An opinionated list of Python frameworks, libraries, tools, and resources
The Bottleneck Moved, and Most Teams Haven't Noticed For twenty years, writing code was the constraint. Requirements, architecture, review, and deployment all had time to keep pace because the writing step was slow enough to be the natural governor of the system. That's no longer true. AI coding assistants and autonomous agents have accelerated code generation dramatically. CircleCI's 2026 State
State of Software Engineering in 2026: A Reality Check Beyond the AI Hype Three and a half years ago, Matt Welsh, PhD and former Google engineer, published "The End of Programming" in Communications of the ACM and declared that classical computer science was over. The meteor had hit. Engineers were the dinosaurs. The state of software engineering in 2026, he implied, would look nothing like what
When you have 5 unrelated questions, should you pack them into one message to the LLM, or send 5 requests simultaneously? Which is faster? Splitting into multiple independent parallel requests is almost always faster. This isn't a gut feeling — it's determined by the underlying inference mechanism of LLMs. Let's walk through the reasoning from first principles. To understand this problem, you firs