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A daily wire of long-form journalism, video, and discourse — filed, tagged, and laid out flat.
VOL. I·NO. 01
WEDNESDAY, SEPTEMBER 23, 2026
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  1. 001Hacker NewsSEP · 22English

    Limite 1BVioletto – built for high-throughput mathematical reasoning

    Limite 1B-Violetto is Paradigma's 1-billion parameter mathematical reasoning model trained on 300B curated tokens, achieving 74.25% on BeyondAIME by using synthetic data, SFT, and RL post-training. The lightly instruction-tuned model excels at competition-level mathematics but struggles with general instruction-following and scope management.

    By Mario Prignano; Gabriele Cirillo; Alessio Morosini; Luca Cerovaz; Alessandro Bartolocci; Emanuele Rodolà; Giulio Starace; Francesco Pappone
  2. 002Hacker NewsSEP · 21English

    94% on AIME with 1B Params

    Limite is a 1-billion parameter language model developed by Paradigma that achieves 94% on AIME and 74.25% on BeyondAIME through efficient training on curated data and mathematical reasoning optimizations. The model is designed for high-throughput mathematical problem-solving with minimal instruction-tuning, though it has limitations in general instruction-following tasks outside mathematics.

    By Mario Prignano; Gabriele Cirillo; Alessio Morosini; Luca Cerovaz; Alessandro Bartolocci; Emanuele Rodolà; Giulio Starace; Francesco Pappone