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.NET: Python: Support durable Foundry-hosted workflows #7136

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@alliscode

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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.NETUsage: [Issues, PRs], Target: .NethostingUsage: [Issues, PRs], Target: all hosting related solutionspythonUsage: [Issues, PRs], Target: Python

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