predict_everything()█

Forecast the coupled world, so that the institutions of free societies can foresee risk, compete productively, and secure a bright future for humanity.

WeaveCast Platform · · boot the terminal

Intro

cat ./intro.txt

Weather, energy, food, markets, geopolitics, and security arenas don't exist in isolation -- they move together and influence eachother, but today's forecasting systems don't treat them like that.

We're changing that.

Aulendur Labs builds tools to enhance predictions in your domain using signals from others.

PHYSICAL SYSTEMS
  • Weather & Climate
  • Agriculture & Water
  • Atmosphere & Solar
LOGISTICS & INFRA
  • Supply Chains
  • Energy Grids
  • Transportation & Ports
MARKETS & BEHAVIOR
  • Commodities & Equities
  • Geopolitical Risk
  • Social & Sentiment

Why now?

The technology finally exists. Planetary-scale graph neural networks (GNNs), highly scalable geospatial storage engines, and modern multi-domain machine learning training strategies make cross-domain forecasting possible like never before.

Who do you build for?

Our tools are built to field in real environments. We build services for businesses, governments, and defense alike, with an emphasis on deep domain trust, cleared personnel, and on-premises deployment readiness.

Tools

bash ./deeploom.sh

DeepLoom is a planetary-scale model for cross-domain forecasting. DeepLoom is a heterogeneous graph neural network that unifies spatial nodes (planetary physics) with entity nodes (infrastructure and economics). It's designed to learn the interactions classic models miss, producing auditable, multi-domain forecasts that anticipate cascading interactions.

SPIN ▓▓░░░

bash ./weavecast.sh

The WeaveCast Platform is the gateway to DeepLoom insights: one auth, uniform interaction schemas, and forecast layers for all usecases. Receive auditable, multi-domain outputs or inject your own data and integrate new domains.

WEAVECAST SESSION
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explore weavecast →

bash ./more.sh

See our full lineup of projects and experiments on our showcase.

Get Involved

cat ./get_involved.txt

INVESTORS

Back the DeepLoom roadmap. We're early — but the technical thesis and wedge are clear. Let's talk pre-seed and pilots.

PARTNERS

Pilot with us. Government, research, and industry partners — if your institution needs to foresee risk and compete productively, we should talk.

BUILDERS

Join the talent network — if you want to build planetary-scale systems at the intersection of science, commerce, and national security.