Product engineering notes from the field.

A practical roadmap for PMs transitioning from product manager to product engineer. Learn what to code, how to build technical depth, and when you are ready.

Product engineer roles in Brazil offer 3-5x salary multipliers via remote US companies. Discover who is hiring, how to position yourself, and what to expect.

Product sense for engineers is trainable. Learn the exercises, habits, and frameworks that help you read user behavior and form winning hypotheses.

Context engineering is the discipline of structuring information for AI agents. Learn how product engineers design context to ship reliable AI features.

Product engineer vs full stack developer: one is breadth of implementation, the other is breadth of ownership. See what actually differs.

Inside the product engineer role at PostHog: how they hire, what they pay, why they killed PMs, and what the day-to-day actually looks like.

Where AI fails in a complex codebase: legacy systems, tangled dependencies, implicit knowledge. How product engineers bridge the gap.

Engineering leadership AI requires new skills. How EMs and directors should adapt to manage agent-augmented product engineering teams effectively.

Build a product engineer portfolio that proves business impact. Templates, before/after metrics, and framing techniques to stand out in hiring.

The software crisis 2026 isn't about writing code. It's about knowing what NOT to build when AI generates infinite output.

The complete product engineer career path from junior to staff level. Expectations, salary ranges, IC vs management tracks, and what separates each stage.

Tactical guide to become a product engineer at your current company. Scripts, framing, and a volunteer playbook to expand your role without switching jobs.