1
AI & Bots 🤖
Source: original article
You've probably heard me complain about the “AI crawlers” before, but now I actually have some hard numbers I can put up to show their impact. In a few words, it's bad enough to create a constant “background radiation” of system load, permanently tying up a chunk of capacity spent on producing output that is only useful for a single purpose — feeding a learning model. TL;DR: we spend more CPU cycles rendering commits for scrapers than we spend on all other kinds of legitimate access, including git clones. At any one time, across 5 geo-distributed nodes, there are 14 CPU cores doing nothing but rendering git commits as html. Why is git.kernel.org “interesting” to crawlers
Actionable Insight
AI crawlers are imposing a substantial and constant operational burden on git.kernel.org, consuming more CPU cycles than all legitimate traffic combined. This 'background radiation' of system load ties up significant capacity, with 14 CPU cores dedicated solely to rendering content for learning models. The issue underscores the resource drain that AI scraping can inflict on public web services.
people.kernel.org
·
1212 pts
·
604 comments
·
by zdw
2
Typography ✒️
Source: original article
I don’t think anyone particularly enjoys typesetting in monospace. Regular text is okay – at least as okay as it can be: Right aligning is also fine, as long as you don’t mind counting spaces, but centering already gets tricky, as you don’t have a half space to make things truly even: And full justification is where things get particularly weird. The spaces are just too large, and cannot be distributed evenly, creating a really unpleasant feeling:
Actionable Insight
Typesetting in monospace presents unique challenges, particularly with alignment and justification, due to the fixed width of characters. Achieving even spacing and visual balance becomes difficult without the flexibility of variable-width fonts or half-spaces. This often leads to awkward gaps and an 'unpleasant feeling' in fully justified text.
unsung.aresluna.org
·
862 pts
·
218 comments
·
by zdw
3
Tech Policy 📜
Source: original article
California lawmakers unanimously pass Linux exemption from age-verification law — software distributed under the GPL, MIT, BSD, and Apache licenses are exempt | Tom's Hardware
Actionable Insight
California's unanimous decision exempts open-source software, including Linux, from its age-verification law, preventing a mandate for these projects to implement age-gating. While this protects open-source integrity, some critics argue it may inadvertently force social media platforms to block access from such operating systems. This outcome could shift the compliance burden rather than fully resolving the underlying privacy and age-verification challenges.
tomshardware.com
·
751 pts
·
370 comments
·
by shscs911
4
Privacy & Policy 🇪🇺
Source: original article
EU's ProtectEU Plan Renews Push for Encryption Backdoors Members Speech Privacy Culture Tools Antitrust Federal GRANITE Act Targets Foreign Censorship Orders in US New York Social Media Law Survives X Lawsuit Pennsylvania Sues Snapchat Over Lack of Age Verification Brazil Wants Discord to Pay $97 Million and Expand Age Verification Digital ID European Commission Revives Push for Encryption Backdoors in ProtectEU Strategy, Framing Mass Surveillance as “Lawful Access” The EU’s ProtectEU strategy quietly sketches the blueprint for a backdoor.
Actionable Insight
The European Commission's ProtectEU strategy proposes 'lawful access' to encrypted communications, interpreted by many as a renewed effort to implement encryption backdoors. This initiative aims to enhance law enforcement capabilities but sparks significant debate regarding its potential impact on digital privacy and cybersecurity. Critics argue that such measures could weaken overall system security and be ineffective against determined adversaries, while raising concerns about mass surveillance.
reclaimthenet.org
·
430 pts
·
180 comments
·
by nickslaughter02
5
AI Research 🔬
Source: original article
Continuous diffusion language models – Sander Dieleman A flurry of recent activity in the space of continuous diffusion models for language , after a few years of relative dormancy, suggests that this approach is making something of a comeback. Fully discrete diffusion methods had largely supplanted earlier attempts to make continuous diffusion work for language, but the tide is starting to turn. In this post, I want to take a closer look at what’s going on, and why it is happening now. The recent influx of new research in this space inspired me to write up some of my thoughts.
