Local-First Agent Operations
This planned 13-part series follows the work of turning a local-first collection of models, agents, services, memory, and developer tools into an environment I can inspect, recover, and improve without hiding the hard parts behind another layer of automation.
The main installments appear in Technology. Runnable companion articles appear in Hands-On. The companions are optional: they sit beside the main sequence instead of interrupting it, so you can follow the engineering argument straight through or pause when you want to build the smaller working example.
Main Series
Hands-On Companions
Coming Later
The remaining installments cover governed memory retrieval, the optimization-tool landscape, measuring token reduction without damaging agent behavior, passive model-proxy instrumentation, multimodal context hygiene, operator-ready packaging, cross-host voice services, Apple Silicon inference, installable skills, safe multi-agent operation on one LAN, and an honest public-release readiness assessment.