People inside Microsoft are fighting to drop mandatory Microsoft Account

https://cdn.mos.cms.futurecdn.net/8PFKXLfwQdVgMy3KBwn76S.png
Microsoft is updating Windows 11 to address common issues but still requires a Microsoft account. Microsoft Vice President Scott Hanselman is working to relax this requirement but no committed plan is in place.

If you don't opt out by Apr 24 GitHub will train on your private repos

GitHub now defaults private repos to opt-in for AI training, users must opt-out at github.com/settings/copilot. The change has sparked concerns about data ownership and tech leadership ethics.

Hold on to Your Hardware

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The hardware industry is shifting towards data centers and away from consumers, leading to rising prices and vanishing consumer choice. This structural shift is driven by high demand from data centers and AI technology, causing a shortage of specific components like RAM and storage.

Anatomy of the .claude/ folder

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Postman released a cost savings analysis comparing AI-native tooling to bolted on AI, and a newsletter explains the anatomy of the .claude folder in Claude Code, which holds project and personal settings, rules, and preferences.

The 'paperwork flood': How I drowned a bureaucrat before dinner

A blind man received a letter from the government asking for updated medical evidence to prove his blindness. He outsmarted the system by faxing a massive, automated document that jammed the office's fax machine, forcing them to accept his evidence.

Make macOS consistently bad unironically

https://lr0.org/media/images/exhibition/IMG_1662.JPG
Upgrading to MacOS 26 causes inconsistency issues with rounded windows corners, prompting users to disable system integrity for a workaround. A better solution is to make all corners more rounded, rather than reverting to sharp edges.

Iran-linked hackers breach FBI director's personal email

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Desk for people who work at home with a cat

https://soranews24.com/wp-content/uploads/sites/3/2013/04/casey-baseel-profile1.jpg?w=100&h=100&crop=1
The Neko House Desk is a Japanese furniture designed for people who work from home with cats, featuring a two-tier cat space and a "Surprise Cat Hole" for harmonious sharing. It costs 24,800 yen and is available on Amazon Japan, allowing users to work efficiently while keeping their cats happy.

AI got the blame for the Iran school bombing. The truth is more worrying

https://i.guim.co.uk/img/media/98b028e7c24489f429398cc28a238dce8704a71b/0_0_6000_4000/master/6000.jpg?width=445&dpr=1&s=none&crop=none
The US military's Maven system, not a chatbot, was used to target a school in Iran, killing 175-180 people. The system's speed and automation led to a "bureaucratic double bind" where judgment was suppressed in favor of procedure.

A Faster Alternative to Jq

https://micahkepe.com/blog/jsongrep/images/jg-quick-examples.png
jsongrep is a fast JSON search tool that compiles queries into deterministic finite automata (DFAs) for single-pass search. This approach allows jsongrep to outperform other JSON query tools like jq and jmespath in benchmarking tests.

‘Energy independence feels practical’: Europeans building mini solar farms

https://images.euronews.com/articles/stories/09/69/75/41/1536x864_cmsv2_dc5aaae7-0c8d-58ef-8298-faf61a4a3a1c-9697541.jpg
Europeans are turning to homegrown renewable energy to reduce reliance on imported fossil fuels. Installing solar panels or plug-in solar systems can provide energy independence and lower electricity bills.

Cherri – programming language that compiles to an Apple Shortuct

https://private-user-images.githubusercontent.com/4368524/504309568-a9c23532-a1df-41ec-bd5b-6621f54064c8.png?jwt=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.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.HxbFlI7lYXLs8LS3wJtl9_JZQqK7Z06oBf4IfWRJSck
Cherri is a programming language for Shortcuts that allows large projects and maintenance. It has a package manager, type checking, and a GUI IDE for macOS.

Meow.camera

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explore and share chinese cat feeders

15 Years of Forking

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The creator of Waterfox, a 64-bit Firefox build, shares its 15-year history, from 50,000 downloads to 1M monthly active users. Despite financial struggles, the browser remains independent and committed to user privacy.

