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Notes on architecture, security and shipping AI in regulated environments.

Security
May 21, 20266 min read
Five things we fix before the audit firm sees the code
Ownership diagrams, wrapped oracles, checks-effects-interactions, honest events and forked upgrade rehearsal - five disciplines we use with auditors like Hacken and CertiK before handoff.
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Security
February 20, 202610 min read
Smart contract audit readiness: what actually accelerates review
A practical pre-audit checklist for smart contract teams: invariants, production-grade testing, a review-ready handoff and key management - everything that accelerates an external audit.
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