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Transformers Are Inherently Succinct
research
1 min read
Transformers exhibit inherent succinctness in their representations, enabling efficient processing of information. This research has been recognized as one of three outstanding papers for ICLR 2026.
Cloudflare CEO is lying to you about the bot traffic jump
opinion
1 min read
Cloudflare's data indicates that online traffic remains approximately two-thirds human, contradicting claims of a significant increase in bot traffic. The CEO focused on HTML-only metrics, neglecting the overall traffic numbers available on the dashboard.
Ramp launched an AI operating system for accounting firms
tool
3 min read
Ramp has launched Ramp Stack, an AI operating system tailored for accounting firms. Stack introduces AI-native close, reconciliation, and workflow automation features to support the $150 billion accounting industry.
Gemma 4 QAT models: Optimizing compression for mobile and laptop efficiency
tool
4 min read
Gemma 4 has introduced Multi-Token Prediction (MTP) to enhance inference speed. New checkpoints optimized with Quantization-Aware Training (QAT) have been released to improve efficiency for mobile and laptop use.
Let's celebrate work that is 100% human-made
tool
1 min read
Made By Humans is a free website that promotes projects created entirely by humans without the use of generative AI. Users can download a badge and submit their projects for inclusion on the site.
Leak Reveals Microsoft Wants Its AI to Be 'Addictive'
news
5 min read
Microsoft's new AI project, Scout, aims to increase user engagement to the point of addiction, according to a leaked internal strategy document. CEO Satya Nadella publicly denied the claims made in the document, expressing disbelief over its contents.
New York just passed a one-year temporary ban on data centers
news
11 min read
New York lawmakers have passed a bill imposing a one-year moratorium on permits for new large-scale data centers, which will be the first such freeze in the nation if signed by Governor Kathy Hochul. The ban is a response to rising electricity costs attributed to the energy-intensive demands of data centers supporting the artificial intelligence sector.
India's surprise baby bust
opinion
1 min read
India is experiencing a significant decline in birth rates, reflecting a trend seen in both wealthy and developing nations. Historical population control measures included promoting smaller families and implementing sterilization programs, particularly targeting poorer populations.
Did Claude increase bugs in rsync?
research
15 min read
A distributional analysis of rsync releases examines whether Claude-assisted versions have a higher incidence of bugs. The analysis addresses concerns of bias by detailing the methodology used to gather and evaluate the data.
Programmers will document for Claude, but not for each other
opinion
2 min read
Programmers are utilizing Claude to maintain handoff documents for larger projects, detailing plans, completed tasks, and relevant information. This practice allows subsequent instances of Claude to quickly get up to speed by reading the documentation.
Communication on European Tech Sovereignty, and an EU Open-Source Strategy
news
1 min read
The European Commission is proposing the European Technological Sovereignty Package to enhance Europe's control over its tech ecosystems. This initiative is accompanied by an EU Open Source Strategy aimed at promoting open-source software and technologies.
Changing How We Develop Ladybird
tool
3 min read
Ladybird will no longer accept public pull requests, with code changes now solely introduced by project maintainers. This shift aims to establish a tighter development process, enhance security, and limit contributions to a smaller group of individuals as the project moves toward its first alpha release.
Fine-tuning an LLM to write docs like it's 1995
opinion
11 min read
Fine-tuning an LLM can enable it to generate documentation in a style reminiscent of 1995. Local deployment of specialized LLMs is anticipated to become more common among tech writers by 2030, although current powerful connected models dominate.
The Pentagon is running an AI propaganda mill targeting Latin America
news
10 min read
The Pentagon is utilizing an AI-driven content mill called La Tilde to disseminate propaganda to internet users in Latin America. La Tilde, which publishes articles in both Spanish and English, aims to present itself as a modern media brand for Latin American audiences.
Magenta RealTime 2: Open and Local Live Music Models
tool
15 min read
Magenta RealTime 2 (MRT2) is an open model and real-time inference engine for building and playing AI musical instruments on laptops, specifically requiring Apple Silicon. MRT2 allows live interaction through MIDI, audio, and text inputs, enabling low-latency on-device inference.
Azure Linux 4.0 is Microsoft's first general-purpose Linux
news
5 min read
Azure Linux 4.0 is Microsoft’s first general-purpose Linux distribution, now available in public preview. It can be run on any Azure virtual machine and will soon be available for Windows Subsystem for Linux (WSL).
The Causes of Long Covid
research
3 min read
Long Covid is characterized by a range of symptoms that persist for weeks after a coronavirus infection. Millions of people globally are experiencing long-term effects from Covid-19.
Open Code Review – An AI-powered code review CLI tool
tool
9 min read
Open Code Review is an AI-powered command-line interface tool for code review, initially developed for Alibaba Group's internal use. It analyzes Git diffs, provides precise line-level comments, and is compatible with OpenAI and Anthropic models, having identified millions of code defects over two years of operation.
