microsoft / microsoft/agent-framework

.NET: Python: Support durable Foundry-hosted workflows

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Since Jul 16, 2026.

.NET hosting python
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Description

Foundry Hosted Agents need to preserve a single stored background response while an Agent Framework workflow advances through multiple internal supersteps and may be restarted on replacement hosts.

The hosting adapter should:

- synchronize response checkpoints with workflow checkpoints without exposing incomplete workflow state;
- restore the correct workflow checkpoint after a crash or graceful host replacement;
- persist hosted checkpoint and approval state beneath the session's durable home directory;
- preserve emitted outputs and protected reasoning state across response history round-trips;
- recover only eligible stored background responses during shutdown;
- provide local and deployable samples that demonstrate repeated crash recovery within one response.

This issue tracks the durable workflow integration and its regression coverage for Foundry Hosted Agents.

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