Governed AI Engineering

I Build Governed
AI Systems

Lawyer. Engineer. Inventor of UAPK. I compile businesses into governed AI systems — and I filed the patents. 5 EPO filings, 10 live projects, 12 academic papers.

🔐 5 EPO Patent Filings
⚖️ Dual-Barred (DE + NY)
🚀 10 Live Projects
📚 12 Academic Papers

Why Lawkraft

Patent-pending technology. 10 live projects. The only consultant who files your patent, writes your compliance docs, and codes your system.

🔐

Patent-Pending Technology

UAPK is not a pitch deck — it's 5 EPO patent filings covering a 4-layer control plane for governed AI entities. You're licensing proven, protected IP.

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10 Live Projects

Not theory. 10 projects running across law, finance, eCommerce and medtech — real businesses, not slideware. The first, TaxCraft, is compiled to a UAPK manifest; the rest are candidates.

⚖️+💻

Lawyer + Engineer in One

Dual-barred attorney (Germany, New York) who codes production systems. Writes your compliance docs AND your GraphRAG pipeline.

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12 Academic Papers

Peer-reviewed research on AI governance, GraphRAG-Legal, governed collapse, and quantum-inspired ML. Published dataset on HuggingFace with 3,400+ records.

EU AI Act Native

Compliance is not an afterthought — it is designed in from the first layer. Classification, technical file, DPIA, and audit trail built into the architecture.

Full-Stack Autonomy

From knowledge graphs to agent orchestration, from Stripe payments to Google Calendar, from content generation to lead capture. One system, fully governed.

10 Live Projects

Each is a real business I run. The first, TaxCraft, is compiled to a UAPK manifest and governed by policy; the rest are candidates for compilation where it genuinely fits.

UAPK Gateway

Live

Agent firewall and black box recorder for high-stakes AI deployments

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UAPK Compiler

Live

The governed execution layer — encode an organization into a deterministic, executable UAPK manifest

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UAPK Space

Live

Planned registry for transferring UAPK-compiled entity identities. In development — waitlist only.

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Morpheus Mark

Live

AI-powered IP protection — monitors 200+ marketplaces for trademark infringement

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Marks & More

Live

Automated IP search and filing — trademark registration at scale

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Brave Little Attorney

Live

Public-facing legal assistance — accessible legal consulting for individuals

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BellsFall

In Development

AI-driven financial predictions — quantum-inspired probabilistic forecasting

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CharcoalPine

In Development

AI-operated eCommerce — supervised dropshipping for online sellers

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Quantum AI Trading Bot

Live

Multi-model ML trading — algorithmic strategies for investment firms

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Murphy Med

In Development

Medical AI — combining clinical data analysis with legal compliance

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Innovate Relocate

Live

AI-driven private equity — deal sourcing and evaluation automation

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Legal Graph RAG

In Development

Complete AI law firm — litigation, research, and document automation via knowledge graphs

Services

From strategy to entity compilation. Partner-led delivery with transparent pricing.

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Gateway Governance Sprint

Your first action-taking agent, running under governance, in two weeks
2 weeks
€6,000 fixed

For companies deploying their first real agent — one that takes actions, not a chatbot. In two weeks it runs behind a UAPK Gateway with a reviewed manifest, an enforced policy pack, a logged audit chain, and a human approval step on the decisions that carry consequence. Fixed scope, fixed price, your team holds the keys at handover.

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AI Compliance & Control Sprint

From "we have policies" to "we can prove each action"
3-4 weeks
€12,000 fixed + travel at cost

A documented AI governance posture across your agent portfolio, mapped against the EU AI Act, NIS2, and your sector's rules, with the critical controls encoded as policies the Gateway actually enforces. Written by a lawyer who builds the systems, which is why the controls are executable rather than aspirational.

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UAPK Entity Compilation Project

Compile a business — or a line of business — into a governed system
6-12 weeks
€25,000 base + scope

The deep engagement. We diagnose what is genuinely compilable and what must stay human, author the manifest, wire the connectors, and compile it into a governed runtime under Gateway with documented operating rights and revenue separation. Includes a 30-day shadow run before anything operates unsupervised. Capacity is deliberately capped at two concurrent projects, so this is quoted against a real calendar.

