@rlkoshak First, I owe you an apology for the delayed reply. I was pulled into two urgent production-support and reliability tasks over the past few days, and I did not give your feedback the timely, personal response it deserved.
You were right about both the page and my earlier replies. The preview did not show a real user workflow clearly enough, and some of my wording sounded generic and AI-generated. I am a real person and I am personally responsible for this project and for the conversation here. I do use AI-assisted tools in parts of the development process, but they are tools, not a substitute for a direct human conversation or for my own technical judgment.
My background has been in AI and applied computing, and spatial intelligence is something I have cared about for a long time. What I am trying to explore is not simply another automation or rule engine. My longer-term goal is a consumer home world model that can adapt to each household: a model of rooms, devices, relationships, state and human context that helps AI understand a home as a space rather than as a flat list of Items.
If this can be done well, the home could eventually respond with more contextual, human-like intelligence while execution remains deterministic, inspectable, privacy-preserving and under the user’s control. That combination of a spatial world model and a verifiable execution layer is the direction I want to pursue.
Your usability criticism was fair. I have now replaced the earlier feedback-only preview with one concrete workflow that shows the user’s request, the compiled device actions, the shadow result and the verification steps. It is still a Home Assistant example, not an openHAB integration, and I want to be explicit about that boundary.
Thank you for being direct. I do not expect you or the community to design or implement this for me. If you are still willing to comment once there is a concrete openHAB flow to inspect, I would genuinely value your judgment. If not, I still appreciate that your feedback exposed a real problem in how I presented the work.
Edward