About the project

Open weights are
not the whole source.

05 / ABOUT

A model without its training history asks everyone downstream to trust what they cannot inspect. OpenWALDO exists to make that history reviewable, verifiable, and portable.

The missing layer of open source AI is the source material.

Weights are executable artifacts, not a complete account of how a model came to exist. Without named sources, asserted licenses, exact object identity, and training records, “open” stops at distribution.

WALDO makes training material behave more like open-source input: named, reviewable, versioned, attributable, content-addressed, and usable without trusting a central data service. The public index is the map. Federated lookaside storage serves the canonical bytes. BOMs carry the resolved evidence into exports and model releases.

What’s missing isn’t another trust pledge. It’s an inspectable source of data and a toolchain that keeps the evidence attached.

A commons, not a product

No single company should own the substrate for open source AI. The corpus is governed through ordinary Git review; contributors host content-addressed objects; consumers can verify or export the material themselves. WALDO records attributable facts and the limits of what it verified—it does not turn a hash into a legal or safety conclusion.

The name is the architecture

Five essentials.
An Open Foundation.

WALDO names the parts of AI that should remain open, inspectable, and connected from source material through model release.

W
Open

Weights

Valuable model artifacts, released with the records needed to understand what produced them.

A
Open

Artifacts

Shards, manifests, recipes, tokenizers, and other inputs identified by content and independently verifiable.

L
Open

Licenses

Attributable license assertions remain visible, reviewable, and usable when assembling a corpus.

D
Open

Data

The source material itself: openly indexed, reproducible, and available through federated storage.

O
Open

Origins

Provenance, acquisition records, and DCO attestations preserve accountability from contribution through release.

Why WALDO. Why now.

Open source scales through community.
AI needs that now.

OpenWALDO was founded by Gregory M. Kurtzer after two and a half decades of building open-source projects and communities. The lesson behind it is simple: foundational infrastructure becomes stronger when the people who depend on it can inspect it, improve it, and collaborate together.

“For decades, open source has shown that transparency and community can transform shared challenges into world-changing infrastructure. It turns users into builders, competitors into collaborators, and individual efforts into progress at massive scale. OpenWALDO brings that proven model to AI: a foundation we can inspect, improve, and build upon together.”
Gregory M. KurtzerFounder of OpenWALDO

Today, companies building AI do not have a common, community-driven training foundation where people and organizations can participate, collaborate, and expand the work together. OpenWALDO creates that shared foundation: a public corpus and toolchain that every contribution can strengthen, every participant can leverage, and the entire ecosystem can build upon.

Read the origin story

Project stewardship

Founded by Gregory M. Kurtzer. Sponsored by CIQ. Built by the OpenWALDO community.

CIQ contributes engineering, infrastructure, and operational support to help OpenWALDO grow. The project is developed in public as a shared community foundation: contributions are reviewed openly, and sponsorship does not provide exclusive access to the corpus.