agent-frameworks

Guide: Add LlamaIndex Persistent Memory with Hindsight
Add LlamaIndex persistent memory with Hindsight using HindsightMemory for auto recall and retain, or HindsightToolSpec when agents need explicit tools.

Guide: Add Pydantic AI Persistent Memory with Hindsight
Add Pydantic AI persistent memory with Hindsight using async memory tools and auto injected instructions so agents remember users and workflow context.

Guide: Add SmolAgents Persistent Memory with Hindsight
Add SmolAgents persistent memory with Hindsight using native Tool subclasses, optional memory instructions, and stable bank IDs for repeat runs.

Guide: Add Strands Persistent Memory with Hindsight
Add Strands persistent memory with Hindsight using native tools, optional memory instructions, and stable per user banks across agent sessions.