AI Articles

Token optimization 2026: Save up to 80% LLM costs

As you read this article, companies around the world are burning through millions in token costs - completely unnecessarily. The question is no longer IF you use cloud LLMs like Claude or GPT, but HOW EFFICIENT you do it. Because this is where the decisive competitive advantage lies...
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Claude Code experience report: 16 hours instead of 6 weeks

A field report from Michael - requirements engineer, former developer, and now a bit of a tech lead again. The result first At the weekend, I built a complete application. As an MVP. With frontend, clean architecture,...
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Agent harness: Why 90% AI agents fail and how you can do better

Executive Summary 90% of developers change the AI model when their agent makes mistakes. This is the wrong strategy. The AI agent is not the model. The agent is the harness - the software infrastructure that makes the model productive. This harness consists of...
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The ultimate Supermaster prompt: When APEX meets Boris Cherny

The quality of your AI-supported software development stands and falls with a single factor: the system prompt. While development teams in companies work with AI IDEs such as Cursor, Windsurf or Cline on a daily basis, many overlook a fundamental fact: these...
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