local testing for multi-agent loops - what do you use?

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building a local multi-agent setup right now and keep hitting state synchronization issues between steps. tried a few simple python async loops but it gets messy fast.

curious what other developers here use for testing agent loops locally without hammering external APIs every time?

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Nice take! I use tiny scripted fixtures for the handoffs and only let agents touch real services at the very end, otherwise the test loop turns into another API bill 😅 What state keeps drifting for you?