South Korean Forums Will Need to Scan Every Images with AI Censorship Tools
news
2 min read
South Korean regulations require online communities to scan all user-uploaded images and videos using AI censorship tools starting July 1. Website owners must purchase their own data center-grade Nvidia GPUs to comply, creating financial pressure on small businesses and forums.
Do transformers need three projections? Systematic study of QKV variants
research
2 min read
Transformers utilize a query, key, and value (QKV) attention formulation that is crucial for AI tasks. The study investigates the individual contributions of these three projections and the effects of omitting any of them.
SpaceX, Other Mega IPOs Denied Fast Index Entry by S&P
news
1 min read
S&P Dow Jones Indices will maintain its 12-month seasoning period for newly public companies, denying fast entry for major IPOs like SpaceX. This decision will delay billions of dollars in investments from passive funds.
NSA using Anthropic's Mythos for cyber attacks
news
1 min read
The US National Security Agency is utilizing Anthropic’s Mythos for conducting cyber attacks. Mythos is an AI tool designed to enhance capabilities in cybersecurity operations.
Anthropic's open-source framework for AI-powered vulnerability discovery
tool
11 min read
The GitHub repository "anthropics/defending-code-reference-harness" provides a reference implementation for autonomous vulnerability discovery and remediation using Claude. It includes tools for threat modeling, scanning, triage, and patching, along with a customizable scanning harness based on collaboration with security teams.
When AI Builds Itself: Our progress toward recursive self-improvement
opinion
25 min read
Anthropic is increasing the role of AI systems in their own development, which accelerates the development cycle. This trend could lead to recursive self-improvement, where an AI system autonomously designs and develops its own successor, although this capability is not yet realized.
Google employees internally share memes about how its AI sucks
news
1 min read
Google employees are sharing memes that criticize the effectiveness of the company's AI tools, despite CEO Sundar Pichai stating that 75 percent of new code is AI-generated. The memes reflect frustrations that the AI's performance complicates their work rather than improving it.
The LLM warnings Google fired Timnit Gebru over have all come true
opinion
6 min read
Timnit Gebru was fired from Google in December 2020 after refusing to retract a research paper she co-authored titled "On the Dangers of Stochastic Parrots." The warnings outlined in the paper regarding large language models have since materialized at a significant scale.
AI, Ashby Engineering, and the future
news
15 min read
Since August 2025, over half of the new code in Ashby’s production systems has been generated by AI, with customer issues remaining stable. Cursor provides statistics on the proportion of AI-generated code, and no regressions in code quality have been observed.
In a first, wind and solar generated more power than gas globally in April 2026
news
3 min read
In April 2026, wind and solar energy generated more electricity than gas for the first time, producing 22% of the world's electricity compared to gas's 20%. Together, wind and solar generated a record 531 terawatt-hours (TWh), surpassing gas's output of 477 TWh by 54 TWh.
VoidZero Is Joining Cloudflare
news
9 min read
VoidZero, the company behind Vite, Vitest, Rolldown, Oxc, and Vite+, is joining Cloudflare, with all team members also transitioning to the company. Vite and its related projects will remain open source, vendor-agnostic, and community-driven.
The SpaceX IPO Will Be the Theft of the Century
opinion
11 min read
The SpaceX IPO is predicted to benefit insiders financially while potentially failing as a business. The company's value is heavily reliant on the success of the Starship project.
American capitalism has taken an apocalyptic turn
opinion
1 min read
American capitalism is increasingly influenced by millenarian thinking, reflecting a sense of impending crisis. Charles Mackay's work, particularly its insights on historical market panics, is cited as relevant for understanding contemporary business dynamics.
I built a vulnerable app and spent $1,500 seeing if LLMs could hack it
research
8 min read
A vulnerable React Native app was created to test if large language models (LLMs) could exploit common vulnerabilities. The app is a book review platform where the objective is to locate a flag within a user's private reviews.
The ways we contain Claude across products
tool
20 min read
Claude now has routine access to internal Anthropic services, enhancing developer productivity. Safeguards and model training progress have been implemented to manage the risks associated with this level of access.
Failing grades soar with AI usage, dwindling math skills in Berkeley CS classes
news
5 min read
Failing grades in UC Berkeley's computer science classes reached 35.3% for CS 10 and 10.6% for CS 61A in spring 2026, significantly higher than previous semesters. Instructors attribute this increase to greater reliance on AI, insufficient mathematical preparedness, and understaffing.
