

    JavaScript

  5. pruefpilot pruefpilot Public

    Python

  6. judge-mcp judge-mcp Public

    MCP for MCPs — domain-agnostic artifact judging + create-verify iteration. Score any artifact against any rubric, iterate until quality clears a bar.

    Python