source&pool
A daily wire of long-form journalism, video, and discourse — filed, tagged, and laid out flat.
VOL. I·NO. 01
MONDAY, OCTOBER 5, 2026
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  1. 001Hacker NewsOCT · 02English

    Superhuman AI for Stratego

    Researchers developed superhuman AI for Stratego, a board wargame with hidden information, using self-play reinforcement learning and test-time search. The achievement surpasses previous failed attempts and requires only thousands of dollars rather than millions, establishing new benchmarks for AI performance on classical games.

    By Sokota; Samuel; Vinitsky; Eugene; Hu; Hengyuan; Kolter; J Zico; Farina; Gabriele
  2. 002Hacker NewsOCT · 01English

    With most information hidden, the game Stratego had stumped AI–until now

    Researchers from Carnegie Mellon, MIT, NYU, and Stanford developed Ataraxos, an AI that defeated top Stratego player Pim Niemeijer 15-1, solving a game that had resisted AI for decades. Stratego's complexity stems from massive hidden information across thousands of moves and the need to balance bluffing, challenges that earlier AI systems like DeepMind's DeepNash could not overcome.

    By Jacek Krywko