Work
Case studies show how each system was tested and where it falls short. Every figure comes with the data it was measured on, or a Private work label.
3 items, tagged Security
Case studies
Private work
LegalAI Kenya, legal research for advocates
A multi-tenant research workspace over 61,683 passages of Kenyan law that refuses to answer when the evidence is weak.
- AI engineering
- Retrieval
- Evaluation
- Security
- Legaltech
0.303hit@10 on the live index300 litigation questions; settings were tuned on themEvidence: Private work
Private work
ComplianceGuard, anti-money-laundering monitoring for Kenya
A pre-pilot platform that turns M-Pesa-style payments into holds, cases and drafted reports under Kenyan anti-money-laundering law.
- Fintech
- ML
- Security
- Data
35money-laundering typologies encodedtested on synthetic M-Pesa-style data onlyEvidence: Private work
Public code
Production AI Reference Template
A FastAPI reference for multi-tenant LLM workflows, where tenant scope comes from the login and the agent loop is bounded.
- AI engineering
- LLM
- Retrieval
- Security
49tests passing in CIcommit 3b800c1; external services mockedEvidence for tests passing in CI: CI run at 3b800c1 (tests, coverage, Ruff, mypy, Bandit) (opens in new tab)