AI 2025 trends

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When RAG Fails, Treat Retrieval Like a Production System

Retrieval-augmented generation became popular because it solved a real problem. Large language models do not automatically know your internal policies, diagrams, runbooks, tickets, contracts, architecture decisions, or platform standards. RAG gives the model a way to answer with enterprise context instead of relying only on training data. That is the promise. The production reality is

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MCP Turns Agent Tools Into an Enterprise Boundary

Most enterprise AI teams eventually run into the same problem. The model can reason, summarize, draft, and plan, but the business value appears when it can interact with real systems. That is also where the risk starts. An agent that can only answer questions is one class of system. An agent that can query a

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Google-backed satellites for wildfire detection launch as smoke chokes US, Canada

As smoke from hundreds of burning wildfires spread across Canada and the United States, the first three operational satellites in the Google-backed FireSat program successfully launched into orbit. The satellites will begin providing wildfire detection capable of spotting even small fires in the United States, Australia, and Europe before the end of the year. The

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The Week’s 10 Biggest Funding Rounds: No Summer Doldrums As Dollars Still Flow To AI

Want to keep track of the largest startup funding deals in 2026 with our curated list of $100 million-plus venture deals to U.S.-based companies? Check out The Crunchbase Megadeals Board. This is a weekly feature that runs down the week’s top 10 announced funding rounds in the U.S. Check out last week’s biggest funding deal

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