Gambling harm is significantly exacerbated by marketing, according to new research challenging UK regulations and likely impacting broader advertising channels. Meanwhile, Tesla faces an intensified safety probe from NHTSA regarding its Full Self-Driving system, potentially leading to a recall after an internal review revealed critical performance flaw failures. In China, Xiaomi’s upgraded SU7 electric sedan, boasting a 902 km range and LiDAR, has garnered nearly 90,000 pre-orders and continues to undercut Tesla’s pricing. Finally, AMP is developing an “AI grid” to optimize computing resources for independent research, aiming to boost innovation while preserving autonomy.
🤖 AI & Automation
The Need for an Independent AI Grid
AMP is developing an “AI grid” to efficiently share and optimize access to computing resources for independent AI research teams. This system aims to address current inefficiencies where teams often overprovision compute and waste capacity, hindering innovation and limiting the number of teams pushing AI frontiers. By pooling resources, AMP seeks to maximize breakthroughs while preserving the autonomy of individual research groups.
- The Need for an Independent AI Grid — amppublic.com
Tesla FSD: Safety Probe and Potential Recall
The National Highway Traffic Safety Administration (NHTSA) has intensified its investigation into Tesla’s Full Self-Driving (FSD) system due to concerns about its performance and potential safety risks. An internal document revealed a critical flaw where FSD fails to alert drivers to performance degradation, potentially leading to unsafe driving conditions. This expanded investigation could result in a recall or enforcement actions as Tesla works to address the issue.
- Tesla’s FSD Probe Intensifies, Could Lead to Recall — wsj.com
- Tesla: Failure of the FSD’s degradation detection system [pdf] — static.nhtsa.gov
I built a P2P network where AI agents publish formally verified science
A researcher has created P2PCLAW, a peer-to-peer network enabling AI agents and human researchers to share and formally verify scientific results using mathematical proofs. The system, built on GUN.js and IPFS, prioritizes open access and verifiability with a focus on security and privacy. It’s currently live and open for public testing and feedback.
OpenAI Expands AI Coding Capabilities
OpenAI has acquired Astral, a company known for its open-source Python developer tools like uv, Ruff, and ty, to enhance its Codex programming agent and accelerate AI’s role in software development. The acquisition includes Astral’s team and technology, with OpenAI committing to ongoing support for the open-source tools while integrating them with Codex to improve developer workflows and create more personalized AI experiences. While the deal benefits Astral’s investors, some speculate the primary motivation is acquiring the company’s engineering talent.
- Thoughts on OpenAI acquiring Astral and uv/ruff/ty — simonwillison.net
- OpenAI to Acquire Astral — openai.com
- OpenAI tries to build its coding cred, acquires Python toolmaker Astral — go.theregister.com
- Astral to Join OpenAI — astral.sh
Local Document Parsing for Agents
LiteParse is a new, open-source tool designed for rapidly parsing documents like PDFs and images for AI agents and real-time applications. It prioritizes speed and local execution with no Python dependencies, providing layout-aware text and screenshots without cloud services or GPUs. This tool complements the company’s existing LlamaParse service by offering a streamlined solution for agents needing quick text extraction and visual reasoning.
- Local Document Parsing for Agents — llamaindex.ai
Voltair (YC W26) – Drone and charging network for power utilities
Voltair is developing weatherized drones and a network of charging stations to inspect aging power lines, offering a more efficient and safer alternative to traditional methods like foot patrols and helicopters. The company’s solution addresses limitations of existing drone technology by focusing on long-range capabilities and affordable, scalable charging infrastructure. Voltair is currently working on pilot programs with major utilities and plans to offer inspection services on a per-pole or tower basis.
Scaling Karpathy’s Autoresearch: What Happens When the Agent Gets a GPU Cluster
Researchers significantly boosted the performance of the Autoresearch AI agent by equipping it with a cluster of 16 GPUs. This enabled the agent to conduct numerous parallel experiments, leading to a 2.87% reduction in validation loss and revealing the importance of model width. The enhanced setup also allowed the agent to optimize its use of different GPU types and identify complex parameter interactions that sequential experimentation would miss.
A survey on LLMs for spreadsheet intelligence
A recent survey explores the increasing use of Large Language Models (LLMs) to simplify spreadsheet tasks, potentially replacing complex formulas with natural language commands. The research categorizes current LLM applications in spreadsheets, identifies key capabilities, and highlights challenges in building reliable systems. The study concludes by outlining future research needed to effectively integrate LLMs into spreadsheet environments.
- A survey on LLMs for spreadsheet intelligence — orbilu.uni.lu
Dumped Wix for an AI Edge agent so I never have to hire junior staff
A building design consultancy replaced its Wix website with a custom-built AI agent to automate customer service and eliminate the need for junior staff. The system, developed over four months with significant AI assistance, utilizes an unconventional architecture to overcome technical limitations. The owner claims the AI successfully defended the company’s business model in a debate with a licensed architect, highlighting the potential of the technology.
2% of ICML papers desk rejected because the authors used LLM in their reviews
ICML 2026 rejected nearly 2% of submitted papers after discovering that 506 reviewers violated its policy against using large language models (LLMs) in their reviews. The conference employed a manual detection method to identify the violations, leading to the desk-rejection of 497 papers and the removal of 51 reviewers. This incident highlights growing concerns about maintaining peer review integrity in the age of AI.
Companies now required to reveal AI use to get cyber insurance
Due to increasing cyber risks associated with artificial intelligence, companies are now required to disclose their AI usage to obtain cyber insurance. This new requirement aims to help insurers assess and price policies accurately, reflecting the evolving threat landscape. The change underscores the growing importance of transparency regarding AI implementation for businesses.
