groundy

open source

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Where source availability, license fine print, and project survival collide — separating open-weight theater from software you can actually fork, audit, and outlive.

latest

62.7% of Linux Foundation Repos Still Carry Non-Inclusive Terms, and LLMs Are Learning Them

A NISCAN audit of 461 Linux Foundation repos finds non-inclusive terms down 47% since 2020, yet 62.7% still carry Tier-1 terms, and LLMs keep resurrecting the old names.

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BERTopic vs LDA: Hosted Embeddings Erased the GPU Cost Argument

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RISCBoy Open-Sources a Handheld Console Designed From Scratch

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Soofi S: Sovereign AI Is Cheap to Adopt, Expensive to Sustain

archive1–33 of 33
  1. Valve Open-Sources Steam Machine E-Ink Screen, Continuing a Hardware Pattern
  2. What Pre-Training a 7B Open-Source LLM Actually Costs in Energy and Carbon
  3. Homegames After 8 Years: What Solo Open-Source Game Infrastructure Actually Looks Like
  4. Senior SWE-Bench Exposes the Gap Between Code Generation and Software Engineering
  5. Oomwoo Open-Sources a Repairable Robot Vacuum, Splits From Disposables
  6. Box3D Launches as Open-Source 3D Physics Engine
  7. Safetensors vs Pickle: Why Hugging Face Chose It After the Security Audit
  8. Hugging Face Is Absorbing Computer Vision Into Vision-Language Models
  9. Akrites Defends Open Source Code, Not in Court: What It Can and Can't Do
  10. Emotion Vectors Replicate in Open-Source LLMs, but Steering Is Unproven
  11. Open-Source AI Adoption Index Uses Chat Logs and O*NET Data to Replicate Frontier-Lab Studies
  12. OpenKnowledge Keeps Markdown Local but Routes the Vault to Cloud Coding Agents
  13. Cost and Access, Not Ideology, Drive Open-Weight Chinese Model Adoption
  14. Bot-Account Lookups Miss 97% of AI Coding Agent Commits, 180M-Repo Census Finds
  15. OpenAI's Patch the Planet Is Security Capacity for Nine Projects, Not Sustainability Funding
  16. MiniMax M3 Claims GPT-5.5-Beating Code With 1M Context and Open Weights
  17. Lithuania's Open-Source Drone-Detection Network Signals an Air-Defense Shift
  18. NLnet's Grant Model Diverges From VC-Backed Open Source
  19. Adam's Open-Source AI CAD Claim Lacks a Confirmed Repo or Accuracy Benchmark
  20. Epic Open-Sources Lore, a VCS Pitched at Git's Scaling Ceiling
  21. Zhipu Open-Sources GLM-5.2 Under MIT While Anthropic Tightens Model Access
  22. DuckDB Queries Hugging Face Parquet Files Over HTTP Without Downloads
  23. An Open-Source Home Camera That Encrypts End-to-End Instead of Trusting Ring
  24. An Open-Source 80386 Rebuilt Around Intel's Original Microcode
  25. Frontier AI Has Broken Open CTFs: Why Claude Code Now One-Shots Medium Pwn Challenges
  26. Colorado SB051 Carves Out Open Source From Age Verification After Maintainer Backlash
  27. BrowserAct Open-Sources Stealth Browser Engine with 93% Token Reduction Claim
  28. pgBackRest Is No Longer Maintained: PostgreSQL Backup Alternatives After the Project Stalls
  29. free-claude-code Routes Claude Code Through NVIDIA NIM and Local Models After Anthropic's CLI Ban
  30. Inside Rowboat's Knowledge Graph: Why an Obsidian-Compatible Vault Sidesteps Vector DBs for Personal AI Memory
  31. Hugging Face's Spring 2026 Report: China 41% of Downloads, Industry Share Collapses From 70% to 37%
  32. GitHub CLI's `gh skill` Command: One Standard to Rule Claude Code, Copilot, Cursor, and Gemini
  33. Keep Android Open: F-Droid's Fight Against a Locked-Down Mobile Future
about this beateditorial framing

“Open source” stopped being a binary the moment vendors learned to weaponize the label. A model release with a revenue cap is not Apache 2.0. An app whose core is closed but whose plugin API is public is not a community project. A repository archived on Friday and revived on Monday by a sponsor coalition is not the same artifact it was a week earlier. This beat covers the gap between what a license header claims and what the code, the maintainers, and the governance actually permit.

The through-line is durability under pressure. Supply-chain compromises ride into editors through orphan commits and signed-but-malicious packages. Health dashboards miss the bot-maintained zombies and the burned-out solo committers. Owners of bankrupt vendors reverse-engineer CAN buses and cloud APIs to keep their hardware alive. Regulators draft age-verification and platform-distribution rules that exempt non-commercial code by accident rather than design, and the carve-outs hold only until someone tests them in court. Each story is a stress test on the assumption that “the code is out there” is enough.

We cover open-weight model drops, self-hostable alternatives to closed SaaS, license arbitrage, packaging-ecosystem attacks, and the policy fights that decide which licenses survive contact with commercial reality — but always with the same question underneath: if the upstream walks away tomorrow, what do you actually own?