Lawkraft - I Build Autonomous AI Businesses β€” and I Patented the Method
Autonomous AI Engineering

I Build Autonomous
AI Businesses

Lawyer. Engineer. Inventor of UAPK. I compile businesses into fully autonomous AI entities β€” and I patented the method. 5 EPO filings, 10 live entities, 12 academic papers.

πŸ” 5 EPO Patent Filings
βš–οΈ Dual-Barred (DE + NY)
πŸš€ 10 Live Entities
πŸ“š 12 Academic Papers

Why Lawkraft

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

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Patent-Backed Technology

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

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10 Live Proof Points

Not theory. 10 autonomous AI entities running in production across law, finance, eCommerce, and medtech. Every entity is a reference implementation.

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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.

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EU AI Act Native

Compliance is not an afterthought β€” it's Layer 5 of every UAPK entity. Classification, technical file, DPIA, and audit trail built into the architecture.

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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.

12 Autonomous Entities

Each entity is a fully autonomous AI-operated business β€” compiled by UAPK, governed by policy manifests, running 24/7 under deterministic rules.

UAPK Gateway

Live

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

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UAPK Compiler

Live

The business compiler β€” encode any organization into a deterministic, executable UAPK manifest

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UAPK NFT Marketplace

Live

Entity NFT marketplace β€” mint, trade, and transfer UAPK-compiled business identities

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Morpheus Mark

Live

AI-powered IP protection β€” monitors 200+ marketplaces for trademark infringement

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Marks & More

Live

Automated IP search and filing β€” trademark registration at scale

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Brave Little Attorney

Live

Public-facing legal assistance β€” accessible legal consulting for individuals

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BellsFall

In Development

AI-driven financial predictions β€” quantum-inspired probabilistic forecasting

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CharcoalPine

In Development

Autonomous eCommerce β€” AI-operated dropshipping for online sellers

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Quantum AI Trading Bot

Live

Multi-model ML trading β€” algorithmic strategies for investment firms

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Murphy Med

In Development

Medical AI β€” combining clinical data analysis with legal compliance

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Innovate Relocate

Live

AI-driven private equity β€” deal sourcing and evaluation automation

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Legal Graph RAG

In Development

Complete AI law firm β€” litigation, research, and document automation via knowledge graphs

Services

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

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UAPK Entity Compilation

Turn your business into an autonomous AI entity
8-12 weeks
Project-based

Take an existing business or business idea and compile it into a fully autonomous UAPK entity with governance, connectors, policy enforcement, and audit trails. The entity operates independently under manifest-defined rules.

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UAPK Gateway Integration

Agent firewall for your existing AI systems
2-4 weeks
Fixed fee

Deploy the UAPK Gateway as a governance layer over your existing AI agents and LLM deployments. Every action recorded, every decision auditable, every policy enforced.

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GraphRAG System

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

Production-ready 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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EU AI Act Compliance

Technical file and DPIA in 1-2 weeks
1-2 weeks
Fixed fee

Fast-track EU AI Act compliance from someone who understands both the law and the engineering. Risk classification, technical documentation, and DPIA β€” written by a lawyer who builds the systems.

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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 autonomous 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 autonomous operations.

2

Compile

~6-8 weeks

Transform business logic into UAPK entity 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

Production deployment with Mother AI OS. Autonomous operation under manifest-governed rules. 24/7 with human oversight.

Portfolio Results

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

Morpheus Mark β€” AI IP Enforcement

Challenge:

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

Solution:

Compiled into a UAPK entity with autonomous marketplace crawling, 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 β€” 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 β€” 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 β€” 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 β€” we model ROI conservatively before building.

10 autonomous entities compiled and running in production
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 β€” a patent-pending system for compiling businesses into fully autonomous AI entities. Each entity 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 β€” 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 with estimated 70-80% grant probability. Four utility model filings (FU01-04) 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 compiles entire businesses into autonomous entities. The 10 live entities are proof β€” each one runs independently under governed rules. And the method is patented, not just a framework slide.

Do you support EU-only hosting?

Yes. Data sovereignty first β€” 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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