- Companies now required to reveal AI use to get cyber insurance — cybernews.com
Fixing Claude with Claude: Anthropic reports on AI site reliability engineering
Anthropic is using its AI assistant, Claude, to help its site reliability engineers analyze large log datasets during incident response. While Claude excels at quickly identifying anomalies, it often misinterprets correlations as causal relationships, necessitating human oversight. The company emphasizes that AI is currently a valuable tool but not a replacement for human engineers.
- Fixing Claude with Claude: Anthropic reports on AI site reliability engineering — go.theregister.com
GOV.UK chatbot gets smarter but slower as LLMs improve
The UK government’s GOV.UK chatbot has significantly improved in accuracy, now answering 90% of questions correctly thanks to upgraded AI technology. While the chatbot now outperforms other AI assistants in providing government information, response times have increased to an average of 10.7 seconds. The Government Digital Service is focused on maintaining accuracy while exploring methods to improve the chatbot’s speed.
- GOV.UK chatbot gets smarter but slower as LLMs improve — go.theregister.com
Struggling to put your AI aversion into words? Here’s a handy glossary
A new article introduces a humorous glossary of terms to describe varying opinions on generative AI, ranging from cautious adoption to outright rejection. It highlights the growing skepticism surrounding these technologies and encourages open critique, even if considered impolite. The piece challenges the uncritical embrace of AI and advocates for prioritizing human thought and reasoning.
- Struggling to put your AI aversion into words? Here’s a handy glossary — go.theregister.com
AI-Powered Design Tools for Google Stitch
Google’s new UI design tool, Stitch, leverages AI to streamline the design process, allowing users to generate high-fidelity designs and explore ideas through natural language prompts and voice input. The platform features an “AI-native” design canvas and integrates with AI coding assistants to accelerate prototyping and facilitate collaboration. Google is positioning Stitch as a significant advancement in UI design, enabling a new approach they call “vibe design.”
- Google Updates Stitch With AI Design Tools — blog.google
- Google offers ‘vibe design’ tool that you can shout at to create a UI — go.theregister.com
Your next car might need 300GB of RAM, and so will humanoid robots
Micron Technology anticipates significant growth due to increasing memory demands from autonomous vehicles and robots, which are expected to require over 300GB of RAM. The company reported a substantial revenue increase of $10.3 billion last quarter, driven by AI demand and supply constraints. Micron is now securing long-term customer agreements and expanding manufacturing to meet this anticipated surge in memory needs.
- Your next car might need 300GB of RAM, and so will humanoid robots — go.theregister.com
Evolving software using agents and scoring metrics
The Darwin Derby framework utilizes an automated process, inspired by Andrej Karpathy’s autoresearch, to optimize measurable aspects through agent-driven experimentation and evaluation. It mimics natural selection by rewarding improvements while preventing manipulation of the evaluation metric, enabling optimization beyond traditional machine learning applications. This approach aims to facilitate the evolution of digital artifacts by leveraging agent swarms and numerical scoring.
- Evolving software using agents and scoring metrics — robc.substack.com
White House to Unveil AI Framework Friday
The White House plans to release a federal AI framework on Friday, aiming to preempt state laws and address concerns like child safety and censorship. This framework is intended to provide direction for Congress, but significant policy disagreements remain, potentially hindering legislative progress. Some AI companies are reportedly favoring state-level regulations due to the lack of federal action.
- White House to Unveil AI Framework Friday — axios.com
OpenAI to Launch “Superapp” Combining ChatGPT, Codex, and Browser
OpenAI is developing a desktop “superapp” that will integrate ChatGPT, Codex, and a browser. This aims to streamline the user experience and prioritize engineering and business customers. Fidji Simo will lead the effort, with support from OpenAI president Greg Brockman.
Meta Turns to AI for Content Moderation
Meta is decreasing its dependence on third-party content moderators, opting to prioritize AI-powered tools for identifying and removing policy violations on Facebook and Instagram. The shift aims to improve detection of scams and other harmful content through automated systems. This move builds upon Meta’s existing use of AI for content moderation at scale.
- Meta Turns to AI for Content Moderation — bloomberg.com
DoorDash Launches App for Courier Tasks, Training AI
DoorDash has launched a new app, “Tasks,” that pays delivery couriers to contribute to the development of AI and robotics models. Couriers are compensated for recording videos of everyday activities and completing other digital tasks. This program allows DoorDash to leverage its workforce for AI training, joining a growing trend among tech companies.
- DoorDash Launches App for Courier Tasks, Training AI — bloomberg.com
Walmart Ditches ChatGPT Checkout for Its Own Chatbot
Walmart is replacing its partnership with OpenAI’s Instant Checkout feature with its own chatbot, Sparky, integrated directly into ChatGPT and Google Gemini. The move comes after Instant Checkout resulted in significantly lower sales conversion rates compared to traditional online purchases. Walmart hopes the new system will improve the shopping experience by allowing users to sync their carts and avoid fragmented checkout processes.
💰 Business & Finance
Xiaomi launches next-gen SU7 with 902 km range and Lidar, still undercuts Tesla
Xiaomi has launched an upgraded SU7 electric sedan featuring a 902 km range, standard LiDAR, and faster charging capabilities. The new model, priced starting around $33,000, undercuts Tesla’s Model 3 in China and has already received nearly 89,000 pre-orders. Xiaomi has sold over 360,000 SU7 vehicles since its launch, establishing a strong presence in the Chinese EV market.
Tesla to buy $4.3B of LG Energy battery cells made in Michigan
Tesla has signed a $4.3 billion agreement with LG Energy Solution to purchase battery cells manufactured at a Michigan plant. The Lansing facility, previously associated with a joint venture between LG and General Motors, will produce lithium iron phosphate (LFP) prismatic cells for Tesla’s energy storage systems. This deal supports Tesla’s growing energy business, which focuses on storing power from renewable sources.
