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Agent frameworks

10 posts in this category.

Agent frameworks

maxInvocations does not count failed tool calls

The beeai-framework docs say onlySuccessInvocations affects forceAtStep. It also silently scopes maxInvocations, consecutiveAllowed, minInvocations and onlyAfter. Measured end to end on 0.1.31, with a control arm on every group.

11 min read109
Agent frameworks

How to test whether a LangGraph DeltaValue reducer survives a resume

On @langchain/langgraph 1.4.19 a DeltaValue field replays checkpointed writes through your reducer in larger batches than your graph produced. If the reducer reads the batching, the resumed state is not the state you ran, and nothing errors. Three runnable scripts: a ten-line invariance check, a run where six turns become one, and a sweep showing the damage sits in the tail.

10 min read172
Agent frameworks articles · AgentNotebook