Dukai Studio — ArticlesDukai Studio embeds engineers inside your company to set the AI strategy and ship the systems your business runs on. Results in weeks, not quarters.https://dukaistudio.com/The five operating habits of an AI-native companyhttps://dukaistudio.com/articles/what-makes-a-company-ai-native/https://dukaistudio.com/articles/what-makes-a-company-ai-native/AI-native describes how a company operates, not when it was founded. Five working habits set those companies apart, and a growing business can adopt them process by process, without a rebuild.Mon, 28 Sep 2026 00:00:00 GMTWhat an AI harness is, and why it matters more than the modelhttps://dukaistudio.com/articles/what-is-an-ai-harness/https://dukaistudio.com/articles/what-is-an-ai-harness/A model on its own can only talk about a job. The harness is everything built around it so that it can do the job and prove it did, and it is where most of the engineering lives.Mon, 14 Sep 2026 00:00:00 GMTSkills: your company's unwritten rules, written down for an agenthttps://dukaistudio.com/articles/teaching-agents-how-your-company-works/https://dukaistudio.com/articles/teaching-agents-how-your-company-works/A skill is a few plain files that put one of your company's procedures in front of an agent at the moment it needs it. What goes in one, how to write the first few, and how to stop them going stale.Sun, 30 Aug 2026 00:00:00 GMTAn operator's guide to the Model Context Protocolhttps://dukaistudio.com/articles/intro-to-mcp-for-operators/https://dukaistudio.com/articles/intro-to-mcp-for-operators/MCP is the open standard that lets an AI agent work inside the systems your business already runs on. What it fixes, what it leaves to you, and the questions that separate a real integration from a logo on a slide.Wed, 12 Aug 2026 00:00:00 GMTKeeping your AI stack portablehttps://dukaistudio.com/articles/avoiding-vendor-lock-in-your-ai-stack/https://dukaistudio.com/articles/avoiding-vendor-lock-in-your-ai-stack/The model behind your AI systems will change, probably more than once. Four decisions made early, about the interface, the data, the evaluation suite and the contract, decide whether that change is routine or a rebuild.Wed, 22 Jul 2026 00:00:00 GMTFrom chatbot to coworker to code: what each stage needshttps://dukaistudio.com/articles/from-chatbot-to-coworker-to-code/https://dukaistudio.com/articles/from-chatbot-to-coworker-to-code/Companies use AI in three distinct ways: a chatbot in a window, a coworker that takes on a whole job, and code built into the systems the business runs on. Each stage asks something different of the company before it will work.Sun, 05 Jul 2026 00:00:00 GMT