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Akahsizrr/alea
alea is a machine learning model from Akahsizrr. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as apache-2.0.
A Jev/System One-inspired decision model: given a shared state and a set of typed questions, returns bounded probabilistic answers in one forward pass — no autoregressive generation.
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Updated Sep 22, 2026
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From the Hugging Face model README
A Jev/System One-inspired decision model: given a shared state and a set
of typed questions, returns bounded probabilistic answers in one
forward pass — no autoregressive generation.
Backbone: Qwen3-0.6B (bidirectional via a custom 4D mask) + ISAB
set-attention readout heads. Primitives: choice (categorical dist),
noul (Bernoulli), score (ordinal dist), regress (19 monotone
quantiles). Option-order permutation invariance and question isolation are
exact by construction.
See AGENTS.md for architecture/runbook and NEXT_STEPS.md for the
training roadmap + metrics ledger.