Watchdog-Intervention Bridge three-layer architecture transitioning from post-mortem reflection (warm amber) to real-time interception (cool cyan)

From 'Post-Mortem Reflection' to 'Real-Time Interception': Aristotle v1.6.0's Watchdog-Intervention Bridge

TL;DR: Aristotle v1.6.0 introduces the Watchdog-Intervention Bridge, shifting from “reflect after the fact” to “intercept in real time.” A TypeScript watchdog detects 21 signal types around tool calls. A Python intervention layer handles 13 violation types, connected via a subprocess bridge. MCP tools expanded from 10 stubs to 25 full implementations. Two known bugs remain. Open source on GitHub, MIT license. A Hypothesis Overturned From v1.0 to v1.5, Aristotle answered one question: when AI makes a mistake, how do you make it remember and not repeat it? ...

2026-07-04 · 9 min · Alex Wang