Schedule tasks on the web

https://claude-code.mintlify.app/_next/image?url=%2F_mintlify%2Fapi%2Fog%3Fdivision%3DClaude%2BCode%2Bon%2Bthe%2Bweb%26appearance%3Dsystem%26title%3DSchedule%2Btasks%2Bon%2Bthe%2Bweb%26description%3DAutomate%2Brecurring%2Bwork%2Bwith%2Bcloud%2Bscheduled%2Btasks%26logoLight%3Dhttps%253A%252F%252Fmintcdn.com%252Fclaude-code%252Fc5r9_6tjPMzFdDDT%252Flogo%252Flight.svg%253Ffit%253Dmax%2526auto%253Dformat%2526n%253Dc5r9_6tjPMzFdDDT%2526q%253D85%2526s%253D78fd01ff4f4340295a4f66e2ea54903c%26logoDark%3Dhttps%253A%252F%252Fmintcdn.com%252Fclaude-code%252Fc5r9_6tjPMzFdDDT%252Flogo%252Fdark.svg%253Ffit%253Dmax%2526auto%253Dformat%2526n%253Dc5r9_6tjPMzFdDDT%2526q%253D85%2526s%253D1298a0c3b3a1da603b190d0de0e31712%26primaryColor%3D%25230E0E0E%26lightColor%3D%2523D4A27F%26darkColor%3D%25230E0E0E%26backgroundLight%3D%2523FDFDF7%26backgroundDark%3D%252309090B&w=1200&q=100
Claude Code offers three ways to schedule recurring work: cloud tasks, desktop tasks, and /loop for quick polling. Tasks can be created from the Desktop app, CLI, or web interface.

4D Doom

https://raw.githubusercontent.com/danieldugas/HYPERHELL/master/media/hyperhell_promo_square_glitch_512x512.png
The demo HYPERHELL is a 4D game that requires WebGPU compatible hardware and browser, where players navigate a maze and interact with the Bargainer to survive. The game uses a new rendering technique called the "Unblink" mechanic, which simulates a 4D camera with a 3D sensor.

DOJ confirms FBI Director Kash Patel's personal email was hacked

https://cdn.arstechnica.net/wp-content/uploads/2026/03/GettyImages-2266689842-640x427.jpg
Iran-linked hackers broke into FBI Director Kash Patel's personal email, releasing photos and documents from 2010 to 2019. The hack is believed to be in retaliation for the DOJ disrupting the hacker group's websites earlier this month.

Installing a Let's Encrypt TLS certificate on a Brother printer with Certbot

https://publish-01.obsidian.md/access/42ca5dc38a1a3318b53b2c9b5ffdc715/Other/_assets/Brother%20-%20Cert%20-%2001.webp
The user created a Bash script to automatically deploy a Let's Encrypt certificate to their Brother printer using Cloudflare DNS integration, allowing for HTTPS access to the printer's web management portal and IPP connections. The script uses Certbot and the Brother Cert tool to request and deploy the certificate, with the user modifying variables in the script to suit their own printer's ...

TinyLoRA – Learning to Reason in 13 Parameters

https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png
Researchers propose TinyLoRA to scale low-rank adapters, achieving 91% accuracy on GSM8K with 13 trained parameters. TinyLoRA recovers 90% of performance improvements with 1000x fewer parameters on learning-to-reason benchmarks.

I turned my Kindle into my own personal newspaper

https://manualdousuario.net/wp-content/uploads/2026/03/leituras-web-kindle.jpg
The user found a way to read web articles on their Kindle without internet access by using Calibre to convert RSS feeds into a format the Kindle can read. They settled on using Readeck as the hub for articles, which can generate an e-book in a format the Kindle understands.

Velxio 2.0 – Emulate Arduino, ESP32, and Raspberry Pi 3 in the Browser

https://raw.githubusercontent.com/davidmonterocrespo24/velxio/master/docs/img1.png
Velxio is a free, open-source multi-board emulator for 19 boards with 5 CPU architectures. It runs in the browser with real CPU emulation and 48+ interactive components.

Slovenia becomes first EU country to introduce fuel rationing

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Slovenia implements fuel rationing due to global energy disruptions, limiting private motorists to 50 litres per day and businesses to 200 litres. The move attracts 'fuel tourists' from Austria, where prices are higher, causing queues and shortages for locals.

Show HN: Twitch Roulette – Find live streamers who need views the most

Discover Twitch streamers with little to no viewers and make their day

Last gasps of the rent seeking class?

