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AI tools can generate comprehensive test suites, but they often include redundant tests that increase maintenance overhead. This post explores using pytest.parametrize and strategic test design to maintain coverage while reducing test suite size.

Have Claude read your codebase, generate C4 diagrams, and load them in Structurizr. From zero to full documentation in under 30 minutes.

Why Makefiles remain incredibly useful for modern development workflows, from simple task runners to complex build orchestration, and how they create perfect synergy with AI coding assistants

When Claude Code gets stuck guessing library APIs and syntax, Context7 MCP server loads the actual docs. Here's how it saved my Structurizr debugging session.

After hundreds of Claude sessions, I discovered how to keep AI agents on track with strategic documentation. Here's the system that enables multi-session handoffs and actually ships production code.

Lost your PyCharm scratch files after upgrading? Here's the 2-minute fix to restore all your scratch files from the Application Support folder.

Open source Django + Next.js boilerplate with AI coding agents, authentication structure, and Docker. Build your SaaS in days, not weeks. Perfect for 2025.

The fastest path from zero to deployed developer blog using Cloudflare Workers, Astro, and AstroPaper theme.