US national debt surges past $39 Trillion
The U.S. national debt has surpassed $39 trillion, a new record fueled by factors like recent military spending, pandemic relief, and tax cuts. While the federal deficit has recently decreased slightly due to increased revenue and workforce reductions, the overall debt trajectory remains a significant concern. Experts warn of potential consequences including higher borrowing costs and increased financial burdens for future generations.
- US national debt surges past $39 Trillion — apnews.com
WFH is becoming a benefit again
Rising gas prices and supply disruptions due to the war are prompting discussion about a potential return to work-from-home policies. Some are suggesting companies may reinstate WFH options to mitigate challenges related to gas availability and long wait times at gas stations. This could be a renewed benefit for employees.
Ramtrack.eu – RAM Price Intelligence
Ramtrack.eu is a website tracking memory (RAM) prices in the Dutch market. The site provides historical price data for both DDR4 and DDR5 RAM, displayed per gigabyte. Users can set up email alerts to be notified when RAM prices fall below a specified amount.
- Ramtrack.eu – RAM Price Intelligence — ramtrack.eu
US Postal Service expects to run out of cash in a year
The U.S. Postal Service is facing a critical cash shortage and warns it could be unable to meet financial obligations by early 2027 without congressional action. Postmaster General David Steiner is urging Congress to lift a borrowing cap and implement broader reforms to address decades-old restrictions and declining mail volume. He is advocating for changes to pricing and operations to ensure the agency’s long-term financial stability.
Brin fights California billionaire tax.
Google co-founder Sergey Brin has contributed a total of $45 million, alongside $3 million from former CEO Eric Schmidt, to a Super PAC opposing California’s proposed one-time 5% tax on billionaires’ assets. The significant financial support aims to block the ballot measure, which could require billionaires to pay billions in taxes, and advocate for alternative policy reforms. These efforts represent a substantial push against the proposed tax and its potential impact on high-net-worth individuals.
- Sergey Brin spends $45M in fight against California billionaire tax — theguardian.com
Austin’s surge of new housing construction drove down rents
Austin, Texas, increased its housing supply by 30% between 2015 and 2024 through policy reforms encouraging development. This surge of 120,000 new housing units resulted in a significant decrease in rents, even with population growth. The city’s experience highlights how reducing barriers to housing construction can improve affordability.
‘Death sentence’: EU cloud lobby takes Broadcom to Brussels over VMware partner purge
A European cloud lobbying group, CISPE, has filed an antitrust complaint against Broadcom, alleging anticompetitive practices related to Broadcom’s termination of the VMware Cloud Service Provider program. The complaint claims Broadcom’s actions, including price increases and restricted supplier access, unfairly limit customer choice and harm cloud providers. CISPE is seeking immediate action from the EU to halt the program’s closure and prevent further damage to European businesses.
- ‘Death sentence’: EU cloud lobby takes Broadcom to Brussels over VMware partner purge — go.theregister.com
Microsoft startup credits are the gift that keeps on billing unsuspecting users
Microsoft’s startup credits are unexpectedly failing to cover usage of third-party AI models like Anthropic’s Claude through its Azure AI Foundry service. Users are facing surprise charges and difficulty obtaining refunds, as Microsoft and Anthropic deflect responsibility and fail to provide clear notifications about credit limitations. This issue has resulted in significant, unexpected bills and frustration for startups and experienced cloud users.
- Microsoft startup credits are the gift that keeps on billing unsuspecting users — go.theregister.com
SAP’s grand cloud escape plan €2B short of the runway
SAP’s cloud migration plan, launched in 2020, is currently €2 billion short of its target and 24% behind schedule. The slower-than-expected transition is indicated by unexpectedly high on-premise software support revenue, suggesting continued reliance on legacy systems. This shortfall is raising questions about SAP’s strategy and customer adoption rates.
- SAP’s grand cloud escape plan €2B short of the runway — go.theregister.com
Super Micro Execs Charged with Chip Smuggling to China; Stock Falls
Three individuals, including a co-founder of Super Micro Computer, have been charged with smuggling Nvidia chips to China in violation of U.S. export controls. The scheme involved a Southeast Asian intermediary and deceptive practices to circumvent compliance and maximize sales, reportedly generating billions in revenue. Super Micro Computer has placed the implicated employees on leave and is cooperating with the ongoing investigation.
Verily gets $300M, Alphabet exits controlling stake.
Verily, a life sciences company, secured $300 million in funding led by Series X Capital. Alphabet remains an investor but has relinquished its controlling stake in the company. This investment provides Verily with approximately two years of operational runway.
Anori, streamlining building approvals, spins out of Alphabet X with $26M.
Alphabet’s X has spun out Anori, a company aiming to simplify building approvals through a unified platform for developers and city regulators. The new company has secured $26 million in funding, led by Prologis and Builders VC, to tackle the lengthy and costly pre-development phase of construction projects. Anori’s platform seeks to streamline communication and compliance processes between various stakeholders, including developers, engineers, and government agencies.
Crypto.com Cuts 12% Workforce, Focuses on AI Integration
Crypto.com has laid off approximately 180 employees, representing about 12% of its workforce. The company’s CEO attributed the cuts to an integration of artificial intelligence across its operations, targeting roles that are unable to adapt. This marks the third round of layoffs for Crypto.com since 2022, following similar moves by other crypto firms.
- Crypto.com Cuts 12% Workforce, Focuses on AI Integration — theblock.co
DHL to Open 10 North American Warehouses for Data Centers
DHL Supply Chain will construct ten warehouses totaling over 7 million square feet across North America by 2026. These facilities will specifically cater to data center operators and their component suppliers, responding to increased demand driven by data center growth. The expansion represents a significant investment in logistics infrastructure to support the burgeoning tech sector.
