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WorldFlux is proprietary software. Upstream adapter, model, dependency, and museum-source license metadata in these docs describes third-party materials only and does not license WorldFlux itself. WorldFlux records the runs and evidence packages you already produce through local execution or explicitly imported external evidence. It keeps manifests, metrics, logs, artifacts, comparisons, and share links somewhere your team can search and review. The CLI does the work. The dashboard reads the result.

Quickstart

Install the CLI, sync a sample run, open it in the dashboard.

Concepts

BYO model, curated catalog, runtime plugins, eval bridges, eval packets, audit evidence.

CLI

Every flag the CLI accepts, with the JSON you can pipe into CI.

Cloud API

Workspace, project, run, artifact, claim, museum, share, and billing endpoints.

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What it is

A read-then-act surface around the worldflux CLI. The CLI mutates files on your disk, packages local or remote run outputs, and posts manifests to the cloud when you ask it to. The dashboard reflects those manifests, lets you compare runs, inspect claim/evidence artifacts, mint public share links, and stops there. No hidden compute, no remote training jobs, no surprise side effects.

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What it is not

  • A managed GPU service.
  • A model marketplace.
  • A replacement for the framework you train with.
  • A wrapper that hides the CLI behind a button.
  • A credentials proxy for private model weights or vendor accounts.

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Where it fits

You already have:
  • A training script, a notebook, or a lab pipeline that emits checkpoints, logs, and metrics.
  • A WandB / TensorBoard habit that breaks the moment you walk away from the machine.
  • A teammate who asks for a link.
WorldFlux turns the run or evaluation output into a manifest/evidence package, uploads it when requested, and gives you a URL. That is the loop.

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Three personas

Runs benchmark sweeps on owned compute. Wants run history, artifact diffs, anti-cherrypick eval packets, audit evidence, and citable share links. Reads the manifest, not the chart.
Productionizes evaluations for a small team. Cares about deterministic runs, quotas, audit trails, members, billing. Reads tables more than charts.
Compares curated WM adapters before committing budget. Browses Cosmos-Predict, Dreamer 4, openpi, V-JEPA 2, and historical baselines, opens one or two runs, decides.

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Design register

The interface is a quiet container around CLI activity that already happened. Two registers share the same tokens:
  • Brand surfaces (landing, login, signup, public share): atmosphere, serif display headlines, one violet accent for product identity.
  • Product surfaces (dashboard, settings, run detail): dense, table-first, no decoration. Status colors only inside data rows.
See Design system for the full token sheet.

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Status

WorldFlux is pre-1.0. Public APIs may change between minor versions. The CLI and docs treat /openapi.json as the source of truth for cloud clients.