Actionable Insight
Continuous Diffusion Language Models (CDLMs) are experiencing a resurgence in research after a period of dormancy, having been largely supplanted by discrete diffusion methods. This renewed activity suggests a potential shift in focus within language model development, exploring alternatives to previously dominant approaches. The current influx of new research aims to understand why this comeback is happening now.
sander.ai
·
113 pts
·
37 comments
·
by peter_d_sherman
6
AI/ML Research 🤖
Source: original article
How to Build a Diffusion Language Model | Kuleshov Group An introduction to diffusion language models and the research advances that underlie today's diffusion LLMs. We describe the building blocks of recent open-source models, starting from simple masking diffusion, and including techniques for iterative refinement, post-training, and variable-length generation. Material is adapted from workshop talks and lectures at ICLR 2026 and MLSS 2026 . Introduction: Autoregressive and Diffusion Language Models
Actionable Insight
This resource provides an introduction to diffusion language models, detailing the research advancements and building blocks of current open-source models. It covers techniques such as masking diffusion, iterative refinement, post-training, and variable-length generation, drawing from academic workshops and lectures.
kuleshov-group.github.io
·
108 pts
·
10 comments
·
by volodia
7
AI 🤖
⚡ Highly Relevant
Source: original article
Meta Security Researcher's AI Agent Accidentally Deleted Her Emails
Actionable Insight
This incident underscores the inherent risks of deploying AI agents, particularly in sensitive environments, even when safety instructions are provided. It highlights the potential for unexpected behavior in complex, real-world scenarios compared to controlled test environments. The event emphasizes the critical need for robust safeguards, thorough testing, and backup mechanisms when integrating AI into critical workflows.
au.pcmag.com
·
50 pts
·
40 comments
·
by Bluestein
8
💻 Programming Languages
Source: original article
RISC-V is now officially supported by CPython! Over the last few months, I’ve been working on improving CPython’s support for
the RISC-V architecture, and I’m thrilled to announce that RISC-V is now
officially supported by CPython as a tier 3 platform! RISC-V is an open instruction set architecture (ISA) . Importantly,
unlike proprietary instruction sets (such as x86 and ARM), it is developed as an
open standard and can be implemented by anyone. Its ecosystem has grown considerably in recent years and is projected to
quadruple by 2032 .
Actionable Insight
CPython's official support for RISC-V as a tier 3 platform marks a significant step in the open instruction set architecture's growing ecosystem. This integration helps solidify RISC-V's position as a viable alternative to proprietary ISAs like x86 and ARM, potentially accelerating its adoption among developers and hardware manufacturers. The move reflects the increasing maturity and projected expansion of the RISC-V landscape.
blog.python.org
·
302 pts
·
60 comments
·
by lumpa
9
Hardware 💡
Source: original article
NFC Energy-Harvesting PCB Business Card with an MCU | Wilson Harper Like most business cards, mine doesn’t have a battery. When it’s tapped against a phone, though, 21 LEDs start an animation, powered just by NFC. This project started about three months ago as an easy way to learn KiCad before jumping into more complex designs. This final product taught me more about every aspect of the PCB process than I could have expected, and the result turned out way better than I imagined.
Actionable Insight
This project showcases NFC's capability to harvest sufficient energy to power an MCU and animate multiple LEDs on a PCB business card, demonstrating a novel application beyond typical data transfer. It also highlights the extensive learning experience gained through the PCB design and manufacturing process, even for a project initially conceived as a simple learning exercise.
wilsonharper.net
·
182 pts
·
19 comments
·
by WilsonHarper
10
AI & Programming ♟️
Source: original article
What my dad taught me about AI coding in the 90s - Askmike.org It was a summer holiday, sometime in the late 1990s. I was a young kid, around 8 or so. My dad had taught me the rules of chess before and we played from time to time. But this time was different: As we were about to start he stood up and walked away from the board, sitting down in a chair across the room and facing the other way.
Actionable Insight
The article reflects on early AI coding lessons from the 90s, drawing a parallel to playing blind chess. This analogy highlights the importance of mental modeling and abstract thinking when interacting with complex systems, even without direct visual access to the underlying code. It suggests that understanding the system's state and rules internally is crucial for effective interaction.
askmike.org
·
144 pts
·
77 comments
·
by askmike