Your MCP Server Is Secure. The Ledger Behind It Isn’t.

In a recent piece here on Unite.AI, Gil Feig laid out six best practices for building a secure MCP server. They are sound, and anyone shipping an MCP server should follow them. His advice to give each integration “its own fine-grained role, scoped strictly to required permissions” is exactly right. It also assumes the system…

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NVIDIA Unveils 2.8T-Token Indic Pretraining Corpus and Open Pipeline

NVIDIA, working with IIT Madras and its AI4Bharat lab, on October 16, 2026 introduced Nemotron-pretraining-Indic-v1, a synthetic pretraining corpus of approximately 2.8 trillion tokens across 22 Indian languages that is releasing soon, together with the open, GPU-accelerated data generation pipeline used to create it. The 22 languages are those listed in India’s Constitution, which the…

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GMEX Robotics Takes 30% Stake in MediaMeta.Ai to Develop Socially Intelligent Robots

GMEX Robotics has completed an initial investment in MediaMeta.Ai, taking a 30% fully diluted equity interest in the Singapore-based business as it works to add social intelligence to its robotics platform. The October 14 announcement marks a step toward robots that can respond more appropriately to people, although the relevant robotics capabilities remain in development….

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OpenAI Launches Rosalind Academic Plan for U.S. University Labs

OpenAI introduced the Rosalind Academic Plan on October 15, 2026, giving eligible academic labs at U.S. universities up to 30 complimentary ChatGPT Business Standard seats for up to 12 months, with GPT-Rosalind access contingent on trusted-access approval. The plan bundles the seats, priced at $0 per user per month during the complimentary period, with use…

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State of Supply Chain Sustainability Report finds corporate commitment at record high, but governance lags behind

When corporate leaders discuss climate strategy, the message that still dominates is that, despite competing priorities and external pressures, sustainability matters.  According to the 2026 State of Supply Chain Sustainability report from the MIT Sustainable Supply Chain Lab, which surveyed 1,810 supply chain professionals across 91 countries, 83 percent rate sustainability as important or very…

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