ML Expanova
An economic intelligence platform in public beta. Today you can register, explore the preview, and see the direction. The full alpha — with the complete swarm-built training, intelligence, and self-improving company stack — is still under active development.
- • Economic intelligence platform
- • Training system for model and operator improvement
- • Self-improving swarm-built company/product
- • Product surface for what exists now, what is being built, and the long-term vision
The live site is a preview and registration surface for the public beta. It communicates the direction, gives people a way in, and opens the loop before the full system is finished.
The alpha with the deeper feature set described below is still being built.
What the full alpha is aiming to become
A system that does not just display economic signals, but learns from them, trains on them, coordinates specialized agents around them, and compounds into a stronger operating company over time.
Mission Control
A unified command layer for watching signals, coordinating research, and tracking what the system learns.
Swarm workflows
Specialized agents working in parallel across research, synthesis, product building, and intelligence operations.
Index library
A durable memory and retrieval layer for preserving experiments, evidence, outputs, and reusable patterns.
Training loop
A platform that improves not just by inference, but by repeated operational learning and structured evaluation.
Economic intelligence
A concrete product surface for tracking, interpreting, and acting on market and macro signals.
Company as system
Not just a single app, but a self-improving product/company stack built and sharpened by its own workflows.
Three layers
What exists now
A public-facing beta surface where users can register, understand the direction, and preview the product story.
What is being built
Deeper workflows, screens, modules, and operating logic around mission control, the swarm, the index library, and the economic training loop.
Final vision
A self-improving economic intelligence company/product where the training system, product surface, and execution layer reinforce each other.
Register for the public beta
If you want early access to the direction now, go to the live beta. If you want the full alpha vision, that is still under active development.
Go to ml.expanova.io and register ↗