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[R] A proxy for info encoding: a high condition number indicates that the unit has learned to selectively amplify & compress information. Through the lens of information theory, it indicates the unit's ability to transform high-entropy, uncertain input into lower-entropy, more predictable output.

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[D] iccv api test.

[D] Applying COCONUT continuous reasoning into a learnt linear layer that produces sampling parameters (temp, top-k, top-p, etc.) for the current token?

[D] ICCV api test

Yuval Noah Harari says you can think about the AI revolution as “a wave of billions of AI immigrants.” They don't arrive on boats. They come at the speed of light. They'll take jobs. They may seek power. And no one's talking about it.

Nanonets

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Nanonets-OCR-s

Task: image-text-to-text

MiniMax

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MiniMax-M1-80k

Task: text-generation

Google

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magenta-realtime

Mistral AI_

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Mistral-Small-3.2-24B-Instruct-2506

Task: image-text-to-text

Menlo Research

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Jan-nano

Task: text-generation

Moonshot AI

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Kimi-VL-A3B-Thinking-2506

Task: image-text-to-text

OmniGen

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OmniGen2

Task: any-to-any

Tencent

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Hunyuan3D-2.1

Task: image-to-3d

DeeJayT

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Wan14BT2VFusioniX

Task: text-to-video

type-challenges

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type-challenges

Collection of TypeScript type challenges with online judge