Why juniors need more guidance now
AI coding tools can hide when junior developers need help. Senior engineers need to provide context early and help juniors develop judgment.
Browse the notebook
AI coding tools can hide when junior developers need help. Senior engineers need to provide context early and help juniors develop judgment.
Running a model locally shifts production work to your team. Evaluate capacity, reliability, security, and engineering time before replacing an external API.
Before hiring more engineers, trace where delivery stalls. Separate implementation capacity from unresolved decisions, dependencies, and leadership gaps.
Token consumption measures AI activity, not developer productivity. Evaluate delivery, review effort, rework, reliability, and learning across the team.
A CTO is not just a CTO. Early-stage startups need builders, growing startups need architects, and larger companies need executives. Hiring for the wrong stage can cost you hundreds of thousands of dollars and push the company in the wrong direction.
When Claude was banned from government systems, some teams swapped providers in a day. Others faced months of refactoring. The difference? Building every integration for replaceability. Here's why this principle applies to every dependency you have.
The framework for when to vibe code, when to engineer, and how to avoid the permanent prototype trap. Learn the systematic approach to graduate from exploration to production-ready software.
The key to maximizing AI development tools: treat them like team members you lead, not just code generators. Learn the mindset shift from implementer to orchestrator that multiplies your AI productivity.
Why defining yourself by your tools instead of your problem-solving ability limits your career growth. A perspective on engineering identity, the keyword economy, and how to think like a real engineer.