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Hi Leo,

Would it be possible for you (or the Humba team) to take a look at an alternative non-LLM, organic, and fully deterministic AI paradigm?

It looks impossible at first glance, but becomes conceptually simple once the foundational “modeling problem” — how we represent and connect mental models in computer memory - is solved. The Software Builder demo on the Substack below is direct proof of this modeling solution. There is no other way to explain how the demo actually works.

The approach is structured in 4 clear commercial product phases:

• Phase 1 – Sovereign Shell (Current focus)

Natural language system commands utility — a capital-efficient first commercial product that solves real sysadmin pain points. This also serves as an industrial-grade proof of the overall idea.

• Phase 2 – Software Builder

AI acts directly as software (deterministic linguistic runtime / state machine). No LLM, no code generation, no predefined classes/schemas/templates/APIs. It speaks through dynamic UI instead of text.

• Phase 3 – Domain-specific chatbots with fluency ,experience and psychology

• Phase 4 – Hardware / edge integration

This is the result of 7+ years of self-funded research.

Full details and demos: https://theantagonistai.substack.com/

I am looking for a lifeline to push this forward. Would greatly appreciate any feedback if this resonates with Humba’s deep tech vision.

Thank you,

@theantagonistai

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