source&pool
A daily wire of long-form journalism, video, and discourse — filed, tagged, and laid out flat.
VOL. I·NO. 01
THURSDAY, SEPTEMBER 17, 2026
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  1. 001Hacker NewsSEP · 13English

    Progressive Point Matching

    Preston Fu proposes Progressive Point Matching (PPM), a framework for assigning partial credit in reinforcement learning tasks by treating reasoning as paths through a state space of intermediate results called reasoning points. PPM addresses the inefficiency of sparse outcome rewards for long-horizon tasks by enabling unbiased credit assignment through a shortcutting mechanism that rewards progress toward task success.

    By Preston Fu; Kevin Frans; Oleh Rybkin; Sergey Levine; Aviral Kumar
  2. 002Hacker NewsSEP · 13English

    DNSCrypt

    DNSCrypt is a network protocol that authenticates and encrypts DNS traffic between users and recursive name servers, preventing eavesdropping and man-in-the-middle attacks while mitigating UDP-based amplification attacks. Originally designed by Frank Denis and Yecheng Fu, it has been adopted by major public DNS resolvers including OpenDNS, Yandex, CloudNS, AdGuard, and Quad9, with implementations available across multiple operating systems.

    By st_goliath