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Field notes on shipping AI past the demo.

Original commentary on enterprise AI news, deployment surfaces, infrastructure trade-offs, and what actually changes for teams trying to put AI into production.

AI / Open models / Inference2026-06-095 min read

MiniMax M3 makes a million-token context cheap — and ships the weights

An open-weight model that claims frontier coding scores is the headline. The quieter, more useful story is the attention rewrite that drops the cost of running a 1M-token context — and the fact that you can run the whole thing yourself.

Open modelsLong contextInferencePrivate deploymentAgents

AI / Agents / Private deployment2026-05-31

Anthropic moves agent execution onto your infrastructure

Self-hosted sandboxes and MCP tunnels keep the agent's hands behind your perimeter while the model loop stays in the cloud. It is a useful split — and a line worth reading carefully.

5 min read