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About:
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I split my time between enterprise APIs, decentralized systems, and teaching at Sheridan and Conestoga. Most of what I post here is systems-level: memory safety and ownership in Rust, and what it takes to let an AI agent touch a production endpoint safely. I care about permission boundaries, evidence, and a real recovery path when it's wrong, not agent hype. Before I grant something real authority, I want to know what has to be true first.
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