#persistence

How to make a suspended agent workflow resumable after a restart

A suspended workflow can only resume if its state was written somewhere. On @voltagent/core 2.11.0 there are three states, not two: no workflowMemory fails even in the same process, the in-memory adapter dies at process exit, and only a durable adapter survives a restart.

LangGraph Checkpointer: Persist and Resume Agent State (2026)

Make a LangGraph agent durable with a checkpointer: attach SqliteSaver in one line, crash the graph on purpose, and resume from disk without re-running the Claude call.

Persist Claude tool-call results across page reloads in Next.js (June 2026)