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Deterministic Rules for Agent Validation

BACKGROUND
2 SIGNALSFIRST DETECTED 28 July 2026UPDATED 18 October 2026
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20 Oct
Nothing Failed. The Suite Just Got Slower: A Wall-Clock Budget Gate for Agent Patches

<p>A patch touches zero test files. No assertion changes, no new skips, no fixture edits. The suite goes green on the first run.</p> <p>Then someone opens the job duration graph

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19 May
AI Agents in Production: Why They Fail Silently and How to Catch It

<p>Your agent passed all the tests. It's been running in production for three weeks. And it has been quietly wrong the entire time.</p> <p>This is not a hypothetical. Galileo's

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15 Apr
The $47,000 Agent Loop: Why Token Budget Alerts Aren't Budget Enforcement

<p>Four agents entered an infinite loop in November 2025. They ran for 11 days. The bill was $47,000. Nobody noticed until it was over.</p> <p>The team was running a market

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16 May
We're Defining a New Category: Agent Runtime Operations

<p>You've heard of DevOps. You've heard of AIOps. You've probably heard of MLOps.</p> <p>But there's a category that doesn't exist yet — and it's the one the AI industry needs

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6 May
Agent-Ready Engineering Infrastructure

<ul> <li>GitHub repository: <a href="https://github.com/gezilinll/agent-grove" rel="noopener noreferrer">https://github.com/gezilinll/agent-grove</a> </li> <li>Online

REPORT · WHAT · Dev.toOPEN STORY
4 Oct
Qwen3.8 27B | 1 x R9700: 262K context, half a million tokens of reusable cache, ~180 tok/s. And yes, let's talk about the "3-bit" :)

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1wxfdt9/qwen38_27b_1_x_r9700_262k_context_half_a_million/"> <img alt="Qwen3.8 27B | 1 x R9700: 262K context,

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8 May
What the Pocket OS Incident Tells Us About Agentic Security

<p>On April 24, 2026, an AI coding agent destroyed a company's entire production database in nine seconds. Thirty hours later, PocketOS customers were still showing up at car

REPORT · WHO · Dev.toOPEN STORY
8 Apr
[P] If you're building AI agents, logs aren't enough. You need evidence.

<!-- SC_OFF --><div class="md"><p>I have built a programmable governance layer for AI agents. I am considering to open source completely. Looking for feedback.</p> <p>Agent demos

OPINION · WHERE · MachineLearningOPEN STORY
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