Constructive Agents

AI-powered features on the Constructive platform — vector search, embedding pipelines, LLM integration, and RAG patterns.

When to Apply

Use this skill when:

• Adding vector search / embeddings to a table (SearchUnified, SearchVector)
• Adding file/image embeddings (ProcessFileEmbedding, ProcessImageEmbedding)
• Adding standalone chunking (ProcessChunks)
• Building RAG pipelines
• Integrating LLM providers via agentic-kit (Ollama, Anthropic, OpenAI)
• Understanding the embedding worker pipeline
• Configuring multiplayer (shared) agent modules
• Working with multi-agent attribution

Architecture