AI engineer. I build LLM systems that check their own answers, and I measure every change before I claim it. Python and TypeScript. Remote from Pakistan, UTC+5.
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Memon Systems
- https://azterizm.com/
- @azterizm
- in/azterizm
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legal-rag-router
legal-rag-router PublicSends a query to the exact legal source it cites before vector search, or refuses. No model, no network. UK legislation.
Python
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legal-rag-verifier
legal-rag-verifier PublicChecks each sentence of an LLM answer against its source while the model writes it, and rewrites the ones that fail. Proof of concept, tested on UK law.
Python 1
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blind-adapters
blind-adapters PublicAdversarial research. Reasoning adapters for an on-device legal model, fetched by PIR without a TEE. Adapter rule PASS, routing FAIL 10 of 12. Shows the limits a TEE removes. Builds on blind-counsel.
Python
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blind-counsel
blind-counsel PublicAdversarial research. How far confidential legal AI goes without TEEs. Standard cloud RAG leaked 16 private tokens, the PIR design 0. Keyed model obfuscation leaked 100%. Shows the limits a TEE rem…
Python
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