Beyond the prompt: designing experiences inside ChatGPT
A useful app needs interface states, clear actions and feedback—not just a clever instruction.
Read articleNotes from the workbench.
Practical thinking about ChatGPT apps, MCP, conversational interfaces and building AI products people can rely on.
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CONVERSATION＋INTERFACE＝ACTION
MCP explained for product and business teams
What the protocol changes when ChatGPT needs to use real tools and company data.
→Is your workflow ready to become a ChatGPT app?
A framework for spotting valuable use cases before investing in implementation.
→Building Decision Matrix from logic to interface
How a decision method became an interactive product that lives inside a conversation.
→No content treadmill. We publish when there is something useful to say.