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GraphRAG System

Knowledge graphs + retrieval for your domain
6-8 weeks
Fixed/Capped

GraphRAG combining knowledge graphs with hybrid retrieval (semantic + sparse + graph traversal). Built for law firms, battle-tested on 100k+ legal documents. Now available for your domain.

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AI Strategy Sprint

Roadmap and business case in 2 weeks
2 weeks
Fixed fee

Use-case mapping, ROI modeling, and risk assessment. Cut through the noise and get a prioritized roadmap with conservative value estimates.

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How It Works

From discovery to governed deployment. Every entity follows the same compilation process.

1

Discover

~2 weeks

Map your business processes, data flows, and decision logic. Identify what can be compiled into governed operations.

2

Compile

~6-8 weeks

Transform business logic into governance manifests. Build connectors, define policies, wire up intelligence layers.

3

Govern

~1-2 weeks

EU AI Act technical file, DPIA, audit trails, and monitoring. Every AI decision recorded and explainable.

4

Deploy

~2-4 weeks

Deployment with Mother AI OS. Supervised operation under manifest-governed rules, running 24/7 with human oversight.

Portfolio Results

Real entities, real results. From David's own UAPK portfolio and prior engagements.

Morpheus Mark — AI IP Enforcement

Challenge:

Manual trademark monitoring across 200+ marketplaces was slow, expensive, and missed infringements

Solution:

Built as a governed system with supervised crawling of third-party sales platforms, infringement detection, and takedown request generation

Results:
  • Monitors 200+ marketplaces continuously
  • Automated infringement detection and evidence collection
  • Takedown request generation with legal citations

Legal Graph RAG — AI Law Firm

Challenge:

Lawyers spending 60%+ of time on research across fragmented document collections

Solution:

GraphRAG system with knowledge graphs over 100k+ documents, multi-hop reasoning, and citation-backed answers

Results:
  • 50-80% faster legal research
  • Every answer includes source citations
  • Cross-jurisdictional reasoning (EU + US)

UAPK Gateway — Agent Governance

Challenge:

Enterprise deploying AI agents with no audit trail, no policy enforcement, and no kill switch

Solution:

UAPK Gateway deployed as agent firewall — every decision recorded, every action governed by manifest rules

Results:
  • Complete black box recording of all AI decisions
  • Deterministic policy enforcement
  • EU AI Act compliant audit trail

Track Record

These are results from David's own projects and prior roles. Your results depend on your specific use case — we model ROI conservatively before building.

10 live projects; 1 compiled to a UAPK manifest so far
Cross-Industry
99% workload reduction in legal OSINT (built for law firms)
Legal
5x faster startup evaluation throughput
Fintech

Questions

What is UAPK?

Universal AI Processing Key — a patent-pending system for compiling businesses into governed, supervised AI systems. Each one has a 14-layer architecture covering identity, intelligence, policy, workflows, connectors, audit, and more. Think of it as an operating system for AI-operated businesses.

Who does the work?

David Sanker personally. Lawkraft is a solo practice — no juniors, no hand-offs. If extra capacity is needed (data labeling, UI), David brings in his trusted network with a single point of contact.

Are the patents granted?

The parent patent (EP 25 000 056.9) is under examination at the EPO. Four further filings protect specific layers. Corrected responses were filed in March 2026.

How is this different from other AI consulting?

Most AI consultants build chatbots or dashboards. Lawkraft designs entire businesses as governed AI systems. The 10 live projects are the proof that this is operating experience, not theory. One of them, TaxCraft, is compiled to a UAPK manifest; the others are candidates. And the method is patent-pending, not just a framework slide.

Do you support EU-only hosting?

Yes. Data sovereignty first — EU-hosted or on-prem with mTLS, audit logs, no shadow data flows. UAPK Gateway provides complete decision recording.

What about the academic papers?

12 papers covering AI governance, GraphRAG-Legal, governed collapse, quantum-inspired ML, and more. 10 are ready for ArXiv submission. The training dataset is live on HuggingFace with 3,400+ records. ORCID: 0009-0004-9636-3910.

How fast can we get started?

Gateway integration: 2-4 weeks. GraphRAG pilot: 6-8 weeks. Full entity compilation: 8-12 weeks. EU AI Act compliance sprint: 1-2 weeks. Strategy sprint: 2 weeks.

Ready to Compile Your Business?

Direct access to David Sanker. No gatekeepers, no hand-offs. Book a 20-minute AI readiness check.

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