Blog

From the engine room.

Measured failures, real causes, concrete numbers: what happens when you build an AI workspace that redacts keys before a model sees them.

New · 2026-09-28 · 11 min

Self-hosting AI agents or paying for hosting: the honest math

What a coding agent with editor, git and terminal really needs: RAM, sandbox, resource limits, keys. And when hosting beats your own VPS.

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Secrets

What coding agents send to the model provider, and how to narrow it down.

Agentic IDEs

What the term means, who builds what, and what to choose by.

Operations and law

Hosting, data protection and the maths behind running it yourself.