Wednesday, March 11, 2026

139 articles from 16 sources · 31 curated entries
In the world of Pantheon Dev, a strict double-entry ledger kernel has been built, and a plugin infrastructure in Python called Pristan is gaining traction. Meanwhile, in AI and machine learning, two notable achievements include topping HuggingFace's open LLM leaderboard on gaming GPUs and Yann LeCun raising $1B to build AI that understands the physical world. In Norwegian news, various events ranging from TV 2-avsløring to weather warnings are making headlines. For those interested in homelab and self-hosting, turning an old Galaxy S10 into a functional home server is now possible with Droidspaces. Lastly, in programming and Python, discussions revolve around AI's limitations and capabilities, building frameworks in Rust, and benchmarking Python optimizations.
Pantheon Dev7
The author is developing AI agents that can write code autonomously while they sleep, but faces challenges in ensuring the quality and accuracy of the generated code without thorough review.
To resolve GPU transcoding issues on Linux for Plex and Jellyfin, users should install the `libnvidia-decode-<version>` and `libnvidia-encode-<version>` packages corresponding to their NVIDIA driver version.
A critical security gap in Python's supply chain is the lack of tools addressing `.pth` files, which can execute malicious code during interpreter startup.
NeoCore-Ledger is an accounting library for Python that enforces strict double-entry rules at the code level to prevent bugs and errors.
Pristan is a simple Python library that enables easy creation of plugin infrastructures through minimal code addition.
The user expresses frustration with the rise of low-quality AI-generated projects on their self-hosting sub, urging contributors to demonstrate genuine effort and care in their projects.
Felix Krause has created a comprehensive database tracking over 100 metrics for the past three years, visualized on his personal website.
AI & Machine Learning5
A user claimed to have topped the HuggingFace open LLM leaderboard by duplicating layers in a 72-billion parameter model on two gaming GPUs.
Debian postpones decision on AI-generated contributions after brief discussion.
Advanced Machine Intelligence raises $1B to develop physical-world understanding AI, challenging LLMs' capabilities and aiming for true human-level intelligence.
Intel's new Heracles chip accelerates fully homomorphic encryption tasks up to 5,000 times faster than current server CPUs, marking a significant step towards efficient encrypted computing.
The author topped the Open LLM Leaderboard by duplicating specific circuit-sized blocks of layers in Qwen models using 2x 4090 GPUs.
Norwegian News10
Norwegian politicians and experts strongly condemn a TV2 exposé revealing a Russian businessman attempting to buy the old Deichman building in Oslo, highlighting perceived naivety in Norway's handling of international investments.
Foreign mercenaries secretly purchased a remote property in Norway's military training area, sparking alarm and raising questions about their true intentions and motivations.
A 54-year-old man discovered his lost suitcase had been stolen from Oslo airport and tracked across Norway to Denmark, raising concerns about security at baggage claim areas.
Norway's leaders must prioritize transparency and responsibility in communicating the challenges of global uncertainty to maintain public trust and economic stability.
Norway's Easter weather forecast predicts warmer than normal temperatures across the country, with potential for variable precipitation in different regions.
Norway is experiencing persistent overcast skies and mild temperatures in the eastern region due to moist air blowing in from the south, forecasted to continue for several days.
Naboer advarter om potensielt terrormål ved ny amerikanske ambassaden i Oslo.
Norway's government sets priorities for its upcoming budget amid global conflicts and economic challenges, focusing on national security, healthcare funding, and local economy support while facing potential cuts in free holidays and student loans.
Nattens viktigste nyheter inkluderer en brann i campingbiler i Karmøy som spredde seg til et bygg, to masseslagsmål i Oslo med fire pågrepet personer, og ny måling av parlamentsvalgresultater viser fortsatt stort Borgerlik flertall.
A Norwegian chocolate company launched a Ramadan-themed campaign that was criticized by a journalist for implying Muslims are not an integral part of Norway.
Homelab & Self-Hosting5
The author's homelab grew significantly over two years, evolving from a basic setup in June 2024 to a more complex networked environment with additional servers, storage, networking devices, and virtualization capabilities.
A user converted an old Galaxy S10 into a functional home server running Ubuntu 24.04 LTS and various services using the "Droidspaces" project, showcasing its potential for lightweight, portable Linux environments on Android devices.
User shares a budget-friendly homelab built from second-hand components, including Proxmox nodes, two NAS devices, various IoT devices, and considers expanding with OpenSense for enhanced networking.
A Reddit user asks for an advanced NAS security feature package including both a "dead man's switch" to automatically shut down the NAS if it goes offline or lacks user interaction, and a remote kill switch with secret phrase verification.
Explore new communities like Proxmox forums, GitHub, or Level1Techs for self-hosting knowledge and growth opportunities.
Programming & Python3
AI-generated code for an open-source library is causing controversy over whether it can legally replace the original license.
Matthew Haynes built a Python framework in Rust to learn about building low-level libraries and exploring async programming, focusing on performance and memory efficiency.
Author benchmarks various Python optimization paths from CPython 3.14 to Rust, revealing unexpected results like GraalPy outperforming Cython on spectral-norm and highlighting issues with certain optimizations like Cython's ** operator.
Cybersecurity1
U.S. laws requiring online age verification for child safety inadvertently impact adult users, raising privacy concerns and causing logistical challenges for social media platforms attempting to balance compliance and freedom of the internet.