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Trust Signals Don’t Check Themselves: Put Verification Before the Install

TL;DR for operators If an AI coding assistant can install software, do not assume it will inspect the evidence already available about where that software came from. In Pengyin Shan’s pre-registered demand-side audit,1 only 9 of 1,920 registered trials retrieved a relevant trust signal before the install-or-decline decision. Across 2,114 completed registered and supplementary trials, not one assistant executed a signature or attestation verification command. ...

September 24, 2026 · 8 min · Zelina
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Hook, Line, and Import: How RAG Lets Attackers Snare Your Code

Imports look harmless until they become procurement. A developer asks an AI assistant for a plotting snippet. The assistant returns clean-looking Python, a few lines of explanation, and an import statement for matplotlib_safe. The name sounds prudent. Safer is good. Safer is what the security team keeps asking for, usually in meetings that could have been static analysis. ...

September 13, 2025 · 17 min · Zelina