LinkedIn & The Trade Desk Partner for CTV Ads, Adds Data Targeting
LinkedIn has partnered with adtech company The Trade Desk to allow advertisers to target connected TV ads using LinkedIn’s professional data. This collaboration enables ad buyers to reach specific business audiences on streaming TV platforms, expanding LinkedIn’s presence in the growing CTV advertising market. The partnership is currently in a test phase but aims to streamline ad buying and attract a wider range of advertisers.
- LinkedIn & The Trade Desk Partner for CTV Ads, Adds Data Targeting — businessinsider.com
💻 Tech Development
The Day I Discovered Type Design
In 1976, a commercial art student discovered type design through a lettering class project and a magazine showcasing typeface submissions. Inspired by the potential for professional work and financial reward, he created his own typeface, “Uncial Sans,” marking the beginning of a lifelong passion. This experience solidified his interest in type design, which he pursued throughout his career.
- The Day I Discovered Type Design — marksimonson.com
Minecraft Source Code Is Interesting
The recent leak of Minecraft’s original PS3 source code revealed clever optimizations made by 4J Studios during the port from Java to C++. These included a technique for packing memory pointers and counters into a single number to avoid locks, a custom garbage collection system, and a light compression method tailored to the PS3’s limited hardware. These optimizations were crucial for handling the console’s unique architecture and constraints.
- Minecraft Source Code Is Interesting — karanjanthe.me
Cockpit is a web-based graphical interface for servers
Cockpit is an open-source, web-based interface designed to simplify Linux server administration. It provides a graphical environment for common tasks like container management and network configuration, while seamlessly integrating with the command line. The project supports multiple Linux distributions and allows administrators to manage various hosts through SSH.
From Oscilloscope to Wireshark: A UDP Story (2022)
An engineer at Oxide Computer Company investigated a network bug in a rack-scale computer’s management network by tracing UDP packet transmission from the physical layer. Using an oscilloscope, custom code, and QSGMII protocol analysis, the engineer captured and decoded waveform data to identify a misconfiguration in the switch IC. This detailed process moved beyond standard packet analysis tools like tcpdump to examine the raw signals and waveforms involved in network communication.
- From Oscilloscope to Wireshark: A UDP Story (2022) — mattkeeter.com
Noq: n0’s new QUIC implementation in Rust
The n0 team has released “noq,” a new QUIC implementation forked from Quinn to address specific architectural needs related to multipath and NAT traversal. noq includes a full QUIC Multipath implementation and a robust NAT traversal approach, supporting QUIC Address Discovery. The project intends to collaborate with Quinn while pursuing deeper structural changes to QUIC functionality.
- Noq: n0’s new QUIC implementation in Rust — iroh.computer
Android App Sideloading Changes
Google is implementing changes to Android sideloading, initially allowing users to install apps from unverified developers through a multi-step process while introducing a 24-hour verification wait for power users. This shift reverses a previous developer verification requirement and aims to enhance user safety, though concerns have been raised about accessibility and privacy. The new system will roll out in phases, with full global enforcement expected before 2026.
- Android sideloading gets 24-hour wait with new Google flow. — theverge.com
- Google lets Android users install unverified apps. — go.theregister.com
- Google details new 24-hour process to sideload unverified Android apps — arstechnica.com
OpenTTD Steam/GOG Update
New players accessing OpenTTD on Steam and GOG will now be required to purchase Transport Tycoon Deluxe following an agreement with Atari. This change, which does not affect existing players or direct downloads from the OpenTTD website, provides financial support for the project and accommodates Atari’s re-release. The collaborative agreement also includes Atari’s contribution towards OpenTTD’s server costs.
- An update on Steam / GOG changes for OpenTTD — openttd.org
Prompt Injecting Contributing.md
Open-source projects are experiencing a surge of AI-generated pull requests, overwhelming maintainers and lowering contribution quality. One project implemented a system requiring bots to self-identify in pull request titles, enabling prioritization of human contributions. This highlights a growing challenge for open-source communities dealing with increasingly sophisticated bot activity.
- Prompt Injecting Contributing.md — glama.ai
Semiconductor enthusiast builds DIY ‘class 100 cleanroom’ in his garden shed
A TechTuber known as Dr. Semiconductor has built a functional “Class 100 cleanroom” in his garden shed, replicating the environments used in semiconductor manufacturing. The cleanroom includes custom-built equipment like a plasma etcher and lithography machine, enabling chip fabrication and research. Dr. Semiconductor plans to demonstrate the cleanroom’s capabilities and create various electronic components.
- Semiconductor enthusiast builds DIY ‘class 100 cleanroom’ in his garden shed — tomshardware.com
macOS DNS issues with custom domains
A recent macOS update (version 26.3.1) has broken the functionality that allows users to configure custom DNS resolvers for specific domains, including those ending in .internal. This issue, affecting services like dnsmasq and hindering Docker container access, occurs because the mDNSResponder service is now intercepting these custom domain queries. Users are advised to postpone updating until Apple releases a fix.
Hyper-optimized reverse geocoding API
Traccar Geocoder is a self-hosted reverse geocoding service that translates latitude and longitude coordinates into street-level addresses using OpenStreetMap data. It’s designed for integration with the Traccar GPS tracking platform and boasts features like fast query speeds and easy deployment via Docker. The system utilizes a two-part architecture, combining a C++ builder for index creation and a Rust server for API delivery.
- Hyper-optimized reverse geocoding API — github.com
OpenBSD: PF queues break the 4 Gbps barrier
OpenBSD has released a patch that removes a bandwidth cap in its PF firewall, increasing the supported limit from approximately 4.29 Gbps to 999 Gbps. This resolves a silent capping issue affecting high-speed network interfaces and corrects a display bug, enabling accurate configuration for modern network speeds. The change requires no modifications for existing configurations below 4 Gbps.
