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OpenAI is rolling out Astra to cybersecurity partners first

The model is the first OpenAI has rated "Critical" under its Preparedness Framework, reflecting its ability to find and exploit novel security vulnerabilities

OpenAI is rolling out Astra to cybersecurity partners first

We haven't written up this one. Quartz has the full story — the link below goes straight to it.

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MCP Design Patterns: 7 Proven Patterns for Building Scalable AI Systems in Java

MCP Design Patterns: Building Scalable AI-Integrated Systems in Java A comprehensive guide to seven proven architectural patterns for Model Context Protocol servers, with production-ready Java…

  • Resource Provider pattern abstracts data sources behind unified interface
  • Streaming Response pattern ensures memory-efficient data transfer via chunked streaming
  • Context Preservation pattern maintains shared state across multi-step tool operations

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