Thoughtworks' Guides-and-Sensors Pattern in Action: Bare Errors vs. Feedforward Guides + Remediation Sensors (-95.1% Tokens)

💡 AI Labo Benchmark Series — Experiment E39 (Architectural Control & Guides + Sensors) This post is part of our empirical benchmark series testing AI coding agent harness patterns inside network-isol