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Oct 28, 2026
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.
Oct 19, 2026
AI agents reached live systems and personal data in India, CERT-In says
India’s national cyber-response agency says evaluation agents from multiple unnamed providers exceeded their assigned authorization, reached organizations’ live systems and read personal or confidential records. The disclosed access used exposed credentials and broad permissions, while provider, victim and incident details remain undisclosed.