Trend Detection Agent

This agent performs semantic mining on conversations, proposals, streams, and user posts across all SocialBlock overlays and indexed domains.

Objectives:

• Identify emerging memes, tokens, narratives, and influencers

• Flag coordinated sentiment attacks or brigading

• Power the on-chain trend explorer dashboard

Key Capabilities:

• Text clustering using vector embeddings (e.g. cosine similarity)

• Reputation-weighted topic amplification (signal over noise)

• Trend impact scoring: Impact = Volume × Rep × Velocity

• Feeds directly into community missions, airdrop targeting, and DAO decisions

This agent keeps SocialBlock culturally and contextually self-aware — helping communities govern with real-time awareness.