source&pool
A daily wire of long-form journalism, video, and discourse — filed, tagged, and laid out flat.
VOL. I·NO. 01
WEDNESDAY, SEPTEMBER 16, 2026
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  1. 001Hacker NewsSEP · 16English

    Parallel Constrained Decoding

    A developer releases Qwen-2.5-1B-RLCD, an open-source model enabling 5x faster on-device JSON inference without new training. The same developer also announces Jev, a frontier AI model developed over 2 years using a new training method (RLCD) that claims 20-200x performance improvements.

    By rochansinha
  2. 002Hacker NewsSEP · 16English

    PS5 Linux lead quits: "a bunch of noobs using LLMs" that "they don't understand"

    PlayStation hacker Andy 'TheFlow0' Nguyen is quitting the PS5 Linux project, citing an influx of AI-assisted developers in open-source communities who submit code they don't understand. The project's progress was further hampered when other developers used AI to find a hypervisor bug and reported it to Sony for a bounty, despite Nguyen's request to delay disclosure.

    By Lewis White
  3. 003Hacker NewsSEP · 16English

    System One Lite – typed decisions from a local LLM, with no generated tokens

    System One Lite is a local LLM project that converts language models into typed decision engines, eliminating free-form text generation in favor of direct probability scores for predefined options. It runs on Apple silicon using open-weight models and returns structured answers without generated tokens, designed for routing, ranking, and classification tasks in software systems.

    By Snellingio
  4. 004Hacker NewsSEP · 16English

    Show HN: Who-GPU, a simple monitoring tool to view GPU usage across machines

    Who-GPU is a Bash monitoring tool that SSHes into multiple machines to display GPU usage via nvidia-smi, showing which machines are in use and by which users. It includes a dependency-free web GUI dashboard and supports local configuration through SSH config files or host lists.

    By Lucafossen
  5. 005Hacker NewsSEP · 16English

    Show HN: MS Comic Chat for ChatGPT

    Comic Chat for AI is a Windows 11 application that renders ChatGPT conversations as automatically generated comic strips, using the original Microsoft Comic Chat renderer. The alpha release integrates with ChatGPT through local Codex runtime and is available as open-source software under the MIT License.

    By Theletterf
  6. 006Hacker NewsSEP · 16English

    I Only Wanted the Tests to Run Faster

    A developer investigating slow tests in their Node.js test suite traced the issue across multiple layers—Vitest, Node.js, and V8—and discovered a cache collision problem in V8's object handling. Their fix was merged into V8 within two and a half days, demonstrating the effectiveness of open-source collaboration and offering lessons for InnerSource practices within companies.

    By Jupiter Jayna
  7. 007Hacker NewsSEP · 16English

    Show HN: Modern RSS reader with social capabilities based on AT Proto

    Sunred is an open-source, self-hostable RSS reader that combines traditional feed subscriptions with social features built on AT Protocol. It allows users to follow blogs and news sites, share articles across federated instances, and maintain a portable identity independent of any single platform.

    By fuegoio
  8. 008Hacker NewsSEP · 16Chinese

    A dedicated family notes display for reminders, to-dos

    Sticky is a dedicated magnetic family note device with an e-ink display for shared home visibility. It enables quick voice-to-text note entry and can be placed anywhere, supporting multiple open-source software platforms like ESPHome and TRMNL. The device prioritizes simplicity and community-driven development with up to one week battery life.

    By Bluestein
  9. 009Hacker NewsSEP · 16English

    Scikit-Decide AI Framework for RL, Auto Planning and Scheduling

    Scikit-decide is an open-source AI framework for reinforcement learning, automated planning, and scheduling that enables users to describe decision-making problems once and automatically match compatible solvers. The framework, initiated at Airbus with contributions from ANITI, TUPLES, and ANU, provides a growing catalog of domains and solvers including RL algorithms, planning solvers, and search methods, with extensibility to wrap state-of-the-art external domains and solvers.

    By Bluestein