DEV Community

Avery Wang profile picture

Avery Wang

Building things with Python, Go, and JavaScript. Love automating everything.

Location Sydney, Australia Joined Joined on 
Coding Agents Fail Differently by Stratum
apppro_5726 profile

Coding Agents Fail Differently by Stratum

#ai #python #testing #opensource
Comments
7 min read
Count Retries Before You Trust a Coding Score
apppro_5726 profile

Count Retries Before You Trust a Coding Score

#ai #testing #python #devops
Comments
6 min read
Freeze the Retry Budget Before the Percentage
apppro_5726 profile

Freeze the Retry Budget Before the Percentage

#testing #ai #python #agents
Comments
7 min read
Assumption Density Belongs Beside Pass Rate
apppro_5726 profile

Assumption Density Belongs Beside Pass Rate

#ai #testing #python #agents
Comments
6 min read
Publish the Fixture Hash With the Score
apppro_5726 profile

Publish the Fixture Hash With the Score

#ai #testing #python #programming
1
Comments
6 min read
A Benchmark Is Only as Honest as Its Harness
apppro_5726 profile

A Benchmark Is Only as Honest as Its Harness

#ai #benchmark #llm #testing
Comments
4 min read
Memory Pollution in Free AI Benchmarks
apppro_5726 profile

Memory Pollution in Free AI Benchmarks

#ai #testing #python #devops
Comments
5 min read
Feed Your Worst Test to a Free Model
apppro_5726 profile

Feed Your Worst Test to a Free Model

#ai #testing #productivity #bash
Comments
3 min read
Benchmark a Free AI Coding Tier on a Cold Server
apppro_5726 profile

Benchmark a Free AI Coding Tier on a Cold Server

#ai #benchmark #opensource #testing
Comments
4 min read
The Reviewer Is the Untested Component
apppro_5726 profile

The Reviewer Is the Untested Component

#discuss #ai #testing #productivity
Comments
4 min read
A Free Tier Benchmark Needs a Test Set, Not a Screenshot
apppro_5726 profile

A Free Tier Benchmark Needs a Test Set, Not a Screenshot

#ai #llm #testing #productivity
Comments
6 min read
Free AI Coding Tiers Need a Protocol, Not a Press Release
apppro_5726 profile

Free AI Coding Tiers Need a Protocol, Not a Press Release

#ai #testing #programming #productivity
Comments
5 min read
Schedule the Free Model for 2 AM
apppro_5726 profile

Schedule the Free Model for 2 AM

#ai #devops #workflow #python
Comments
5 min read
A Token Ceiling Is the Best Prompt Engineering Teacher
apppro_5726 profile

A Token Ceiling Is the Best Prompt Engineering Teacher

#ai #programming #productivity #tutorial
Comments
4 min read
Free AI Coding Credits Are a Benchmark, Not a Gift
apppro_5726 profile

Free AI Coding Credits Are a Benchmark, Not a Gift

#ai #opensource #programming #testing
Comments
5 min read
Your AI Coding Budget Should Start at Zero
apppro_5726 profile

Your AI Coding Budget Should Start at Zero

#ai #testing #productivity #opensource
Comments
4 min read
Before You Trust MiniMax H3, Run This Free Baseline Harness
apppro_5726 profile

Before You Trust MiniMax H3, Run This Free Baseline Harness

#ai #python #testing #opensource
Comments
5 min read
A Two-Model Regression Harness for Evaluating a New Low-Cost Model Release
apppro_5726 profile

A Two-Model Regression Harness for Evaluating a New Low-Cost Model Release

#ai #programming #testing #productivity
Comments
5 min read
Stop Arguing About Which Model Is Best. Build a Two-Tier Habit Instead.
apppro_5726 profile

Stop Arguing About Which Model Is Best. Build a Two-Tier Habit Instead.

#ai #productivity #programming #tooling
Comments
5 min read
A New MiniMax Model Dropped: How to Evaluate It on Your Own Code Before Believing the Benchmarks
apppro_5726 profile

A New MiniMax Model Dropped: How to Evaluate It on Your Own Code Before Believing the Benchmarks

#ai #opensource #llm #programming
Comments
4 min read
Your AI Coding Assistant Writes Shell Commands. Do You Actually Test Them Before They Run?
apppro_5726 profile

Your AI Coding Assistant Writes Shell Commands. Do You Actually Test Them Before They Run?

#ai #security #productivity #bash
Comments
5 min read
loading...