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llmfit's Fallback Estimate Can Be Fourteen Times Too Slow

Sep 11, 2026

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13 min read

llmfit's Fallback Estimate Can Be Fourteen Times Too Slow

Decode is memory bound and prefill is compute bound, so Q4 halves one and leaves the other exactly where it was. Both numbers come from formulas the project publishes, which is what makes them checkable.

Mohinish S

SnackOnAI Blog

OSWorld's Hardest Baseline To Beat Is An Agent That Gives Up

Sep 3, 2026

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14 min read

OSWorld's Hardest Baseline To Beat Is An Agent That Gives Up

Thirty of the three hundred sixty nine tasks are impossible. An agent that answers "cannot be done" to every single one scores higher than twenty one of the twenty six baselines in the paper.

Mohinish S

SnackOnAI Blog

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

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Snack On AI

llmfit's Fallback Estimate Can Be Fourteen Times Too Slow

OSWorld's Hardest Baseline To Beat Is An Agent That Gives Up

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

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