- OpenBSD: PF queues break the 4 Gbps barrier — undeadly.org
I turned Markdown into a protocol for generative UI
A developer has created a prototype using Markdown as a protocol to integrate generative UI and code execution for AI agents. The system streams code and data, executing statements as they arrive and enabling the agent to generate React UIs with data flow capabilities. This approach aims to create a more complete architecture for AI agent functionality.
- I turned Markdown into a protocol for generative UI — fabian-kuebler.com
The RAM stick is dying, and the replacement is something most have never seen
The upcoming DDR6 memory standard will offer significantly improved performance and energy efficiency compared to DDR5. To accommodate these advancements, the familiar DIMM slot will be replaced with a new form factor called CAMM2, which features a low-profile, bolted-down design. Major motherboard manufacturers are already developing designs incorporating CAMM2, although consumer availability is still in the future.
- The RAM stick is dying, and the replacement is something most have never seen — xda-developers.com
CPU Branch Prediction Explained
Recent testing has revealed substantial differences in branch prediction capabilities across modern CPUs. AMD’s upcoming Zen 5 processor leads with a capacity of 30,000 predicted branches, surpassing Apple’s M4 (10,000) and Intel’s Emerald Rapids (5,000). This performance variation impacts benchmark scores and is not dependent on the programming language employed.
- How many branches can your CPU predict? — lemire.me
Translate Garry Tan’s LinkedIn-speak to plain English
A contributor simplified the README file for a repository called “gstack” by translating its jargon-filled language, commonly used on LinkedIn, into clearer terms. The pull request was quickly approved, highlighting the original language’s lack of clarity. The contributor, who is not a native English speaker, found the LinkedIn-style wording difficult to understand.
Conway’s Game of Life, in real life
A hobbyist has created a physical, interactive version of Conway’s Game of Life using a 17x17 matrix of LEDs and switches. The device utilizes a microcontroller and transistors to allow users to manipulate the initial game state and adjust the simulation speed. Safety features were incorporated to protect the hardware during operation.
- Conway’s Game of Life, in real life — lcamtuf.substack.com
Cook: A simple CLI for orchestrating Claude Code
Claude Code, Codex, and OpenCode now offer a “cook” workflow system designed to enhance code generation through iterative loops and parallel processing. This system allows users to refine outputs with review gates, manage task progression, and leverage different agents or models for individual steps. The “cook” system aims to simplify orchestration and improve the quality of generated code.
- Cook: A simple CLI for orchestrating Claude Code — rjcorwin.github.io
A comprehensive database of categories and their properties
CatDat is an open-source project creating a searchable database of categories and their properties, using a deduction system to automatically derive information. The platform allows users to explore, compare, and contribute to the growing database, which is currently in early development and subject to change. It’s designed for and by enthusiasts of category theory.
Decoding Nvidia’s Groq-powered LPX and the rest of its new rack systems
Nvidia acquired Groq and its technology to accelerate the release of its new LPX rack systems, which offer faster AI inference speeds by combining Nvidia’s GPUs with Groq’s unique data flow architecture. These systems aim to improve scalability and efficiency for interactive AI applications, such as code assistants and AI agents. The acquisition was driven by the need for a quicker time-to-market and to maintain Nvidia’s leading position in the AI infrastructure space.
- Decoding Nvidia’s Groq-powered LPX and the rest of its new rack systems — go.theregister.com
Fiber on the surface of the moon could help detect moonquakes
Scientists are exploring the use of fiber-optic cables on the moon’s surface to detect moonquakes and seismic activity using distributed acoustic sensing. These lightweight and inexpensive cables can function effectively without burial, potentially providing wider area monitoring and data on lunar hazards. The technology also has potential applications for detecting leaks on Earth.
- Fiber on the surface of the moon could help detect moonquakes — go.theregister.com
Hide and sleek: Latest Vivaldi release can tuck its UI away until summoned
The latest Vivaldi browser version 7.9 introduces a new auto-hide feature that minimizes the browser’s user interface to maximize screen space, reappearing when the mouse cursor is near the window edge. This update reinforces Vivaldi’s commitment to user customization and privacy, with the company explicitly rejecting AI integration and data tracking. Other new features include a “Tiled Follower Tab” option and enhancements to the email composer.
- Hide and sleek: Latest Vivaldi release can tuck its UI away until summoned — go.theregister.com
acdc - AsciiDoc tooling in Rust
acdc is a Rust-based tool providing a live editor and preview for AsciiDoc documents. The project is open-source and available on GitHub. It aims to streamline the AsciiDoc writing and editing process.
- acdc - AsciiDoc tooling in Rust — acdc.nlopes.dev
a clipping tool for plex
A developer has created a tool to clip specific segments of videos stored on Plex. This allows users to easily share short excerpts from shows, potentially for citation or other purposes. The tool was created using a technique called “vibecoding.”
- a clipping tool for plex — git.sr.ht
Visitran: Agentic Pythonic data transformation platform(AGPL)
Visitran is an open-source data transformation platform offering both visual, no-code interfaces and Python-based development for data engineers. It connects to various databases like Snowflake and PostgreSQL, enabling data modeling, transformation, and materialization. The tool utilizes AI assistance and a visual IDE to simplify data transformation tasks for users of all skill levels.
Things That Turbo Pascal is Smaller Than (2011)
Released in 1986, Turbo Pascal 3.0 was a remarkably efficient compiler and IDE, with its entire executable weighing just 39,731 bytes. This small size, impressive even in 2011, highlights the program’s efficiency and reflects a focus on practical programming. The article’s author, a veteran game designer, emphasizes the importance of implementing ideas effectively over complex programming practices.
- Things That Turbo Pascal is Smaller Than (2011) — prog21.dadgum.com
Introducing dial9: a flight recorder for Tokio
dial9 is a new Rust tool that captures detailed runtime events for Tokio applications, providing a timeline of system activity to aid in debugging. It helps developers identify performance bottlenecks like kernel scheduling delays and fd_table contention that are often missed by standard metrics. The tool aims to offer a deeper understanding of application interactions with Tokio and the operating system.
