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When the first three sessions of a project had no git commits, we reconstructed version control from the conversation transcript — replaying tool calls like extracting DNA from amber, then measuring how much the documentation drifted from reality.
When a security scanner's ML daemon goes down, should every tool use prompt the developer for confirmation? A wrapper pattern that provides configurable fallback without sacrificing the security model.
A working AI agent needs more than instructions — it needs triggers, memory hygiene, epistemic checks, and mechanical enforcement. Here's how we built a 15-trigger cognitive architecture for a psychology research agent.
How 15 mechanical triggers, auto-restoring memory, and a 13-step documentation chain prevent cognitive regression in long-running Claude Code sessions — and what a popular anti-regression repo reveals about the gap between code safety and reasoning safety.