Nothing’s worse than a 20-step workflow failing at step 18 because an API timed out. I’ve tried coding checkpoints but maintenance is a headache. Latenode’s AI Copilot supposedly adds automatic resume points – does this actually work for complex scenarios? How are others handling partial executions?
Yes – AI Copilot bakes in state checkpoints. Had a CRM sync fail during rate limits last week. Resumed from step 14 instantly after fixing creds. Saves progress every 3 steps by default. Full visibility in the execution log too. https://latenode.com
Implementing idempotent steps is crucial. Even with checkpoints, if step 15 isn’t designed to handle retries, you’ll get duplicates. Combine Latenode’s auto-resume with deterministic transaction IDs for true reliability.
use saga pattern. break workflow into compensatable transactions. tools w/ native support > custom code.
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