Deliberate, structured writing about automation, infrastructure, and systems.
Recent posts
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The Machinery Hardware-Layer Drift Actually Needs
Why you cannot point your OS-drift toolchain at BIOS, firmware, and BMC configuration, and what the three real differences are.
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Engineer Your Agents Like Systems
Agentic ops does not replace SRE rigor. It is where you have to apply that rigor to the automation itself.
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Hardware Drift Nobody Owns
BIOS, firmware, and BMC configuration drift goes unmanaged across server estates because no team owns the baseline, not because the detection mechanics are hard.
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The Model Is the Runtime, Not the Tool
Most people building with AI for infrastructure work have skipped the layer that makes it useful.
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Coming Back
Off the public record for years. What changed and where this goes.