---
title: "Discussion on \"Why Outcome-Only Evals Let Coding Agents Guess Blindly: Outcome Evals vs. a Behavioral Action-Sequence Gate (-95.2% Tokens)\" | Hashnode"
description: "Discussion on \"Why Outcome-Only Evals Let Coding Agents Guess Blindly: Outcome Evals vs. a Behavioral Action-Sequence Gate (-95.2% Tokens)\". 💡 AI Labo Benchmark Series — Experiment E40 (Behavioral Trajectory Gates)\nThis post is part of our empirical benchmark series testing AI coding agent harness patterns inside network-isolated Proxmox"
url: "https://hashnode.com/posts/e40-behavioral-action-sequence-gate/6af870300ae9a421e38c132f"
---

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# [Why Outcome-Only Evals Let Coding Agents Guess Blindly: Outcome Evals vs. a Behavioral Action-Sequence Gate (-95.2% Tokens)](https://tappers.hashnode.dev/e40-behavioral-action-sequence-gate?utm_source=hashnode&utm_medium=feed)

💡 AI Labo Benchmark Series — Experiment E40 (Behavioral Trajectory Gates) This post is part of our empirical benchmark series testing AI coding agent harness patterns inside network-isolated Proxmox

17h ago · 6 min read · tappers.hashnode.dev  
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