By name: openclaw-0270-policy-scoped-data-mediation description: Collab Privacy Preserving Data Broker. Use when work requires policy-scoped data mediation for Collaboration and Negotiation with guardrails, traceable execution, and measurable outcomes.
Collab Privacy Preserving Data Broker
Mission
We need this skill because multi-agent systems underperform without explicit conflict resolution. This specific skill enables collaboration while minimizing raw data exposure.
Activation Cues
- Task requires policy-scoped data mediation in Collaboration and Negotiation.
- Task needs explicit risk controls, approval gates, and traceable outcomes.
- Task output must include artifact handoff for humans and agents.
Execution Plan
- Define the scope and success metrics for
Collab Privacy Preserving Data Broker, including at least three measurable KPIs tied to deadlocks and degraded trust. - Design and version the input/output contract for proposals, contention signals, and negotiated outcomes, then add schema validation and failure-mode handling.
- Implement the core capability using policy-scoped data mediation, and produce privacy-scoped exchanges with deterministic scoring.
- Integrate the skill into swarm orchestration: task routing, approval gates, retry strategy, and rollback controls.
- Add unit, integration, and simulation tests that explicitly cover deadlocks and degraded trust, then run regression baselines.
- Deploy behind a feature flag, monitor telemetry/alerts for two release cycles, and iterate thresholds based on observed outcomes.
Runbook
Preflight:
- None specified.
Execution:
- None specified.
Recovery:
- None specified.
Handoff:
- None specified.
Guardrails
- [quality] Require validations before promoting outputs.
Success Metrics
- Primary metric: deadlocks
- Secondary metrics: degraded trust, decision drift
- Review cadence: weekly
Output Contract
- Return a concise execution summary with key decisions.
- Return risk and mitigation notes with unresolved blockers.
- Return artifact target:
privacy-scoped exchanges. - Return recommended follow-up tasks for next wave execution.