AUN

Great business professionals have their own craft: small decisions, workflows, preferences, and ways of structuring work that are hard to explain but essential to the quality of their output. One reason AI has not fully reached non-engineers is that users often accept vague probabilistic answers without turning their own requests, corrections, and working style into reusable context. AUN uses Claude Opus 4.7 and Managed Agents to interview users, clarify ambiguous requests, and structure them into executable workflows. The user can then co-create business documents such as presentations, reports, spreadsheets, and markdown outputs with AI. Over time, AUN saves the user’s preferences, judgment criteria, and repeated corrections as reusable Knowledge, so the agent gradually becomes more aligned with how the user actually works. AUN provides a personal AI Agent experience for non-engineers: an agent they can shape by using it.