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Insights on AI-driven development, from getting started to orchestrating the future

Building Your Custom AI Toolchain

Everyone has a favourite AI tool. The developers who are actually shipping faster? They have a favourite four or five...

Jan 08, 2026 · 8 min read · AI Tools Advanced
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Planning with AI: From Vague Ideas to Implementation Plans

"We need to add multi-tenant support." Six words. Weeks of work hidden inside them. And the hardest part isn't the co...

Dec 26, 2025 · 7 min read · Planning Workflows
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Technical Debt in the AI Era: Friend or Foe?

There's a dirty secret in the AI coding revolution: we're generating code faster than ever, and a lot of it is techni...

Dec 18, 2025 · 7 min read · Best Practices Architecture
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Multi-Agent Patterns: Orchestrating AI Teams

You've gotten comfortable with one AI agent. It reads your files, writes code, runs tests. Productive. But you've als...

Dec 11, 2025 · 8 min read · Agentic Coding Architecture
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AI and System Design: Thinking at the Architecture Level

Most developers use AI to write functions. Some use it to write features. Very few use it where it might be most valu...

Dec 04, 2025 · 8 min read · Architecture AI Development
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AI Debugging: Let Your Agent Find the Bug

You're staring at a stack trace that spans three services. The error message is useless. You've been stepping through...

Nov 27, 2025 · 7 min read · Debugging AI Development
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CLAUDE.md and the Art of Project Documentation for AI

Here's a pattern we see constantly: a developer spends 15 minutes wrestling with an AI tool, getting output that does...

Nov 19, 2025 · 6 min read · Documentation Best Practices
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Agentic Coding Explained: When AI Takes the Wheel

There's a word bouncing around the developer world that most people use without understanding: agentic. Vendors slap ...

Nov 12, 2025 · 8 min read · Agentic Coding Concepts
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Building AI Coding Workflows That Don't Suck

Most developers using AI coding tools are doing the same thing: open Cursor, type a vague prompt, get mediocre output...

Nov 05, 2025 · 7 min read · Workflows AI Development
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Refactoring with AI: From Spaghetti to Clean in Minutes

Every codebase has that file. The one developers open, scroll through, mutter something unprintable, and close again....

Oct 24, 2025 · 7 min read · Refactoring AI Development
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