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SWE-MiniSandbox: Container-Free Reinforcement Learning for Building Software Engineering Agents
arXiv:2602.11210v5 Announce Type: replace Abstract: Reinforcement learning (RL) has become a key paradigm for training software engineering (SWE) agents, but existing pipelines typically rely on per-task containers for isolation. At scale, pre-built container images incur substantial storage overhead, slow environment setup, and require container-management privileges. We propose SWE-MiniSandbox, a lightweight, container-free method that enables scalable RL training of SWE agents without...
Porting the ThinkPad X61 to Coreboot
Porting the ThinkPad x61 to coreboot Table of Contents An introduction to my IBM/Lenovo ThinkPad addiction Over 10 years ago I got my first ThinkPad x60. I got interested in free software by reading the about GNU page in the GNU Emacs editor. Free software back then and certainly now is quite usable, typically without much closed-source software.
How to Edit, Merge, and Split PDFs With Free Online Tools
You don’t need expensive software for basic PDF tasks. In fact, all you need is a handful of free web-based apps.
Moving beyond fork() + exec()
Moving beyond fork() + exec() [LWN subscriber-only content] Welcome to LWN.net The following subscription-only content has been made available to you by an LWN subscriber. Thousands of subscribers depend on LWN for the best news from the Linux and free software communities.
Ultra-Fast Implementation of Multivariate GWAS in Genomic SEM Using Flexible Analytic Estimation
Many medical, physiological, and psychiatric traits and disorders are highly polygenic and exhibit complex patterns of genetic sharing and differentiation. In 2018, we introduced Genomic Structural Equation Modelling (Genomic SEM) as a formal framework and free, open source, R-based software for modelling the multivariate genetic architecture of both continuous and binary Genome-Wide Association Study (GWAS) phenotypes, interrogating their joint and distinct functional genomic pathways, and...
Top 10 AI Content Generator & Writer Tools in 2022
Are you looking for a way to create content that is both effective and efficient? If so, then you should consider using an AI content generator. AI content generators are a great way to create content that is both engaging and relevant to your audience. There are a number of different AI content generator tools available on the market, and it can be difficult to know which one is right for you.
KDE at 30
KDE at 30 KDE is turning 30 this year! Three decades of passionate community effort against all odds; delivering control, privacy, and freedom to our users; and tons and tons of software. We will be updating this page frequently with new content, exciting 30th Anniversary news, things you can participate in, updated merch you can get, and much more!
Nobody needs Mythos or 0-days to build a chaos-causing computer worm – free open source models work just fine
There's a lot of fear surrounding the bug-finding capabilities of super-advanced AI models like Anthropic's Mythos and OpenAI's GPT 5.5-Cyber. But attackers are already using free, publicly available LLMs to hijack networks and worm through software supply chains at a much lower cost – to them at least. The latest example comes from University of Toronto researchers, who used an unnamed, publicly available open-weight model released in 2025 to develop a computer worm that they claim spread...
Thousands sign petition against cuts to tech support for disabled students in England
DfE plans to withdraw funding for assistive software, saying it is now rarely needed due to ‘widely available free tools’Disability campaigners have called on the government to halt plans to cut funding for specialist tech support for tens of thousands of disabled students in England. Almost 10,000 people have signed a petition opposing Department for Education (DfE) proposals to withdraw funding for specialist assistive software available as part of the Disabled Students’ Allowance (DSA).
Thousands sign petition against cuts to tech support for disabled students in England
DfE plans to withdraw funding for assistive software, saying it is now rarely needed due to ‘widely available free tools’Disability campaigners have called on the government to halt plans to cut funding for specialist tech support for tens of thousands of disabled students in England. Almost 10,000 people have signed a petition opposing Department for Education (DfE) proposals to withdraw funding for specialist assistive software available as part of the Disabled Students’ Allowance (DSA).