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LangSmith adopts reference_outputs for creating dataset examples
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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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GitLab Cuts 14% of Staff in AI Pivot Despite Record 264 Million Revenue
GitLab is cutting 350 jobs and exiting 22 countries in a sweeping AI restructuring, even as the company reports $264 million in quarterly revenue with 23% growth. The move signals that even profitable dev-tool companies are reallocating resources toward AI-native features as agentic workloads reshape the developer landscape.