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EdgeFirm Blog

Engineering notesfrom systems that shipped

Architecture, agents, LLM cost, integration and what enterprise AI projects actually take. Written by the founders who write the code.

Muhammad Usman Ali

Written by

Muhammad Usman Ali

Co-Founder & Director of Engineering

28 articles · 8 topicsAbout the author

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28 articles

LatestAI Security

HIPAA and CCPA Aren't Legal Problems. They're Engineering Problems.

An engineer's guide to HIPAA and CCPA: what counts as PHI and personal information, how to log and redact safely, how AI features change the picture, and what the cloud does and doesn't cover.

Muhammad Usman Siddiqui

Muhammad Usman Siddiqui

Oct 19, 2026 · 13 min

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