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Model Optimizer's Own Benchmark Says Four Bit Is Slower

Sep 2, 2026

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13 min read

Model Optimizer's Own Benchmark Says Four Bit Is Slower

INT4 AWQ runs Llama3.1-8B seventeen percent slower than the unquantized baseline at batch sixty four, and the number is in NVIDIA's repo.

Mohinish S

SnackOnAI Blog

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

Sep 1, 2026

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14 min read

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.

Mohinish S

SnackOnAI Blog

OpenSEO Is Very Good At Three Percent Of AI Citations

Aug 30, 2026

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14 min read

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.

Mohinish S

SnackOnAI Blog

Anthropic's Alignment Agents Did Not Out-Think Anyone

Aug 29, 2026

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15 min read

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.

Mohinish S

SnackOnAI Blog

Aug 26, 2026

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13 min read

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.

Mohinish S

SnackOnAI Blog

Rex-Omni, Or What Reinforcement Learning Actually Fixed

Aug 25, 2026

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13 min read

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.

Mohinish S

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Snack On AI

Model Optimizer's Own Benchmark Says Four Bit Is Slower

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

OpenSEO Is Very Good At Three Percent Of AI Citations

Anthropic's Alignment Agents Did Not Out-Think Anyone

Qwen3-VL And The Multimodal Tax

Rex-Omni, Or What Reinforcement Learning Actually Fixed

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