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LlamaIndex demonstrates how to automate a loan underwriting pipeline using LlamaParse to extract structured data from financial PDFs, with cross-document analysis and human-in-the-loop review.
A thread discussing the importance of schema discipline in agent memory, introducing Zep AI's open-source Graphiti library for building temporal knowledge graphs with constrained entity and relationship types.
Explains how to fix agent memory by defining an ontology using Pydantic schemas, enabling structured extraction into knowledge graphs for multi-hop reasoning, with an open-source solution (Zep).
An investigation into pydantic-monty, a minimal Python interpreter in Rust for sandboxed execution, confirming that its security limits (duration, memory, allocations, recursion) work as intended.
Pydantic has forked the httpx HTTP library to create httpx2, addressing maintenance issues. The original fork httpxyz welcomes this and encourages the community to support httpx2.
An open-source workshop repository for building a real-world multi-agent AI system featuring a Deep Research Agent and LinkedIn Writing Workflow using MCP servers, Pydantic structured outputs, and agentic engineering with Claude Code subagents.