One subject-side architecture. Different domain conversations.
The composition of the record, authorship, signature, reading, and rules for opening access stay the same. A domain changes the questions and the moments worth recording, not the record itself.
What remains the same
The shared layer
The same record structure carries the person's words, authorship, signature, readable history, and their choice about who may see it. A specialist needs to learn that format once.
The domain shell
The shell supplies the questions and identifies the moments that matter in a particular practice. Hospitality and marketplace selling do not ask the same questions, but they do not require different record logic.
Test the claim: build a shell in a new domain. If the core has to change, the claim of domain independence is false.
How status is stated
No Caneni application is currently presented here as a real application.
Application map
The core has been tested in hospitality, seller and steward prototype workflows. Three people took part in external walkthroughs; steward testing was internal.
Marketplace seller
One fictional case, step by step
The situation. In a fictional test case, a seller described an account restriction and clarified that the receipt had been uploaded afterwards. The participant also stated that receipt and review by the platform were unknown.
The clarification travels with the work. It was present in the later requests to the AI model and in its answers. The draft prepared after it kept both points: the receipt was uploaded after the restriction, and its handling is unknown.
The participant takes their own copy. A readable file holding the confirmed position, what remains unknown, the next step, and the status "not sent".
Someone else can continue from it. The participant manually copied the readable text into an external AI chat. In the later reading, the model distinguished the locally confirmed position, the remaining uncertainty and the unsent action, then prepared a draft for review.
How this was done, and what is not yet shown. This was a single fictional case. An operator carried out the actions in the interface; the participant reviewed and confirmed the position. The text was moved between the copy and the external chat by hand, not through an integration. The draft was not accepted, not sent, and not returned into the record. Repeatability, use without operator assistance and any comparison with an ordinary chat remain to be tested.
Legal
Employment and algorithmic management
Consumer and private individual
Sport and sporting institutions
Creative and research work
Listing order is not a roadmap. A described application is not presented as tested, deployed in practice, or scheduled.
Working with a specialist
The subject opens the history; the specialist does not take it over.
A person can open a chosen part of their history to someone helping to protect or represent them. The person chooses the scope and level. The specialist cannot widen that access. Their work is recorded separately and does not rewrite the person's record.
Opening access, reading, specialist work, and closing access are distinct events. The current prototype records those events without turning the specialist into the owner of the history.
Ways to participate
Implement
Developers and technical partners build a domain shell or an integration beside an existing system.
Bring domain knowledge
Practitioners define the task, roles, questions, boundaries, and the result worth testing.
Check the boundaries
Counsel and domain experts examine professional, jurisdictional, and practical fit.
Examine the early system
Investors can review the tested scenarios, the repeatable build process, and what still remains untested.
The participation route
First participants enter as testers. The surface is working, but roughness may still appear. Finding it is a contribution to the application, not evidence that a finished service was promised.
Bring one concrete task
A useful first message is specific enough to test and small enough to walk through together.
Nothing is stored on this page. Your own mail client opens the message for review. Do not include privileged, confidential, medical, or unnecessary personal data.
Last updated: 13 October 2026
