Building open intelligence the whole field can study.
Quanta is an independent research lab advancing the science of machine intelligence. We publish our models, weights, training recipes, and evaluations in full — because progress that can't be reproduced isn't progress.
We exist to make the foundations of artificial intelligence understandable, reproducible, and shared — so that safety and capability advance together, in the open.
Open by default
Every release ships with weights, code, data documentation, and evaluation harnesses. No gated artifacts.
Science, not spectacle
We optimize for reproducible claims and honest baselines over leaderboard theatrics.
Safety as a discipline
Interpretability and alignment research run alongside capability work — never as an afterthought.
For the community
We build infrastructure and tooling that any lab, university, or independent researcher can use freely.
Three frontiers we're committed to advancing.
Our agenda is deliberately focused. We go deep on a small number of problems we believe are foundational to the next decade of machine intelligence.
Mechanistic Interpretability
Reverse-engineering the internal circuits of large models — turning opaque weights into legible, testable explanations of behavior.
circuits · features · probingEfficient Pretraining
Architectures, optimizers, and data curricula that push the compute-quality frontier — strong open models trainable on accessible budgets.
scaling · data · optimizationAlignment & Oversight
Scalable methods for specifying intent, evaluating honesty, and supervising systems that may exceed human ability on narrow tasks.
rlhf · evals · oversightRead the latest from the lab.
Preprints, peer-reviewed work, and accompanying open weights. Everything links to code and reproducible artifacts.
Sparse Autoencoders Recover Compositional Features at Scale
Quanta-7B: A Fully Open Recipe for Compute-Efficient Pretraining
Measuring Honesty Under Distribution Shift with Adversarial Probes
μParam: Hyperparameter Transfer for Open-Source Training Runs
Do the most important work of your career, in the open.
We're a small, senior team that values depth over headcount. If you care about rigorous science and shipping work the whole community can build on, we'd love to talk.
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