Resuming failed agent workflows
4 Jul 2026 · 6 min read
Good agent platforms resume from checkpoints instead of restarting expensive or risky work.
Resumption is what turns a failure into an operational event instead of a lost run.
AstraRunner treats this as an execution-platform concern: the run needs durable state, traceable decisions, cost visibility, and enough structure for teams to review what happened after the agent finishes.
Patterns that work
- Resume from the last completed checkpoint.
- Revalidate external state before continuing.
- Let humans choose retry, skip, rollback, or abort.
- Preserve failed context for debugging.
Implementation checklist
- Store resumable state per step.
- Classify failure as transient, blocked, invalid, or unsafe.
- Expose recovery actions in the UI.
- Audit manual recovery decisions.
Watch outs
- Restarting from scratch can duplicate side effects.
- Skipping validation after resume creates drift.
- Manual recovery without trace links loses accountability.
Related reading
How this fits the Astra stack
AstraRunner owns the operational path for agent work: orchestration, scheduling, approval gates, traces, costs, and role-agent handoffs. AstraMemory owns durable context and retrieval. AstraGenie turns those capabilities into product workflows for teams that want automation without rebuilding the platform layer.