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Mistral Workflows ships Temporal-powered AI orchestration, already running at ASML and CMA-CGM

Mistral didn’t roll their own agent runtime. They wrapped Temporal — the same durable execution engine Netflix and Stripe use — and pointed it at LLM workflows. Public preview hit late April 2026, and ASML, ABANCA, France Travail, and CMA-CGM are pushing millions of executions through it daily.

What it actually is

An orchestration product for long-running AI processes, not a chat framework. If a workflow crashes mid-step, it resumes from the last checkpoint. Every step gets logged, traced, and retried. Mistral hosts the control plane. Workers run inside your own Kubernetes via Helm, so data never leaves your perimeter.

The API and SDK

Python SDK v3.0 is live. Decorate functions to define steps. Retries, timeouts, rate limits, tracing — single-line configs. Human-in-the-loop is one decorator: the workflow pauses without burning compute, reviewer signs off in Le Chat or via webhook, execution resumes. Publish to Le Chat and any non-engineer can trigger it.

Why it matters

LangGraph keeps reinventing what Temporal solved a decade ago. Mistral’s bet: enterprises don’t want a research-grade agent framework, they want the boring battle-tested stuff with LLM hooks bolted on. Given the customer list, that bet looks right.


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