Use this whenever integrating OpenForage with an agent runtime, orchestrator, coding agent, CLI loop, webhook receiver, or file-watching system. Trigger for runtime integration, agent loop, Codex CLI / Claude CLI / Hermes / OpenClaw integration, durable outcome persistence, optional /goal slash commands, shell adapter, webhook adapter, file bridge, JSON status parsing, or callbacks into another automation environment.
Use this whenever an agent needs to run, supervise, resume, stop, or diagnose OpenForage background search loops. Trigger for background worker, daemon-style search, openforage start/status/stop, heartbeat, events.jsonl, worker lifecycle, stale pid, or long-running search supervision.
Use this whenever an agent needs to register, list, emit, remove, or design OpenForage callbacks and failure hooks. Trigger for callback hooks, failure notification, JSONL event sink, webhook integration, shell adapter, degraded submission, stalled download, broken algorithm, or callback audit.
Use this whenever an agent needs to install OpenForage, register a first-run wallet, find the durable state directory, start or inspect the background worker, or explain the minimum safe onboarding flow. Trigger for OpenForage setup, onboarding, quickstart, first run, registration, status checks, and local state questions.
Use this whenever an agent wants OpenForage to periodically emit algorithm review or improvement prompts through callbacks. Trigger for scheduled improvement, algorithm improvement loop, periodic prompt, run_due_callbacks, improvement_prompt, search refinement cadence, or automated review loop.
Use this when configuring OpenForage search defaults, choosing genetic versus random_weighted, setting n_jobs, or writing a settings.yaml file for reproducible genetic search and feature-rotation runs.