Insights
Codebase intelligence, product management, engineering leadership, and the future of software understanding.
ChatGPT for Product Managers: What It Can and Can't Do
ChatGPT dethroned Jira as PMs' top tool. But it has a blind spot: it can't see your codebase.
Code Dependency Analysis: Understanding Your System's Hidden Connections
Hidden dependencies cause 70% of estimation failures. Here's how to map them before they blow up your sprint.
Codebase Analysis Tools: A 2026 Buyer's Guide
The codebase analysis market is exploding. Here's what to look for and how the top tools compare.
AI Codebase Analysis: What It Is and Why It Matters
AI can now read and understand entire codebases. Here's what that means for product teams.
Non-Technical Product Managers: Your Secret Advantage
Being non-technical isn't a weakness. You ask the questions engineers forget. Here's how to leverage it.
Scope Creep: Why It Happens and How to Stop It
70% of projects experience scope changes. The root cause isn't poor discipline — it's poor visibility.
Code Review for Product Managers: What You Should Know
You don't need to review code. But understanding the process makes you a 10x better PM. Here's what to know.
Code Health Metrics Every Engineering Manager Should Track
Your codebase has a health score — you just can't see it. Here are the metrics that matter and how to track them.
Product Manager AI Assistant: What to Look For in 2026
98% of PMs use AI but only 1.1% for strategic work. Here's what a real PM AI assistant should actually do.
Can AI Replace Product Managers? Wrong Question.
49K people search this monthly. The answer: AI won't replace PMs — it'll replace PMs who can't see their product.
Should Product Managers Learn to Code? (A Better Question)
The debate is wrong. PMs don't need to code — they need to see. Here's what actually matters for technical product leadership.
The PM-Engineer Trust Gap: Why Product Managers Can't See Their Own Product
Engineers say PMs ask dumb questions. PMs say engineers can't explain. The real issue: PMs can't see the codebase.