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The LLM is an ALU - Lessons from a ZX Spectrum

Every time your LLM agent calls a tool and reads the result, you're paying a tax. Not in dollars — in tokens, latency, and reliability (ok, dollars…

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Augment Code's Vinay Perneti talks models, harnesses, and context.

The local test suite was green. Eleven of eleven. I told the agent we had test coverage, and I said commit and push. We shipped an SDK that had neve…

ai harness

Harness Base Definition: The Control System Outside the Model Previously, we split Agent into several minimal parts: Model: judge the next step Loop…

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System Boundaries: The Difference Between ChatBot, Workflow, Agent, and Harness When people first build Agent systems, they often naturally read the…

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Agent Base Definition: Why It Is Not a Prompt When many people first start building Agents, the most natural reaction is: if we make the system prom…

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How I solved a real SOC operations problem for Datadog, AWS, Cloudflare, Sysdig, PagerDuty with an AI runner, a local AI harness with a tricky model…

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AI agents are moving from personal productivity tools into operational workflows. That shift changes the security model. If employees use ChatGPT, C…

ai cybersecurity harness datasecurity

I had a folder on my laptop called agent-setup/ . Inside: a CLAUDE.md, a couple of YAML configs, three skills, and a bash script wiring them togethe…

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