scalarflux.comTry the demo
Live nowSearch optimized models

Explainable ML you can watch work.

Run an explainable model on real data and follow the research pulse in your field.

scalarflux.com
Search real optimized models on scalarflux.com

Search real optimized models

Live results from HuggingFace Hub - real models, real download/like counts, reference only.

Research literature pulse

Real, live search against OpenAlex's public index of 250M+ scholarly works - shows real published research on a topic, ranked…

Research topic flux

Real year-over-year publication-count growth for a topic, computed from OpenAlex's public index - is research attention on…

Live tools

Try it right here

Everything below runs on this page. No sign-up to look around.

Search real optimized models

Live results from HuggingFace Hub - real models, real download/like counts, reference only.


      

Pro: 25 results (vs 8 free), sorted by downloads, 30-day pass - $4.00, real Stripe checkout.

Research literature pulse

Real, live search against OpenAlex's public index of 250M+ scholarly works - shows real published research on a topic, ranked by citation count, with year/venue/open-access status. Not a claim of research produced by this venture, and not a curated reading list - a real literature-intelligence starting point for scoping a topic.


    

Research topic flux

Real year-over-year publication-count growth for a topic, computed from OpenAlex's public index - is research attention on this topic accelerating, steady, or decelerating? Not a prediction or a citation-quality signal, just a real trend from real publication counts.


    

Explainable ML demo - try it on real data

A working demo of real explainable-ML technique, not a breakthrough algorithm: upload a small CSV (last column = the thing to predict), or use the real public Iris sample dataset below, and this trains an actual logistic regression live, right now, on that data - then shows the real learned coefficients as feature importance and real accuracy on a held-out split. Nothing here is a pre-scripted number.

Ask about scalarflux.com

A real, live AI answer grounded only in this venture's own facts on file - not a human support agent, and it will say so plainly if it doesn't know something rather than guessing.

Get notified about the full product

About scalarflux.com

Audience / 01

Who it serves

AI researchers, Tech companies, Governments. Secondary: Universities, Think tanks, Standards bodies.

Economics / 02

How it earns

Research grants + Patent licensing + Consulting.

Defensibility / 03

Why it compounds

Research talent + Patent portfolio + Academic network.