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Practical thinking

Notes from building micro automations for real teams — where AI helps, where it does not, and how to design around actual workflow friction.

AI Technologies

What is RAG? And why not just upload files to ChatGPT?

Uploading files to ChatGPT works for quick tasks, but it's fundamentally broken for business operations. Here's why a custom Retrieval-Augmented Generation (RAG) system is the only way to build a reliable internal knowledge base.

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Strategy

Most AI Projects Fail. Here's Why Ours Don't.

We say no to 80% of the AI requests we receive. Not because we can't build them. Because you shouldn't. The AI industrial complex has convinced businesses that intelligence is something you buy, not something you build deliberately.

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Methodology

The Right Tool for the Right Bottleneck

We build custom micro-tools using rule-based automation, AI, or both — whatever the problem requires. We don't sell AI for the sake of AI. We look at your actual bottleneck—the specific step where work stalls, costs pile up, or people get frustrated.

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