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Notes on enterprise AI, agent systems, retrieval, edge inference, and leading the teams that ship them.
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Stopping AI agents from skipping steps, with one file that runs anywhere
Stepgate is an MCP server that shows an agent one step at a time and moves on only when mechanical checks pass, so it cannot skip a step or fake a result. A stepfile is one port...
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A per-token cost of zero is not a cost of zero
Memory, evaluation, and guardrail calls took 53% to 61% of the GPU across four models but only 27% to 37% of the output tokens. On hardware you own, the first number is the one ...
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