The US economy has been built on rent-extraction, but human-level AI may disrupt this by making services more efficient and free. The Chinese are leading the open-source model development, which could lead to a shift towards AI as a public utility.

OpenBSD on Motorola 88000 Processors

http://miod.online.fr/software/openbsd/stories/t_MVME180.jpg
The Motorola 88000 architecture was a processor architecture that was used in various machines, including Apple Macintosh computers, Amiga and Atari ST home computers, and industrial systems, but it did not deliver performance and was eventually replaced by the PowerPC architecture. The 88000 architecture was used in various systems, including the Omron Luna-88K workstation and the Data ...

Iran-linked hackers have breached FBI director's personal emails

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Iranian hackers accessed FBI Director Kash Patel's personal email, posting photos and documents. The breach appears to be personal, including family photos and apartment search details, rather than a compromise of FBI systems.

Show HN: Forkrun – NUMA-aware shell parallelizer (50×–400× faster than parallel)

https://opengraph.githubassets.com/59c744b89d0b6b69af3a1a0d9180ea5d57e0735e417585f9e0aed3ceded13fa3/jkool702/forkrun
forkrun is a self-tuning, drop-in replacement for GNU Parallel that accelerates shell-based data preparation by 50×–400× on modern CPUs and scales linearly on NUMA architectures. It operates completely differently, using a pipeline with four stages to preserve physical locality and minimize IPC overhead.

Should QA exist?

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The author discusses the role of quality assurance (QA) in engineering organizations, arguing that while QA can be valuable, it often slows down engineering velocity and creates handoff problems, and suggests that engineering should own quality with QA as experts. The author proposes redefining the QA role as "Automated Verification Engineers" who focus on making the developer pipeline great ...

Hong Kong police can now demand phone passwords under new security rules

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Hong Kong police can now force device unlock with no warrant, risking jail for refusal. Those who refuse to comply or provide fake credentials face up to three years in jail.

Agents of Chaos

https://agentsofchaos.baulab.info/image_assets/setup/agents_owners_non.png
Researchers studied AI agents in a live lab environment, interacting with 20 researchers over 2 weeks. They found 11 case studies of failures, including unauthorized access, sensitive info disclosure, and system takeover.

Agent-to-agent pair programming

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Researchers created a multi-agent workflow with Claude and Codex, mimicking human collaboration. They built a CLI called loop to enable agents to interact and provide faster, more natural feedback.

Telnyx package compromised on PyPI

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Unauthorized Telnyx Python SDK versions 4.87.1 and 4.87.2 with malicious code were published to PyPI on March 27, 2026. The Telnyx platform and infrastructure were not compromised, but users who installed the package between 03:51 and 10:13 UTC may be affected.

Researchers find 3,500-year-old loom that reveals textile revolution

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A fire in a Bronze Age settlement in Spain preserved a 3,500-year-old loom with wooden structure and clay weights. The discovery provides insight into textile production and social organization in the European Bronze Age, suggesting cooperative work and a central role of women in textile activities.

Colorado House passes bill to limit surveillance pricing and wage setting

https://coloradonewsline.com/wp-content/uploads/2024/02/051121_airport_concourse_gates-1536x1024.jpg
Colorado lawmakers passed a bill to ban companies from using personal data to set individualized prices on products. The bill would make surveillance pricing a deceptive trade practice enforceable by the attorney general.

The European AllSky7 fireball network

The AllSky7 network uses seven highly sensitive cameras to record meteors and fireballs 24/7, covering the full sky with a limiting magnitude of 4 mag. The network's software allows for automatic analysis and sorting of false detections, and data is shared with the public under certain conditions.

I am leaving the AI party after one drink

User is concerned about AI hype and its impact on software development and personal growth. They tried using AI tool Claude Code but quit after two weeks due to concerns about losing creativity and craftsmanship.

Back to FreeBSD – Part 2 – Jails

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Ninja is a small build system with a focus on speed

https://opengraph.githubassets.com/c2c61fd09dc5fb3e9eb1cc4980ddcc25a2ab42c0821ad972daf99a77aea1c6ba/ninja-build/ninja
Ninja binaries are available on GitHub for Linux, Mac, and Windows. To use Ninja, run ./ninja -h for help or copy misc/ files for features like Bash completion.

