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Why securing AI agents requires strict permissions, sandboxing, and safeguards that go beyond the model itself.

OpenAI’s Dots introduces an appealing idea: give an agent an ongoing responsibility, connect it to the tools it needs, and let it continue working between conversations. That shifts the product experience from asking individual questions to delegating ongoing work.


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I let an AI design LEGO buildings and Then Built Them for Real

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Diffusers 0.41.0 silently uses the checkpoint’s eight-value sigma grid instead of the step count you pass.


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Understanding How PaliGemma 2 Scales

In Bronzino’s An Allegory with Venus and Cupid, a smiling boy on the right holds roses or rose petals. When I asked PaliGemma 2 what he was holding, the 3B model at 224×224 answered “grapes.” The 448×448 checkpoint answered “flower.”

At first, this looked like a straightforward victory for higher resolution: ...


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Automating entry-level production can be a real efficiency gain. It can also remove the practice and feedback that used to develop future judgment.A path with no first stone. (Image generated by author using AI - ChatGPT)

Suppose a team automates a recurring junior task.

The output still arrives. Maybe it arrives faster. A senior person reviews the result instead of wait...


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