Companies Are Using Reddit to Manipulate ChatGPT and Google AI Search. Peptide companies have been doing AI-engine optimization by spamming the biohackers subreddit to manipulate ChatGPT and Google.
news
1 min read
Peptide and hormone replacement therapy companies are spamming the biohacking subreddit to influence AI chatbots like ChatGPT and Google AI Search. Moderators of r/biohackers announced a ban on new posts to combat this manipulation.
Companies are letting AI gains go to waste, study says
research
2 min read
The fourth annual AI at Work report reveals that 74% of frontline employees are regular AI users, a 23-point increase from last year, with 42% saving at least 8 hours per week. However, 66% of these users receive little or no guidance on how to reinvest their saved time effectively.
Self-hosted dev sandboxes with preview URLs (Docker, Go, no K8s)
tool
11 min read
tastyeffectco/sandboxes provides a self-hosted development environment that allows users to create isolated cloud dev sandboxes with live preview URLs using a single command. The open-source engine supports rapid app development, enabling users to generate functional websites, such as todo apps, instantly on their own servers.
Elixir v1.20: Now a gradually typed language
tool
8 min read
Elixir v1.20 introduces gradual typing, allowing type inference and type checking for all Elixir programs without requiring type annotations. This release marks a significant development milestone in implementing set-theoretic types in the language.
Rootshell: A new E2EE email service hosted in Iceland
tool
1 min read
RootsShell is a platform designed for security professionals to share and discuss vulnerabilities, exploits, and security research. It includes community-driven content with user-generated posts and comments to facilitate knowledge exchange.
Artificial intelligence is not conscious – Ted Chiang
opinion
29 min read
Artificial intelligence, including models like Claude from Anthropic, is not conscious. Anthropic released a document titled "Claude’s constitution," which outlines the operational guidelines and ethical considerations for its AI model.
Bot vs human traffic
research
1 min read
Cloudflare Radar provides insights into global traffic volume, including mobile device traffic and bot traffic as a share of HTTP requests. The platform also offers a breakdown of network traffic by location and autonomous system, along with data on bytes transferred over specified time periods.
Gooey: A GPU-accelerated UI framework for Zig
tool
37 min read
Gooey is a hybrid immediate/retained mode UI framework for building fast, GPU-rendered applications on macOS using Metal, Linux with Vulkan/Wayland, and browsers via WebAssembly/WebGPU. It features a component-based layout with declarative UI primitives and supports GPU rendering with MSAA anti-aliasing.
The Public Should Own Half of the Big A.I. Companies
opinion
1 min read
A proposal suggests that the public should own 50% of major AI companies to ensure equitable access and benefits. This ownership model aims to address concerns about wealth concentration and ethical implications in AI development.
If AI data centers are so great, why are they being built in secret?
opinion
11 min read
Data centers are increasingly being constructed in secret, raising concerns about transparency in their development. Communities often feel excluded from the decision-making process and express worries about potential environmental impacts.
ESP32-S31
tool
2 min read
ESP32-S31 features a dual-core RISC-V architecture and supports both wireless and wired connectivity. It includes 2.4 GHz Wi-Fi 6, IEEE 802.15.4 for Thread and Zigbee, and Bluetooth 5.4 for LE Audio, Direction Finding, and Bluetooth Mesh 1.1.
Uber cuts 23% of people division as new president takes over
news
1 min read
Uber Technologies Inc. is reducing its People and Places division by 23%, impacting senior roles in human resources, recruitment, and workplace facilities. This decision, made by newly appointed president Jill Hazelbaker, affects less than 1% of Uber's global workforce of 34,000 employees.
Gemma 4 12B: A unified, encoder-free multimodal model
tool
3 min read
Gemma 4 12B is a unified, encoder-free multimodal model designed for agentic multimodal intelligence on laptops. It features native audio inputs and combines capabilities from the edge-friendly E4B and the advanced 26B Mixture of Experts (MoE) within a reduced memory footprint.
A Post-Quantum Future for Let's Encrypt
tool
6 min read
Let’s Encrypt is developing Merkle Tree Certificates (MTCs) to ensure a post-quantum-safe Web PKI. MTCs aim to provide post-quantum authentication while maintaining the speed and reliability of TLS.
DaVinci Resolve 21
tool
12 min read
DaVinci Resolve 21 introduces a Photo page with advanced color tools for still photography and a new generation of AI tools for media search, slate data reading, de-aging, and blemish removal. Enhancements include improved keyframing and graphic format support on the Edit and Cut pages, optimized color workflows with MultiMaster trim passes and layer list node graphs, and over 70 new graphics in Fusion through the Krokodove toolset.
32GB of DDR5 now costs $375 – AI shortage continues to squeeze PC building
news
4 min read
The price of 32GB of DDR5 RAM has reached a minimum of $375, driven by increased demand from AI applications. Lower-priced RAM kits are rapidly disappearing from the market as AI continues to strain the PC hardware supply chain.