Workflow Mesh — durable agentic operations
Long-running agentic workflows on Temporal with human-in-the-loop gates and full replay.
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AI workflows that run for minutes, hours, or days across multiple agents, APIs, and human approvals need infrastructure that HTTP requests can't provide. Workflow Mesh is a Temporal-based orchestration layer purpose-built for agentic operations — with retries, timeouts, versioning, and a complete audit trail.
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Best practices for Workflow Mesh
Model every failure mode before the happy path
Temporal's value is in handling failures. A workflow spec that only shows the success path is missing the most important half.
Keep activities idempotent
Temporal retries activities on failure. Non-idempotent side effects cause double-execution bugs that are hard to detect and expensive to fix in production.
Version workflows from day one
Changing a running workflow's logic without using Temporal's versioning API corrupts in-flight executions. It's non-negotiable from the first deployment.
Use signals for human approvals, not polling
A signal wakes a workflow exactly once when the approval arrives. A polling loop wastes resources and adds unnecessary latency to every gate.
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