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Notes from the team

How we build apps, AI systems and automation, what we learn on client projects, and practical notes on putting AI to work.
AI in practice

Gemini 4 Argon Doubles in Price on December 1: What It Does to Your AI Bill and 4 Ways to Respond

Every Gemini 4 Argon rate doubles on December 1. See what that does to cost per task, with worked examples, and four moves to test before November 30.

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AI in practice

What 30,000 Developers Told Stack Overflow About AI Agents in 2026, and What the Numbers Don't Say

The real AI figures from the 2026 Stack Overflow Developer Survey, what each number actually counts, how they compare with Sonar's data, and what a small team should do with them.

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