Lab Notes

Operations and Maintenance

Cheatsheets, commands, diagnostics, and local operations for the ecosystem.

Operations are what keep the system alive. This layer includes commands, cheatsheets, diagnostics, health checks, and recovery procedures.

Cheatsheets

The operational command notes document recurring flows for:

  • the runtime CLI;
  • the coding assistant CLI;
  • Claude Code;
  • authentication;
  • terminal workflows.

These notes reduce friction. When a session fails, a gateway stops responding, or a thread needs to be resumed, the commands are already written down.

Frequent Operations

OperationObjective
Review stateCheck the health of gateways, sessions, or tools.
Resume a sessionContinue previous work without losing context.
Run the coding assistant non-interactivelyDelegate a specific implementation or analysis task.
Review modelsConfirm availability and configuration.
Run testsValidate changes in tools or frameworks.
Consult auditsReview known gaps before acting.

Background Research Worker

The research worker is documented as a separate persistent process. The pattern is:

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Background worker pattern: the coordinator writes tasks, the research worker processes them, and results return as inspectable artifacts.

Usage Telemetry

Auxiliary tooling tracks session consumption and agent usage. The operational value is capacity planning, regression detection, and comparing the cost of different workflows over time.

Operational Practices

  • document commands that are used more than once;
  • avoid destructive actions without confirmation;
  • prefer backups before changing configuration;
  • turn repeated errors into notes or checks;
  • keep dated audits;
  • distinguish code failures from external source failures.