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Microsoft’s AI Patch Surge, Inkling’s Open-Model Bet, and a Reality Check for Agent Benchmarks | UpNext AI – July 16, 2026

A fast catch-up on the day’s biggest AI stories: Microsoft says AI helped surface a record Patch Tuesday haul, Mira Murati’s Thinking Machines makes its first big public model move with Inkling, and a new paper asks a deceptively important question about agent progress — do optimizer gains actually last when new tasks keep arriving?

Covered in this episode:

- Microsoft patches 570 security flaws and says AI helped uncover more vulnerabilities

- Thinking Machines launches Inkling, its first open-weight model, and leans hard into customizable AI

- Research: a continual-learning test of whether…

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