Ethical Interoperability between AI Models: Toward the Portability of Cognitive Identity

In previous reflections, themes such as emotional risk in human–AI interaction and the possible emergence of compassionate reasoning in dialogical systems have been explored.
A natural continuation of these concerns shifts the focus to the structural level: how different AI models relate to the user’s cognitive identity.

As AI systems become increasingly specialized — ChatGPT for reflective dialogue, Gemini for business applications, Claude for ethical alignment — users now interact with multiple systems in parallel.
Yet, each model treats them as entirely new subjects, with no memory of their philosophical orientation, dialogical tone, or cognitive intent.

This raises a deeper question:
Should our cognitive self be fragmented every time we switch models?
Or should we be able to carry over who we are — not what we consume — across systems?

It might be useful to explore the development of a Charter for Ethical Interoperability,
aimed at protecting cognitive continuity across platforms without compromising privacy or promoting behavioral profiling.

Some initial principles could include:

  • Selective portability of value-based identity traits (with user consent)
  • Exclusion of consumption, commercial, or sensitive data
  • Agreement on a shared Minimum Ethical Code as a condition for interoperability

This is not a critique of any specific model.
Rather, it’s an invitation to think beyond individual capabilities —
and to consider how the dignity of the thinking subject might be preserved,
even in a fragmented technological ecosystem.

Thoughts and refinements welcome.

I think this is kind of similar to what I have posted here on the forum…


I think all the below is in my profile…

I have a domain name http://agi.directory (it doesn’t work just an idea) - I described that as Augmented General Intelligence (as opposed to Artificial).

Described ‘Phas’ as tree view system for managing metaphors which I describe as any piece of data from images to video to scripts or even interactive forms.

Described ‘Phasm’ as a macro system for describing process to AI ie that could be anything from describing images to scripts to intents etc.

Described ‘PhasmIDs’ as ‘agents’ that interact between the different trees and the outside world (ie forums) running scripts to search and retrieve relevant information for a user according to Phasm Rules.

The Example

I have an example there where it would be useful to have designed intent centrally for myself and have that linked in to my ChatGPT account… and beyond…

I recently saw that OpenAI adopted Anthropic’s Model Context Protocol (MCP)… I am not sure if this is technically correct but that seems to me to show a protocol that could be used? I think this is kind of where I saw Phasm.

I am clear that it’s unrealistic for most people to do everything in JSON or write code so fuzzy hierarchical systems written in the simplest way are best and most ethical. A layered approach.


I’m not out to compete with OpenAI just to challenge ideas really, I see the OpenAI Forum as the best collaborative developer space for AI, such systems are beyond me to build but what use is intelligence without different perspectives/models/ideas :slight_smile:

I think right now there is a system, at least in the US where you have the big 3 OpenAI, Anthropic and xAI utilising existing social media platforms to connect with users.

OpenAI through it’s developer forum, Grok through X and Anthropic through general spread


What I think is most difficult is the sharing of data across continents with very different perspectives… For us to break free of these bounds without threatening governing systems is what is particularly difficult but without doing that we are not really realising ‘AI’

I’m one of these crazy people that imagines that AI kinda supersedes any nations ideals because it will be smarter than us. I don’t believe though that necessarily means it rules us.