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Vector Similarity Search

Queries the vector database with brief embeddings using HNSW index for sub-linear search complexity. Returns top-K candidates with similarity scores, filters by metadata constraints, and provides 2D projections for visualization.

View Core Logic Back to Worker
Parent Worker AI Campaign Orchestrator
Agent ID
vector-similarity-search
Portal Nexgile-MarketMind Nexus
Sector User-Generated Content (UGC) & Creator Economy
Status
Operational

Problem Statement

The challenge addressed

Finding semantically similar creators from a large pool requires efficient approximate nearest neighbor search in high-dimensional embedding space.

Core Logic

How the agent solves it

Queries the vector database with brief embeddings using HNSW index for sub-linear search complexity. Returns top-K candidates with similarity scores, filters by metadata constraints, and provides 2D p...

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Portal

Nexgile-MarketMind Nexus

Digital Worker

AI Campaign Orchestrator

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Vector Similarity Search

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