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⚡ AI Lessons
Dev.to · Wes Nishio
🧠 Large Language Models
⚡ AI Lesson
2mo ago
Your Prompt Is Not Enough. Add a Gate.
A single prompt instruction loses to the rest of the prompt's bias. Programmatic quality gates enforce what prompts suggest.
Dev.to · Wes Nishio
⚡ AI Lesson
3mo ago
Why Retargeting a PR Explodes the Diff
GitHub's change-base-branch API only updates metadata. When sibling release branches are involved, the PR diff explodes with unrelated files.
Dev.to · Wes Nishio
⚡ AI Lesson
3mo ago
How We Finally Solved Test Discovery
A 5-tier scoring system validated against 17 real repos replaced flat scoring that broke with real data. Content-aware matching fills the gaps.
Dev.to · Wes Nishio
⚡ AI Lesson
3mo ago
Test File Discovery Is Still Unsolved
Given an implementation file, which test files are relevant? We tried stem matching, content grepping, and hybrid discovery. Each fails differently.
Dev.to · Wes Nishio
📐 ML Fundamentals
⚡ AI Lesson
3mo ago
Can You Guess What Tests a Calculator Needs?
A 40-line Python calculator. How many tests would you write? Most say 10-15. GitAuto generated 41. Here's what you missed.
Dev.to · Wes Nishio
🤖 AI Agents & Automation
⚡ AI Lesson
1y ago
How to Set Up Automated Tests with a QA Coding Agent for Flutter
A real-world case study of implementing automated testing with a QA Coding Agent, GitAuto, for a Flutter-based ride-sharing application, demonstrating how GitAu
DeepCamp AI