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The week of July 11 to 18, 2026 delivered news at every layer of the AI stack. Moonshot AI shipped the largest open-weight model ever announced, Google targeted its long-delayed Gemini 3. 5 Pro launch, and the Model Context Protocol published the biggest revision in its history.
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In 1759, Pope Clement XIII ordered the owners of a book to hand their copies to a priest for burning. The penalty for refusal was excommunication. That same year, King Louis XV of France banned the book outright.
Every AI agent you wire into your pipeline is a new confused deputy sitting between your issues, your logs, your git tree, and a shell. (Charming, isn't it? ) So when the vendor that put this pattern on the map ships a tool aimed squarely at the pattern's worst failure mode, it is worth clocking.
There is an apparent contradiction at the heart of using AI agents for data work, and resolving it properly is worth an entire article, because the teams that resolve it are quietly getting enormous value while the teams that do not are generating incidents. The contradiction: data engineering a...