AI Automation
RAG-Powered Researcher & Writer Agent Pipeline: Grounded Multi-Agent Fact Synthesis
Combine vector retrieval and multi-agent workflows: a Researcher agent queries pgvector while a Writer agent cites exact sources with zero hallucinations.
Separation of Retrieval and Synthesis
Decoupling the search agent from the synthesis writer allows the searcher to critique document relevance before passing verified excerpts to the final writer.
Related Technical Guides
Deepen your understanding with these closely related production architectures and tutorials:
Claude Fable 5.1 & Claude Opus 5: 1M Context, Secure Tool Sandbox & Subagent Coordination
Explore Anthropic's September 2026 Claude Fable 5.1, Opus 5, and Sonnet 5 release, featuring 1M token windows, allowlisted tool execution, and prompt caching.
CrewAI vs LangGraph: Architectural Guide to Multi-Agent Workflows
A comprehensive comparison of stateful cyclic graphs (LangGraph) and role-based hierarchical swarms (CrewAI) for enterprise automation.
LangGraph Cyclic & Stateful Agent Architecture: StateGraph, MemorySaver & Human-in-the-Loop
Build production-grade autonomous AI agents with LangChain's LangGraph, stateful persistence, cyclic control flow, and human approval gates.