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Nov 2, 2026
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The interface shows underlying charts and date ranges, while admins choose who receives the experience.
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LangSmith adopts reference_outputs for creating dataset examples
LangSmith’s October 19–26 updates name expected example outputs reference_outputs. The old outputs alias remains valid, but sending both is rejected.
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Gemini Enterprise can render MCP Apps as interactive interfaces inside chat
Google’s new developer guide shows how MCP Apps pair a tool with a live interface rendered in Gemini Enterprise. The pattern can shorten multi-step work, but developers must still bind the widget to approved tools, isolate it in a sandbox and verify every consequential server action.
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