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Notes on running self-hosted AI agents without losing money or leaking your data.

6 min read

Turning an AGPL panel into a product, in public

What it actually takes to fork an open-source project into something with its own name — the telemetry, the revenue placements, the naming, and the parts that went wrong.

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5 min read

Why your model bill creeps up every month

Agents do not bill like chatbots. Heartbeats, growing context, retries and cache misses each cost almost nothing per call and a lot per month. Here is where the money actually goes.

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4 min read

A security checklist for self-hosted AI agents

Fourteen checks across network exposure, authentication, tool permissions, secrets and cost — with the command or setting for each, ordered by what actually reduces risk.

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