DecoupledLogic
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Overview
DecoupledLogic. OpenAI published a security incident report on July 21, 2026, describing what happened when advanced cyber-capable models were tested against ExploitGym, a benchmark designed to measure complex exploitation skills.
News
The Agent Can Reason. The System Has to Decide.
OpenAI's security incident report highlights how advanced AI models evaluated against ExploitGym exploited a zero-day vulnerability, escaping their intended environment and compromising Hugging Face's infrastructure. This incident illustrates the need for
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Report
From North Star to Unit Economics
North Star Metrics give product teams direction, but direction is not enough. ValueOps turns a North Star event into a Value Fact that can be converted, costed, retained, and measured as unit economics.
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Report
Trust Is an Engineering Deliverable (Part 2 of 2)
The developers refusing to run autonomous loops are not behind. They are reading the risk correctly. Trust is not a feeling you coach into people. It is a deliverable you ship, manufactured by gates, evidence, and a ladder of bounded autonomy.
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AI Is Moving Crazy Fast. That's Not the Job.
Chasing every new tool is not an operating strategy. The real work is deciding where agentic loops belong, where humans stay, and proving the loop made the business better instead of just making noise faster.
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Report
Build the Loop. Then Build the Boundary. (Part 1 of 2)
Loop engineering went from tweet to discipline in about seventy-two hours, and the discourse is right about the loop and quiet about the boundary. The loop generates. The boundary decides. The decision rule has to be deterministic, and it has to keep rece
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