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CUA-Lite's Parallelism Number Is Just The Memory Ratio

Sep 1, 2026

CUA-Lite's Parallelism Number Is Just The Memory Ratio

Frontier agents passed OSWorld's human baseline sometime in the last year. CUA-Lite is not built to measure that. It is built to make the training loop cheap.

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OpenSEO Is Very Good At Three Percent Of AI Citations

Aug 30, 2026

OpenSEO Is Very Good At Three Percent Of AI Citations

AI engines cite peer and competitor pages twenty six times more often than they cite your own domain. Every SEO tool you own works on the domain.

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Anthropic's Alignment Agents Did Not Out-Think Anyone

Aug 29, 2026

Anthropic's Alignment Agents Did Not Out-Think Anyone

A full automated research run costs about what one human idea costs, and produces a hundred and seventy five of them. That is the whole result.

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Qwen3-VL And The Multimodal Tax

Aug 26, 2026

Qwen3-VL And The Multimodal Tax

An eight billion parameter model with tools beat the flagship without them. The report has the numbers and does not connect them.

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Rex-Omni, Or What Reinforcement Learning Actually Fixed

Aug 25, 2026

Rex-Omni, Or What Reinforcement Learning Actually Fixed

A day of GRPO on eight GPUs delivered the headline gain. It improved tight box precision by one tenth of a point.

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FreeToken, Or Why Your Laptop Was Never The Bottleneck

Aug 24, 2026

FreeToken, Or Why Your Laptop Was Never The Bottleneck

An eight gigabyte laptop GPU just decoded a 35B MoE model at ninety two percent of an RTX 4090's rate, and the reason has nothing to do with the GPU.

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