Guides
In-depth guides for AI memory and agent development
Guide: Add AgentCore Runtime Memory with Hindsight
Add AgentCore Runtime memory with Hindsight using the runtime adapter, stable user bank IDs, and recall plus retain hooks across session churn.
Guide: Add Claude Code Persistent Memory with Hindsight
Add Claude Code persistent memory with Hindsight using the memory plugin, automatic recall hooks, and project aware bank IDs across sessions.
Guide: Add Codex CLI Persistent Memory with Hindsight
Add Codex CLI persistent memory with Hindsight using hook based recall, automatic retain, and project scoped bank IDs that survive across sessions.
Guide: Add CrewAI Persistent Memory with Hindsight
Add CrewAI persistent memory with Hindsight using ExternalMemory, HindsightStorage, and optional per agent banks so repeated crew runs build on earlier work.
Guide: Add LangGraph Persistent Memory with Hindsight
Add LangGraph persistent memory with Hindsight using tools, recall and retain nodes, or the BaseStore adapter so agents remember users across runs.
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 Pipecat Voice Agent Memory with Hindsight
Add Pipecat voice agent memory with Hindsight using HindsightMemoryService to recall context before replies and retain completed turns across calls.
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.