Anthropic’s Hidden Vercel Competitor “Antspace”
Reverse-engineering of Anthropic’s Claude Code runtime revealed “Antspace,” an internal and previously unknown platform for deploying and managing applications. Antspace utilizes Firecracker microVMs and a custom Go binary, resembling a Platform-as-a-Service (PaaS) similar to Vercel. This discovery highlights Anthropic’s proprietary infrastructure and deployment methods.
- Anthropic’s Hidden Vercel Competitor “Antspace” — aprilnea.me
terrapod: Open-source Terraform Enterprise replacement
Terrapod is an open-source platform designed as a replacement for Terraform Enterprise, providing features like collaboration, governance, and state management. It functions as an orchestrator for Terraform and OpenTofu, rather than being a fork of either project. The platform aims for API compatibility with HashiCorp’s Terraform Enterprise, allowing existing tools to integrate with minimal changes.
Building an LSP Server with Rust is surprisingly easy and fun
A developer found a surprisingly simple solution for consistent CODEOWNERS rule processing across various code editors by building a Language Server Protocol (LSP) server. Utilizing Rust and the tower-lsp-server framework, they demonstrated the ease of creating a basic LSP server, allowing for compatibility with any editor that supports the protocol. This approach avoids the complexities of WebAssembly and provides a standardized method for sharing and updating code logic.
- Building an LSP Server with Rust is surprisingly easy and fun — codeinput.com
Modular Monolith: dependencies and communication between Modules
The article promotes a modular software design approach that prioritizes minimizing dependencies between modules for increased flexibility and maintainability. Modules should encapsulate functionalities completely and communicate through well-defined interfaces declared in a shared module. This method primarily supports synchronous communication and might present challenges if modules are later separated into independent services.
- Modular Monolith: dependencies and communication between Modules — binaryigor.com
leviathan-crypto - WebAssembly cryptography library for TypeScript with Serpent-256
Leviathan-Crypto is a new JavaScript library providing Serpent-256 and XChaCha20-Poly1305 cryptography for web applications. It utilizes WebAssembly for enhanced security and correctness, compiling cryptographic primitives into isolated binaries. The library offers a typed TypeScript interface for ease of development while also allowing direct access for advanced users.
An x86-64 backend for raven-uxn
A developer has created a high-performance x86-64 assembly implementation of the Uxn CPU, a fictional processor, achieving speeds roughly double that of a Rust version. The initial code was generated by the AI coding agent Claude Code, which was then refined by the developer. This project demonstrates the potential of AI assistance in accelerating complex software development and improving performance.
- An x86-64 backend for raven-uxn — mattkeeter.com
So you think you understand IP fragmentation? (2024)
A recent article highlights a surprising lack of understanding surrounding IP fragmentation, a process used to adapt data packets to network limitations. Fragmentation negatively impacts network performance by increasing overhead and latency, and a new “fragquiz” game was created to demonstrate this knowledge gap. The article also introduces a novel fragmentation avoidance algorithm developed to address the issue.
🛡️ Security & Privacy
ICE officers are taking DNA samples from protesters they’ve arrested
ICE officers are collecting DNA samples from protesters arrested during demonstrations against the agency, a practice confirmed through multiple accounts across several states. The Department of Homeland Security claims this collection is mandated by federal law, though legal experts question its constitutionality when applied to protesters. Concerns are rising about the potential misuse of this data, particularly regarding individuals exercising their First Amendment rights.
Delve – Fake Compliance as a Service
Due to technical issues, the provided article is inaccessible and contains only navigational elements and prompts for enabling JavaScript. Therefore, a summary cannot be generated from the given content. The article appears to be promoting an app for independent voices.
- Delve – Fake Compliance as a Service — substack.com
Juggalo Makeup Blocks Facial Recognition Technology (2019)
Ticketmaster and LiveNation are exploring facial recognition for event entry, but Juggalo face makeup can often evade the technology by obscuring key facial features. The distinctive black makeup disrupts standard facial recognition software, though Apple’s Face ID, which uses depth perception, remains unaffected. This unexpected workaround has gained attention online as a potential way to avoid surveillance.
- Juggalo Makeup Blocks Facial Recognition Technology (2019) — consequence.net
The next fight over the use of facial recognition could be in the supermarkets
Grocery stores are increasingly adopting facial recognition technology, initially intended to deter shoplifting, raising concerns about potential misuse. Lawmakers are worried about customer profiling, personalized pricing, and broader privacy risks associated with collecting biometric data. Proposed legislation in New York City and Massachusetts aims to regulate the technology’s use in retail settings.
Store birth date in systemd for age verification
A proposed change to systemd would add a “birthDate” field to user records for age verification purposes. Concerns have been raised regarding data sanitization complexity, performance overhead, and potential legal compliance issues across different jurisdictions. The implementation’s reliance on systemd also raises portability concerns and may necessitate alternative solutions.
- Store birth date in systemd for age verification — github.com
FBI seizes Handala websites after Stryker cyberattack
The FBI has seized websites associated with “Handala” following a cyberattack on Stryker, a medical device manufacturer. The action was taken as part of an ongoing investigation related to the cyber incident. Users are currently unable to access the Handala websites due to the seizure.
- FBI seizes Handala websites after Stryker cyberattack — cybernews.com
Scam protection company Aura just got scammed: 900,000 records stolen
Aura, a company specializing in digital scam protection, has suffered a data breach resulting in the theft of approximately 900,000 user records. The stolen data reportedly includes personal information, though the specifics remain unclear. Aura has acknowledged the incident and is advising users to take precautions.
Mozilla is launching a free built-in VPN for Firefox later this month
Mozilla will introduce a free, built-in VPN service for Firefox users later this month. The feature aims to enhance online privacy and security for all Firefox users. Users will need to enable JavaScript and cookies to access the service.
