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Stack Overflow announced new capabilities in Stack Internal that transform knowledge distributed throughout an organization into verifiable, usable context for teams and AI agents. The updates include connectors for Stack Internal Community, Google Docs, and Slack; a conversational interface that displays confidence levels and answer sources; as well as API and MCP integrations and permission-based access controls.