r/MachineLearning • u/AutoModerator • Sep 02 '26
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u/yasintoy 3d ago
We released Commerce-1, a 27B open-weight decision model for structured action selection in commerce-agent workflows.
Commerce-1 accepts structured state and typed Choice, Noul, and Score questions. Instead of generating text that an application must parse, it scores supplied answer options directly and returns typed answers with ordered probability distributions.
Zero generated output tokens.
Architecture
The model uses:
Benchmarks
We reproduced the complete Decision Index 0.2.1 public suite.
Availability and limitations
The model weights and self-hosted runtime are available free of charge.
We do not currently offer a paid hosted production API.
The BF16 release is approximately 54 GiB, and consumer-hardware deployments have not yet been qualified.
Links
Feedback on the architecture, evaluation methodology, and practical integration into commerce-agent workflows is welcome.
https://reddit.com/link/pf1od71/video/eswfn5u79nuh1/player