Re: AI Generated Applications

Hi, please allow me to continue with this conversation. Your time and
replies are highly appreciated.

I was refining the conversation with two of the most used AI assistants.
Please take a look at the second prompt responses on both:

https://share.gemini.google/LC0W27sQoPAd

https://chatgpt.com/share/6a2c26c5-eab0-83e9-a20b-f4f5807e8e26

This proposes an homoiconic (code as data) RDF/XML stack where the model
representation layers (human, agent, runtime) are serialized as graphs, as
is depicted by the AIs prompted about that themselves.

They both seem to agree that graph layers with those three levels of
abstraction can lead to a semantic-bytecode layer execution level (triples
or quads ASTs encoding). All ontology-driven, deterministically processable
by an AI and, for all, humanly auditable and visualizable by existing tools..

An integration stack needing some capability just needs to semantically
query a deployed application used commonly aligned ontologies. Runtime
(execution) could be just a matter of stream-processing raw RDF / Graph
data (and code) and perform transformations given those capabilities.

Regards,
Sebastián.


On Fri, Jun 12, 2026, 12:07 PM Sebastian Samaruga <ssamarug@gmail.com>
wrote:

> Question:
>
> Which sense does it make to still asking LLMs coding agents to generate
> code in languages created to be edited by humans in those languages.
>
> The source of the browser centered web was about pages source files easily
> editable by humans in text editors. We are still targeting our generated
> "applications" to those languages and what they have evolved to for our
> implementations.
>
> What about an intermediate "agent application language", auditable by
> humans, representation generated by the agents model and then compiled in,
> still browser centric, I think about WASM here.
>
> And what about if this agent "application language" could leverage
> natively AI models inference capabilities providing prompted / generated
> applications with those capabilities.
>
> Maybe I'm missing something, comments are welcome. Thanks!
>
> https://sebxama.blogspot.com/2026/06/ai-application-language.html
>
> Sebastián.
>
>