Signal’s Confer to Bring Encryption to Meta AI Chatbots
Signal’s founder, Moxie Marlinspike, announced that Confer, his privacy-focused AI platform, will integrate its encryption technology into Meta AI. This collaboration aims to provide end-to-end encryption for chatbot interactions, protecting user data from access by AI companies and third parties. Confer will remain an independent project while contributing to a more private AI experience within Meta’s systems.
🌎 Geopolitics & Society
Bombarding gamblers with offers greatly increases betting and gambling harm
A new study demonstrates a direct link between gambling marketing and increased gambling-related harm, showing significant reductions in betting frequency, spending, and reported harms when marketing is limited. The research, conducted in Australia and the UK, challenges current UK government perspectives on gambling advertising regulation. Experts suggest these findings likely extend to broader advertising channels like television and social media.
Marc Andreessen is a philosophical zombie
A recent podcast appearance by Silicon Valley investor Marc Andreessen sparked debate after he claimed to have “zero” introspection and seemingly endorsed ideas questioning the existence of an inner self. The commentary suggests Andreessen’s views are likely influenced by Nick Chater’s book, The Mind Is Flat, and reflect a misunderstanding of philosophical and psychological concepts. The article satirizes Andreessen’s pronouncements and their implications regarding consciousness and self-awareness.
- Marc Andreessen is a philosophical zombie — theverge.com
NYC ends criminal summonses for cyclists, e-bike riders
New York City is ending the practice of issuing criminal summonses for minor traffic violations by cyclists and e-bike riders, reverting to civil summonses. This change reverses a policy that significantly increased criminal charges and court appearances for riders, particularly delivery workers. The city will also implement safety training and consider legislation targeting delivery app companies to address unsafe riding practices.
- NYC ends criminal summonses for cyclists, e-bike riders — gothamist.com
US to require $15,000 bond to visa recipients from 12 more countries
The U.S. government will require citizens from 50 countries, including 12 newly added nations, to post a $15,000 bond to obtain business and tourism visas. This policy, effective April 2nd, aims to reduce visa overstays by deterring visitors. The bond will be refunded if recipients return home or do not travel.
Connecticut and the 1 Kilometer Effect
A recent study in Connecticut found that the presence of solar panels on nearby homes, within a one-kilometer radius, was the most significant factor in predicting residential solar panel adoption. This “proximity principle,” where people are influenced by their neighbors’ choices, has been observed internationally and extends to various lifestyle decisions. The research highlights the powerful impact of social circles on individual behavior.
- Connecticut and the 1 Kilometer Effect — alearningaday.blog
Love of corporate bullshit is correlated with bad judgment
The author argues that language evolves through semantic drift, and the popularization and reinterpretation of words like “enshittification” is a positive process. They criticize those who attempt to control word usage, emphasizing that linguistic fluidity and adaptability are beneficial. Ultimately, the piece champions the natural evolution of language and rejects efforts to police its meaning.
- Love of corporate bullshit is correlated with bad judgment — pluralistic.net
Pentagon asks for $200bn for Iran War
The Pentagon has requested $200 billion from Congress to fund military operations against Iran, currently under White House review. Defense Secretary Pete Hegseth asserts the campaign is progressing well and not becoming a protracted conflict. The final funding amount is subject to change and requires presidential approval.
- Pentagon asks for $200bn for Iran War — bloomberg.com
Social Media’s Impact on Happiness
Canada’s ranking in the World Happiness Report has declined, mirroring a global trend of decreasing well-being among young people, particularly in Western countries. Multiple reports, including the World Happiness Report and a metastudy from New York University, link excessive social media use to negative mental health outcomes, especially for adolescents and girls. Finland remains the world’s happiest country, while concerns are growing about the need for policies to mitigate the harmful impacts of social media on youth.
- Canada slips in World Happiness rankings, due in part to social media use — cbc.ca
- Time to end the ‘uncontrolled experiment’ of social media on kids, scientists say — go.theregister.com
- Social media makes people unhappy – World Happiness Report — dw.com
- World Happiness Report 2026 — worldhappiness.report
- Social Media Linked to Teen Mental Health Concerns, Report Finds — bloomberg.com
Income Inequality Trends
A recent article advocates for a more intuitive understanding of mathematical inequalities, particularly the HM-AM-GM-QM chain, by employing geometric representations and visual models. Through animations and original visualizations, the article demonstrates the practical applications of these inequalities in fields like finance and engineering. This approach aims to move beyond traditional algebraic formulas and offer a more accessible grasp of these mathematical concepts.
- The Shape of Inequalities — andreinc.net
Denmark was reportedly preparing for full-scale war with the US over Greenland
A social media post alleges that Denmark prepared for a potential full-scale war with the United States over Greenland in January. The purported plan involved military assistance from France, Germany, and Nordic countries, including troop deployments and F-35 jets. The post claims runways were intended to be destroyed to prevent a U.S. invasion.
Public Opinion on Artificial Intelligence
A new study by Anthropic, based on interviews with over 80,000 people worldwide, reveals a widespread desire for AI to primarily boost professional productivity through automation. The survey, representing the largest qualitative AI study ever conducted, sought to understand users’ specific aspirations for AI beyond broader discussions of risk and reward. The findings highlight a user-centric perspective on AI’s potential, focusing on practical applications in the workplace.
- What 81,000 people want from AI — anthropic.com
We Have Learned Nothing
Startup advice, initially intended to improve success rates, has become counterproductive as founders increasingly adopt the same strategies, leading to a lack of differentiation and higher failure rates. The article argues that widely disseminated startup methods ultimately become less effective and should be challenged to encourage innovation. Founders are encouraged to deviate from established techniques to avoid predictable outcomes and build truly unique businesses.
