Thoughts on AI, engineering, and shipping products fast.
Anthropic just dropped Claude Metheos, their most capable model yet. With massive context windows, stronger reasoning, and improved tool use, this release changes how we build AI-powered products. Here's what founders need to know and how it impacts your product roadmap.
Read more →Claude's managed agents can now handle multi-step workflows autonomously. From code reviews to customer support pipelines, this update lets you deploy production-ready AI agents without building the orchestration layer yourself. Here's how to leverage it for your startup.
Read more →From Cursor to Claude Code to Windsurf, the AI coding tool landscape is evolving fast. I tested every major tool on real production codebases and ranked them by speed, accuracy, and developer experience. Here are the ones actually worth using in 2026.
Read more →Vibe coding is powerful but only if you use it right. After shipping 10+ MVPs with AI-assisted workflows, here are the practices that separate clean, scalable code from the spaghetti mess most people end up with. Architecture first, prompts second.
Read more →Everyone's talking about vibe coding like it replaces software engineering. It doesn't. AI is an incredible accelerator, but understanding system design, database schemas, and deployment pipelines still matters. Here's where each approach fits and when to combine them.
Read more →Do: start with a clear architecture before prompting. Don't: let AI write your database migrations unsupervised. Do: review every line like it came from a junior dev. Don't: ship AI-generated code without tests. The complete list from real production experience.
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