DEV Community

Sam Li profile picture

Sam Li

Data engineer building scalable pipelines.

Location Berlin, Germany Joined Joined on 
Your Free AI Token Allowance Is a Budget, Not a Gift

Your Free AI Token Allowance Is a Budget, Not a Gift

Comments
4 min read
48-Hour Field Notes: I Stopped Reading AI Review Comments and Started Scoring Them

48-Hour Field Notes: I Stopped Reading AI Review Comments and Started Scoring Them

Comments
4 min read
48-Hour Field Notes: A Free AI Server as My PR Reviewer

48-Hour Field Notes: A Free AI Server as My PR Reviewer

Comments
5 min read
Your Git History Knows Which AI Coding Server You Should Pick

Your Git History Knows Which AI Coding Server You Should Pick

Comments
4 min read
The Fit Score: When a Free AI Coding Server Earns Its Place in Your Repo

The Fit Score: When a Free AI Coding Server Earns Its Place in Your Repo

Comments
4 min read
Free AI Coding Server or Self-Hosted? Score the Tradeoffs Instead of Arguing

Free AI Coding Server or Self-Hosted? Score the Tradeoffs Instead of Arguing

Comments
4 min read
The Free Tier Isn't Free If It Doesn't Fit

The Free Tier Isn't Free If It Doesn't Fit

Comments
4 min read
The MiniMax H3 Leaderboard Is Loud. My Repo Is Louder.

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

Comments
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

Comments
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

Comments
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

Comments
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

Comments
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

Comments
5 min read
loading...