
Use when running a dogfood experiment for ClawForce on a real app or workflow. Defines the hypothesis, expected feed/task/decision behavior, executes the run, records actual results, and classifies discrepancies as ClawForce, onboarding/config, or app-specific. Triggers on "run dogfood experiment", "hypothesis and run it", "expected vs actual", "classify discrepancy", "verify the setup works".
Use to verify a ClawForce org or workflow through scripted drills. Runs controlled failure and success scenarios, checks routing and gates, and records pass/fail evidence. Triggers on "run drill", "verify clawforce workflow", "test the org", "exercise the governance flow".
Use when a ClawForce rollout or dogfood run needs governed workflow evolution. Reviews experiment results, recurring failures, blocked operator paths, and noisy approvals, then turns them into approval-backed workflow mutation proposals instead of ad hoc self-modification. Triggers on "workflow steward", "meta agent", "propose workflow changes", "evolve the workflow", "send approval for workflow mutations".
Use when verifying RentRight calculation bundles before promotion or after parent/jurisdiction changes. Runs scenario packs, validates generated data, and issues a release verdict. Triggers on "verify bundle", "check jurisdiction bundle", "pre-release verify", "validate calculator outputs".
Use as the high-level router for RentRight's governed data pipeline. Classifies the incoming issue or goal, chooses the correct specialist skill, sequences the work, and decides when parallel jurisdiction work is appropriate. Triggers on "run the data org", "triage data pipeline", "orchestrate jurisdiction work", "route rentright data work".
Use when RentRight has blocked or flagged data integrity verdicts. Diagnoses the failed checks, identifies the real cause, remediates data or sources, and drives the verdict back to trusted. Triggers on "integrity block", "fix integrity verdict", "remediate blocked field", "resolve data integrity".
Use when onboarding a new RentRight jurisdiction or bringing an inactive jurisdiction to shadow/active state. Covers source discovery, extraction, validation, bundle verification, and dossier setup. Triggers on "onboard jurisdiction", "set up jurisdiction owner", "add rentright jurisdiction", "bootstrap jurisdiction".
Use to maintain the long-lived memory and dossier for a RentRight jurisdiction owner. Updates trusted sources, rejected sources, quirks, scenario packs, release notes, and unresolved ambiguities without turning memory into source-of-truth data. Triggers on "update jurisdiction memory", "refresh dossier", "maintain owner memory", "jurisdiction notes".
Use when setting up ClawForce governance for a project — creating agent teams, OpenClaw agents, and ClawForce config. Triggers on "onboard", "set up clawforce", "create team for", "add governance to".
Use at the start of every ClawForce development session to drive the self-improvement loop. Triggers on "clawforce dev", "dev loop", "improve clawforce".
Use when onboarding or repairing RentRight data sources at the source/config level. Owns source eligibility, official URL selection, deterministic quote quality, extraction configuration, and handoff into the DB-first pipeline. Triggers on "add data source", "repair source config", "onboard official source", "fix extraction config", "source steward".
Use for post-release and live-state monitoring of RentRight jurisdiction data. Watches for stale rates, production drift, verification gaps, and user-visible anomalies, then opens governed remediation tasks. Triggers on "check production drift", "watch the pipeline", "monitor live jurisdictions", "production sentinel".
Use when creating, expanding, or retiring RentRight jurisdiction-owner agents and related routing scaffolding. Sets up owner docs, lifecycle state, schedules, and escalation paths. Triggers on "add jurisdiction owner", "expand data org", "bootstrap new owner", "retire jurisdiction owner", "create regime owner".
Use when onboarding a real app to ClawForce dogfooding. Defines the first authoritative workflow, success criteria, rollout contract, scorecard, and stop conditions. Triggers on "dogfood clawforce", "roll out clawforce", "onboard app to clawforce", "make clawforce authoritative".