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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.
Jun 16, 2026
SpaceX IPO Makes Musk First Trillionaire as AI Megadeals Reshape the Company
SpaceX pulled off the largest IPO in history at $85.7 billion, vaulting Elon Musk to a $1.3 trillion net worth and making him the world's first trillionaire. But the real story is what the company is becoming: newly revealed AI infrastructure deals with Google and Anthropic, worth over $2 billion per month, position SpaceX as a major hyperscale AI data center provider -- not just a rocket company.