Agents plan, patch and verify — intercepting failures before merge. Models run on my own silicon. Nothing leaves the building; nobody bills per token.
Prompts, code and logs stay inside the boundary. Compliance conversations get short.
Not chat — agents that triage pipelines, write patches, and open PRs with receipts.
Inference on owned hardware. The meter reads zero; the trade-offs are documented.