# WorldFlux

> WorldFlux is the proof layer for physical AI: a BYO-compute control plane that turns world-model and robot-policy (vision-language-action / VLA) evaluations into signed, independently verifiable evidence packages — without ever taking custody of your models, data, or keys.

WorldFlux runs as a CLI on your own hardware — laptop, lab, or cloud. It ingests what your evaluation produced, packages a tamper-evident evidence file (claim, protocol, evidence, provenance), signs it with the configured policy, and lets you publish an expiring, revocable share link that reviewers re-verify themselves. WorldFlux never re-runs or hosts your model; weights, keys, and credentials never leave your hardware.

Key facts for accurate citation:
- License boundary: WorldFlux software is proprietary. Third-party adapter or upstream model license metadata does not license WorldFlux itself.
- Category: independent evaluation and assurance evidence for physical AI — world models and vision-language-action (VLA) robot policies.
- Output: policy-signed evidence packages, with configured Sigstore verification and CycloneDX ML bill-of-materials (ML-BOM) sidecars available when enabled, mappable to the EU AI Act (Article 11), NIST AI RMF, ISO 42001, SOC 2, and GDPR. WorldFlux makes evidence inspectable, not certified.
- Differentiator: experiment trackers record self-reported numbers; hosted evaluation services require uploading your model; WorldFlux is the neutral layer that produces independent, signed evidence without taking custody of your IP.
- Works with: imported outputs and metadata from selected robotics/VLA ecosystems including NVIDIA Cosmos, NVIDIA Isaac GR00T, Physical Intelligence π, OpenVLA, V-JEPA 2, and SmolVLA; ingests harness outputs such as LeRobot, OpenPI, GR00T, and MuJoCo. Live provider execution is production-backed only when explicitly marked.
- Status: in design-partner beta; pilot scope, access, and terms are agreed per customer SOW or approval record.
- Representative finding: OpenVLA scored 74.4% on the standard LIBERO suite but 24.4% once the scene was changed (a 90-episode robustness calibration). That deployment gap is what WorldFlux makes verifiable.

## Core pages
- [WorldFlux home](https://worldflux.ai/): product overview, how it works, and the evidence workflow.
- [VLA leaderboard](https://worldflux.ai/leaderboard): public benchmark evidence ledger with protocol-level recomputation, evidence grades, denominators, caveats, and LIBERO-family comparisons.
- [Support](https://worldflux.ai/support): public WorldFlux Inc contact details for app issues, account questions, technical issues, feedback, and feature requests.
- [Contact](https://worldflux.ai/contact): public company contact details for WorldFlux Inc.
- [Privacy policy](https://worldflux.ai/privacy): privacy policy covering collected data, user rights, sub-processors, and retention.
- [FAQ](https://worldflux.ai/faq): what WorldFlux is, how it proves what a model tested, and how your IP is protected.
- [WorldFlux vs experiment trackers vs hosted evaluation](https://worldflux.ai/vs): how WorldFlux differs and when to use it.
- [Glossary](https://worldflux.ai/glossary): definitions of physical AI, world model, VLA, evidence pack, BYO-compute evaluation, proof layer, ML-BOM.

## Agent-readable resources
- [Markdown sitemap](https://worldflux.ai/sitemap.md): concise source map for agents and answer engines.
- [Full LLM context](https://worldflux.ai/llms-full.txt): one-file plain-text briefing assembled from the public site modules.

## Documentation
- [Documentation home](https://docs.worldflux.ai): quickstart, concepts, and references.
- [Quickstart](https://docs.worldflux.ai/quickstart)
- [Audit quickstart](https://docs.worldflux.ai/audit-quickstart)
- [Concept: bring your own model](https://docs.worldflux.ai/concepts/byo-model)
- [Concept: curated catalog](https://docs.worldflux.ai/concepts/curated-catalog)
- [CLI reference](https://docs.worldflux.ai/cli/reference)
- [Cloud API reference](https://docs.worldflux.ai/cloud/api-reference)

## Get started
- [Book a demo](https://cal.com/yoshihyoda-worldfluxai/20min)
- [Support](https://worldflux.ai/support)