Pain Points
Common challenges in software development and how modern tools and practices help solve them.
Doc Rot: The Silent Killer of Developer Productivity
Doc rot happens when documentation drifts from reality. Learn why it occurs, how to detect it, and strategies to keep your docs accurate without constant manual effort.
Common Patterns in Outdated Codebases (And How to Fix Them)
Every aging codebase develops similar problems: stale dependencies, inconsistent patterns, dead code, and more. Learn to identify and fix these common issues.
Technical Debt Isn't a Backlog Problem—It's an Automation Problem
Stop treating technical debt as a backlog item that competes with features. Learn why AI-powered automation is the real solution to managing technical debt at scale.
Preventing Technical Debt: Stop Problems Before They Start
Learn how AI helps prevent technical debt rather than just paying it down. AI-powered strategies and practices that keep your codebase clean from the start.
Test Maintenance Overhead: When Tests Become a Burden
Tests that were supposed to help now slow you down. Learn why test maintenance becomes overwhelming and how AI can keep your test suite healthy and useful.
Slow CI Pipelines Are Killing Developer Productivity
Your CI pipeline takes 30 minutes. Developers context-switch while waiting. Learn why CI slows down and how AI can build pipelines that don't block productivity.