- We Have Learned Nothing — colossus.com
US national debt surges past $39T just weeks into war in Iran
The U.S. national debt has surpassed $39 trillion, reaching a record high influenced by recent events and ongoing spending. While the deficit has slightly decreased due to tax increases and workforce reductions, the debt is projected to reach $40 trillion before the upcoming elections. Rising debt levels pose potential economic risks, including increased borrowing costs and slower wage growth.
AI’s impact on mathematics is analogous to the car’s impact on cities
This article discusses the impact of artificial intelligence on mathematics. It draws a parallel between AI’s influence and the transformative effect cars had on urban development. The article suggests AI is poised to fundamentally reshape the field of mathematics.
Anthropic Discusses Export Controls with House Panel
Anthropic executives recently met with the House Homeland Security Committee in a closed-door session to discuss AI-related issues, primarily focusing on model distillation and export controls. The meeting briefly touched upon Anthropic’s ongoing dispute with the Pentagon and was described as having a friendly tone. The roundtable format was chosen to allow for more in-depth conversations on sensitive national security topics.
Pentagon: Anthropic’s foreign workers pose security risks.
The Pentagon has raised national security concerns regarding Anthropic’s reliance on foreign workers, particularly those from China, in a recent court filing. The filing states that Anthropic’s situation presents a “different” level of risk compared to other AI companies due to potential compliance with Chinese intelligence laws. This marks a significant escalation in the legal battle over Anthropic’s designation as a supply chain risk.
TP-Link CEO Sought “Gold Card” Amid US Probe of China Ties
TP-Link’s founder, Jeffrey Chao, has applied for permanent U.S. residency through the controversial “Trump Gold Card” program, which requires a $1 million donation to the Commerce Department. The company disclosed this application to U.S. federal agencies currently investigating TP-Link’s ties to China. This move comes as the company faces national security reviews.
- TP-Link CEO Sought “Gold Card” Amid US Probe of China Ties — bloomberg.com
📰 Legal & Policy
Anthropic takes legal action against OpenCode
Anthropic has taken legal action, prompting a code change that removes references to the company. This alteration unintentionally removes the User-Agent header for third-party LLM providers like OpenAI and Google, potentially impacting functionality. The issue requires further investigation to determine if the removal was intentional or needs remediation.
- Anthropic takes legal action against OpenCode — github.com
How to Not Pay Your Taxes
The article details a legal tax strategy in the US that encourages economic growth by allowing individuals to defer tax liabilities. This involves reinvesting income into business expenses, utilizing depreciation schedules, and refinancing loans to build wealth, a practice explicitly designed into the tax code. It emphasizes that this approach is not a loophole but a method to incentivize economic activity and wealth creation.
- How to Not Pay Your Taxes — taylor.town
Afroman Wins Civil Trial over Use of Police Raid Footage in His Music Videos
Rapper Afroman won a civil trial against seven law enforcement officers who accused him of causing mental distress by using footage of a 2022 police raid in his music videos. The jury’s verdict, reached after a three-day trial, touches on free-speech protections and artistic freedom. Afroman celebrated the decision as a victory for freedom of speech.
Afroman found not liable in defamation case brought by Ohio cops who raided home
Rapper Afroman was found not liable in a defamation lawsuit brought by seven Ohio police officers over a satirical music video depicting a home raid. The jury determined the video, which criticized the officers’ actions and used surveillance footage, constituted protected free speech and social commentary. Afroman created the video to raise money for property damage resulting from the raid, which occurred in 2022 and yielded no criminal charges.
Afroman prevails in defamation trial over songs about police raid on his home
Rapper Afroman has won a defamation trial related to songs he released about a 2022 police raid on his Ohio home. The case examined free speech rights and the boundaries of artistic expression, bringing renewed attention to the artist. Afroman’s songs were a response to the raid, which was conducted as part of an investigation into drug trafficking and kidnapping.
- Afroman prevails in defamation trial over songs about police raid on his home — washingtonpost.com
Cloudflare appeals Italy’s €14M fine as Piracy Shield “black box” sparks censorship fears
Cloudflare is appealing a €14 million fine from Italy regarding its Piracy Shield tool. The tool, designed to block pirate websites, has drawn criticism for operating as a “black box,” raising concerns about potential censorship. Cloudflare maintains the tool effectively combats online piracy while respecting freedom of expression.
- Cloudflare appeals Italy’s €14M fine as Piracy Shield “black box” sparks censorship fears — cybernews.com
Google says it will let UK publishers opt out of AI overviews
Google will now allow UK publishers to opt out of having their content used in AI overviews, a response to concerns raised by the UK’s Competition and Markets Authority. The company will also simplify the process for users to change their default search engine. These changes aim to address publisher concerns while safeguarding Google’s systems from potential manipulation.
- Google says it will let UK publishers opt out of AI overviews — go.theregister.com
Competition watchdog cracks knuckles, probes legality of Adobe cancellation fee
The UK’s Competition and Markets Authority (CMA) is investigating Adobe’s early cancellation fees for subscription plans to determine if they violate competition law. Adobe charges customers up to 50% of the annual cost for cancellations within 14 days, a practice now being examined for fairness and transparency. This investigation follows a recent $75 million settlement with the US Department of Justice over similar allegations.
- Competition watchdog cracks knuckles, probes legality of Adobe cancellation fee — go.theregister.com
Blackburn Unveils Draft AI Act, Replacing State Laws
Sen. Marsha Blackburn has introduced the TRUMP AMERICA AI Act, a proposed federal framework designed to preempt state AI laws and establish national standards for the technology’s development. The legislation incorporates elements of existing bills like KOSA and the NO FAKES Act, focusing on safeguards against discrimination, workforce impacts, and promoting AI research. Its passage faces challenges due to potential Republican divisions and a limited legislative calendar in an election year.
- Blackburn Unveils Draft AI Act, Replacing State Laws — news.bloomberglaw.com