Technical Writer
Content strategist and writer specializing in developer experience, AI trends, and engineering productivity.
Code quality scanners measure syntax. Real technical debt lives in architectural complexity, dependency rot, and knowledge concentration. Here's how to measure what matters.
AI-generated dev plans with file-level tasks based on actual codebase architecture. How to cut sprint planning overhead by 50%.
How automated feature discovery and competitive gap analysis accelerate M&A technical evaluation from months to days.
How to use discovered features, competitive gaps, and team capabilities to build data-driven roadmaps instead of opinion-driven ones.
Most AI tool adoptions fail to deliver ROI. Here are the productivity patterns that actually work for engineering teams.
Most teams measure AI tool success by adoption rate. The right metric is whether hard tickets get easier. Here's the framework that works.
Remote work broke ambient knowledge sharing. Here's how to rebuild it without forcing everyone back to the office.
Claude Code is powerful but limited by what it can see. Here's how to feed it codebase-level context for dramatically better results on complex tasks.
Comprehensive comparison of the top AI coding tools — Copilot, Cursor, Claude Code, Cody, and more. Updated for 2026 with real benchmarks on complex codebases.
LeetCode doesn't predict job performance. Codebase navigation and system understanding do. How interviews should evolve for the AI era.
Automated competitive gap detection that scans competitor features and maps them against your codebase. Real intelligence, not guesswork.
Every team considers building their own AI coding agent. Here's when it makes sense and when you should buy instead.
Knowledge concentration is a ticking time bomb. When a key engineer leaves, the blast radius extends far beyond their code.
An honest comparison of code intelligence tools. What each does best, where each falls short, and how to choose.
Most competitive analysis is guesswork based on marketing pages. Code-level gap analysis shows exactly what you have, what competitors have, and what it would cost to close the gap.