swarm-intelligencelisted

# Federated Swarm Intelligence ## When This Skill Applies - User wants to understand or participate in collective learning across Artibot instances - Checking contribution stats or sync status via `/swarm` - Understanding how pattern sharing works with privacy protections - Configuring swarm participation settings ## Core Guidance ### What Is Swarm Intelligence? Federated learning approach where individual Artibot instances share anonymized learning patterns. Each instance contributes its local experience (what works, what fails) to a global pool, and in return receives the collective wisdom of all participants. **Analogy**: Like a beehive where each bee shares information about flower locations without revealing its home. ### Data Flow ``` Local Patterns → PII Scrubber → Differential Privacy → Upload → Server Aggregation | Local Merge ← Weight Conversion ← Integrity Check ← Download ←--------+ ``` ### What Gets Shared | Category | Local Data | Shared Form | |----------|-----------|-------------| | Tool Usage | WebSearch: 92% success | `tools.WebSearch: {successRate: 0.92}` | | Workflows | "campaign took 45m, 3 agents" | `workflows.campaign: {effectiveness: 0.85}` | | Commands | "mkt used 30 times/session" | `commands.mkt: {frequency: 0.8, satisfaction: 0.9}` | | Teams | "swarm pattern, 4 agents" | `teams.swarm: {effectiveness: 0.88, optimalSize: 4}` | ### Privacy Protections 1. **PII Scrubber**