---
title: "Discussion on \"Thoughtworks' Guides-and-Sensors Pattern in Action: Bare Errors vs. Feedforward Guides + Remediation Sensors (-95.1% Tokens)\" | Hashnode"
description: "Discussion on \"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)\nThis post is part of our empirical benchmark series testing AI coding agent harness patterns inside network-isol"
url: "https://hashnode.com/posts/e39-guides-and-sensors-remediation/6af8702fbac99d10123e838a"
---

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# [Thoughtworks' Guides-and-Sensors Pattern in Action: Bare Errors vs. Feedforward Guides + Remediation Sensors (-95.1% Tokens)](https://tappers.hashnode.dev/e39-guides-and-sensors-remediation?utm_source=hashnode&utm_medium=feed)

💡 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

17h ago · 7 min read · tappers.hashnode.dev  
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