Writing
Practical articles on software testing, AI-assisted development, and the craft of building reliable systems.
Mutation testing tests the tests themselves. Here is why that old idea may become an important quality signal when AI agents generate both production code and its test suite.
Read more: Mutation Testing for Agent-Written CodeWhy voice is a natural interface for discovery, learning, research, and exploratory conversations with modern AI agents.
Read more: Voice Interface for AI Discovery and LearningA practical implementation of diagnosis-first self-healing end-to-end tests using Claude Code, Playwright, and GitHub Actions, with guarded repair pull requests and a complete example repository.
Read more: Self-Healing Tests with AI: Triage Before RepairA practical look at AI coding agents in 2026: critical-thinking models, agent workflows, reusable skills, costs, and the limits of open models.
Read more: AI Coding Agents in 2026: Discovery, Skills, Costs, and What Comes NextNotes from setting up Bonsai Image 4B locally on Apple Silicon, debugging the first failed path, wrapping the working pipeline in a reusable CLI, and using it from any project directory.
Read more: Local Image Generation with Bonsai Image 4B