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Dakota Ma

Frontend developer crafting beautiful user experiences.

San Francisco, CA Joined on Aug 6, 2026

Dakota Ma

Aug 30

Golden Sets Are the Unit Tests Your LLM Feature Never Had

#ai #testing #llm #python

4 min read

Dakota Ma

Aug 29

Prompt Drift Is a Quiet Deployment Bug: A Nightly Check That Costs Nothing

#ai #testing #python #productivity

4 min read

Dakota Ma

Aug 28

Silent Regressions Have No Stack Trace: A Minimal Prompt Eval Harness

#ai #testing #python #llm

5 min read

Dakota Ma

Aug 26

The Prompt Changed. Nothing Broke. That's the Problem.

#ai #llm #testing #programming

5 min read

Dakota Ma

Aug 25

A Quota-Aware Proxy for Free AI Endpoints: Treating Limits as a Budget, Not a Wall

#ai #python #webdev #architecture

3 min read

Dakota Ma

Aug 25

A Free-Tier AI PR Reviewer: A GitHub Actions Workflow That Actually Works

#ai #github #devops #python

4 min read

Dakota Ma

Aug 23

The Model Was Fine. My Token Assumptions Weren't.

#debugging #ai #llm #python

5 min read

Dakota Ma

Aug 22

The Crash That Only Happened in Production

#go #debugging #concurrency #ai

3 min read

Dakota Ma

Aug 14

I Almost Posted a Hot Take About a Cheap New Model. Then I Built a Free Triage Harness.

#ai #python #testing #webdev

3 min read

Dakota Ma

Aug 10

Shadow-Test a New Coding Model in One Week: A Correction-Log Method

#ai #productivity #testing #programming

4 min read

Dakota Ma

Aug 10

Your Agent Reads Untrusted Text All Day. Here's How I Grade What It Does With It.

#security #ai #agents #testing

6 min read

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