A Mac Mini personal devserver workflow for a laptop.

Laptop-first development loses continuity when machines sleep, move, or rebuild state.

It makes persistent local infrastructure feel accessible without renting a cloud dev box.

A local quota guard for long-running Codex workflows.

Agent runs can hit quota at the wrong time and turn continuity into manual babysitting.

It treats quota exhaustion as an operational state to wait through, not a surprise crash.

A deterministic handoff bundle for AI coding sessions.

Coding sessions get trapped inside one harness when providers degrade, quota binds, or the next phase needs another tool.

It preserves observable artifacts and gives developers an explicit transfer path without pretending to move hidden model state.

A Claude Code plugin that brings monitoring into the coding environment.

Developer notifications live in too many surfaces, and token-burning polling is the wrong default.

It shows how deterministic background workers can surface useful context without making the model idle-poll everything.