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Handling failed tool calls and model context in AI agents

That’s the real production test. The server should remain the source of truth, with failed tool calls surfaced in the UI and a retry or refresh path. Model context should only reflect confirmed cart state, never an optimistic click.

→ View original post on X — @akshay_pachaar