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Sam Li profile picture

Sam Li

Data engineer building scalable pipelines.

Location Berlin, Germany Joined Joined on 
The MiniMax H3 Leaderboard Is Loud. My Repo Is Louder.

The MiniMax H3 Leaderboard Is Loud. My Repo Is Louder.

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3 min read
I Grade Every New Coding Model Against My Own Bug History — Here's the Scorecard

I Grade Every New Coding Model Against My Own Bug History — Here's the Scorecard

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5 min read
Your Feed Says the New Model Is Great. Mine Says Prove It in Under an Hour

Your Feed Says the New Model Is Great. Mine Says Prove It in Under an Hour

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4 min read
A Staged Gate for Adopting Free AI Coding Models Without Wrecking Your Repo

A Staged Gate for Adopting Free AI Coding Models Without Wrecking Your Repo

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5 min read
The Model Passed Your Benchmark. Now Stop Merging Its Code Blindly

The Model Passed Your Benchmark. Now Stop Merging Its Code Blindly

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5 min read
A Reproducible Test Harness for Comparing Free AI Coding Models Before You Commit

A Reproducible Test Harness for Comparing Free AI Coding Models Before You Commit

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5 min read
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