Model Context Protocol promises seamless AI tool integration, but the reality of shipping it reveals quality issues, configuration hell, and premature standardization that creates more problems than it solves.
A parable about the true cost of naming things incorrectly. When you name something 'Stripe Payment Intent Id,' you create a contract. Break that contract, and you break trust with every system and developer who relies on that name meaning what it says.
Writing code is just one piece of the puzzle. The true craft of software engineering lies in change logs, ADRs, post-deployment cleanup, test maintenance, and disaster recovery strategies that distinguish senior developers.
When code explains itself, you dont need sprawling docs. This shrinks prompt/context size for AI agents, boosts retrieval precision, and reduces hallucinations.
Fixing these broken systems requires significant remediation.. Most change initiatives fail—not because of technical challenges, but because of how we manage the human side of change.
Explore how eliminating conditional statements can lead to cleaner, more maintainable code through polymorphism, functional programming, and data-driven approaches.
Research suggests microservices may be more suitable than monorepos for AI coding tools, especially with large projects, due to LLM context window limitations.
Research suggests microservices may be more suitable than monorepos for AI coding tools, especially with large projects, due to LLM context window limitations.
Explore the four non-negotiable principles that enable shipping 10,000 lines of code daily: rapid deployment, intense observability, rigorous testing, and living documentation.
Understanding how to develop and prompt your models is the challenge. Where do you start? The old process was to create a flow, but with models it's a bit different, it's about goals and guardrails.
Are you meticulously crafting a product, spending months, even years, perfecting every detail before launch? It's a common approach, but it can be risky, leading to wasted resources and missed opportunities.
Documentation is a double-edged sword. While it provides essential guidance and clarity, it's also a costly endeavor that can drain resources if not managed wisely. Learn what to document, what to skip, and how to make strategic documentation decisions.