The Vision
What I'm drawn to. The stack I see coming.
The Stack I See
Bottleneck = Human Reception
AI can produce anything. Humans can't absorb it fast enough.
Universal LLM History (Sparkii)
Every conversation you've ever had. Queryable. Portable. Yours.
Not locked in ChatGPT, Claude, Gemini. Exported, unified, searchable. I built this for myself — 366K messages queryable in 256ms.
SMAT (Human Verification)
Proving you're human by how you think, not clicking boxes.
CAPTCHA is dead. Behavioral patterns, thinking rhythms, correction styles — these prove humanity better than image recognition.
HPI (Cognitive Profiling)
Understanding how each mind works. Monotropic, polytropic, somewhere between.
Not personality tests. Not MBTI. Actual cognitive patterns extracted from conversation history. How you think, not who you say you are.
Inference Time UI
Interfaces that adapt to the person using them, in real-time.
Same app, different experience per user. Cognitive profile informs information density, navigation style, explanation depth.
100% Human Agency
AI amplifies. Human directs. Control never leaves the person.
Why I Believe This
I didn't start with a vision. I started with a problem: my brain doesn't work like others'. Monotropic focus. Hard to context switch. Information gets lost.
So I built a prosthetic. 366K messages queryable. And in building it, I saw what's coming.
If this works for one non-neurotypical brain, it works for all brains. The infrastructure I built for necessity becomes the foundation for something larger.
ZMAT: Human Verification
ZMAT (זור מרא עשה טוב) — "Turn away from evil, do good." First mentioned 2023-08-01. Answers TWO questions:
"everyone should start off with a neautral scrore and then accumulate either possitive of negative points on the basis of there interaction"
The Game Theory
Fake reporting hurts the REPORTER, not just the reported. Good reports → your score goes up. Bad/fake reports → your score goes down.
"nobody wants to lie because it will just affect their score negatively"
What I'm NOT Saying
This isn't a startup pitch. I'm not raising money. I'm not asking you to invest.
This is what I'm drawn to. Problems that pull me in. Domains where I want to go deep.
If you're building in these spaces and want someone who's been thinking about this for 3 years, maybe we should talk.
The Domains
HPI: The 5 Framings
HPI (Hyper Personalized Interface) isn't one thing. It's been framed 5 different ways over 3 years:
"now take a look at my hpi a hyperpersonalised api i want each human to own that sits between them and the world and creates a personalised filter between the world and them based on there preferences"
Taking back control from platforms. USER owns the algorithm.
"i dont want to train the hpi on historic data rather i want it to observe in the background and build the backend model of each human using smart tech and creating a live and adaptable image of each humans prefs"
Bidirectional: filters what comes IN + what goes OUT. Ultimate user data access control.
"no no no we are trying to map and research and explore differnt cognitive learning styles ect to map to uis"
The 3-Year Evolution
| Year | Term | Meaning |
|---|---|---|
| 2023 | hyperpersonalization | Content adapted to user |
| 2024 | hyper personalized API | User-owned filter |
| 2024 | real-time observation | Live learning, not static |
| 2025 | inference time compute | Processing at moment of use |
| 2025 | generative UI | Interface generated, not designed |
"now you can understand inference time ui for everythuijng and how it could work within kbs not mbs or gbs or tbs"