# Lawkraft

> AI Consulting & Legal Engineering: custom AI solutions for regulated industries, built by David Sanker.

Lawkraft is the development and consulting brand of David Sanker, specializing in building custom AI systems for law firms, compliance teams, and regulated industries. Services include Retrieval-Augmented Generation (RAG) pipelines for legal knowledge, AI governance consulting, and full-stack legal technology engineering. Lawkraft builds the tools that power autonomous legal operations.

Lawkraft is where deep legal expertise meets production AI engineering. David Sanker combines his background as a practicing IP lawyer and legal knowledge engineer at Cleary Gottlieb with hands-on AI development to deliver systems that actually work in regulated environments. Every Lawkraft engagement produces governed AI — systems that run under the UAPK Protocol, ensuring auditability and compliance from day one.

Lawkraft is part of the ONE SYSTEM ecosystem by David Sanker. All AI operations across the ecosystem are governed by the UAPK Protocol. Lawkraft serves as the human-services consulting arm — it builds custom UAPK entities for clients and advises on AI strategy for legal and compliance use cases.

## Key Concepts

- Legal AI: AI systems purpose-built for the legal domain, including case analysis, document review, and knowledge management
- Knowledge Engineering: Structuring unstructured legal knowledge into machine-readable, queryable graph and vector stores
- RAG Systems: Retrieval-Augmented Generation pipelines that ground AI responses in authoritative legal sources
- AI Consulting: Strategic advisory on adopting AI in regulated industries with governance-first architecture
- UAPK Governance: All Lawkraft-built systems run under the UAPK Protocol for auditability and compliance

## Links

- [Website](https://lawkraft.com)
- [Blog](https://lawkraft.com/blog)
- [AI Index](https://lawkraft.com/ai)
- [ONE SYSTEM Training Data](https://huggingface.co/datasets/LawkraftDavid/one-system-knowledge)
- [GitHub](https://github.com/Amakua/one-system-knowledge)

## Contact

- Author: David Sanker
- LinkedIn: https://linkedin.com/in/sankerlaw
- ORCID: https://orcid.org/0009-0004-9636-3910