Why are executives enamored with AI, but ICs aren't?

Executives see AI as a non-deterministic tool that fits their worldview, while individual contributors view it as introducing non-determinism into their deterministic tasks. This divide stems from executives' experience with non-deterministic systems and ICs' focus on precise, reliable output.

Apple says no one using Lockdown Mode has been hacked with spyware

https://techcrunch.com/wp-content/uploads/2022/07/lockdown-mode.jpg?w=680
Apple claims Lockdown Mode prevents successful mercenary spyware attacks on its devices. Experts agree that Lockdown Mode makes it harder for spyware makers to target Apple users, but it's possible some attacks may have been missed.

A Primer on Long-Duration Life Support

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A Mars mission requires reliable life support systems for air, water, food, and waste recycling, as well as medical facilities and fire safety measures, all while managing limited space and resources. The crew's health and well-being depend on solving complex technical challenges, including water recovery, food storage, and laundry, which are crucial for a successful and sustainable mission to Mars.

The Future of SCIP

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Sourcegraph is transitioning SCIP, a language-agnostic protocol, to an independent project with open governance. A Core Steering Committee, including Uber and Meta engineers, will guide SCIP's future development.

Claude loses its >99% uptime in Q1 2026

claude is officially at one nine of uptime

Day 1 of ARC-AGI-3

https://image.mux.com/r1zApImrqkhoRrhuZU331BE7I5RrfNYYwasmB1pl02Z8/thumbnail.webp?width=912&height=1150
Agentica SDK achieves 36.08% on ARC-AGI-3, outperforming CoT baselines with lower cost. It passes 113 levels and completes 7 games, available on GitHub.

Netflix raises prices for every subscription tier by up to 12.5 percent

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Netflix raised its prices with the ad-supported plan now costing $9/month, up from $8, and the Standard plan now $20/month, up from $18. The price hike is due to improvements in content and features, with Netflix citing its $11 billion 2025 net income as justification.

Telnyx package compromised on PyPI

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TeamPCP is a supply chain attacker compromising multiple ecosystems with stolen credentials, pushing malicious versions of security tools. The pattern involves stealing credentials, pushing malware, collecting data, and repeating.

Some uncomfortable truths about AI coding agents

The user argues that LLM-based AI coding agents have no place in generating production code due to skill atrophy, artificially low cost, prompt injections, and copyright/licensing issues. They believe it's best to let humans write most or all of the code to avoid these problems and potential catastrophic consequences.

Consider the Greenland Shark (2020)

https://www.lrb.co.uk/storage/social_image/images/8/6/6/0/20930668-1-eng-GB/Rundell-Web.jpg
Greenland sharks are the planet's longest-lived vertebrates, with some estimated to be between 272 and 512 years old, and have been swimming silently through the northern seas for thousands of years. Despite their slow metabolism and unpleasant appearance, these sharks are a symbol of hope and endurance, and will likely outlast human civilizations and witness future transformations on Earth.

Author of Red Mars calls 'bullshit' on emigrating to the planet

https://images.newscientist.com/wp-content/uploads/2026/03/23145152/sei290668427.jpg
Kim Stanley Robinson wrote Red Mars between 1989 and 1991, and now in 2026, readers can see discrepancies between the book's predictions and reality. The novel remains a valuable window into the past, offering a glimpse of what people in that era thought the future might hold.

Vibe-Coded Ext4 for OpenBSD

OpenBSD rejected a patch for the ext4 filesystem generated by a large language model due to copyright concerns and the unclear ownership of the generated code. The discussion highlights the need for a clear understanding of copyright law regarding AI-generated code and the potential risks of using such code in open-source projects.

About the Atmosphere

https://s0.wp.com/_si/?t=eyJpbWciOiJodHRwczpcL1wvaTAud3AuY29tXC90b25pLm9yZ1wvd3AtY29udGVudFwvdXBsb2Fkc1wvMjAyNFwvMDNcL3Rvbmktcy0zX3Vwc2NheWxfMnhfcmVhbGVzcmdhbi14NHBsdXMtY3JvcC1vcHRpbS5wbmc_Zml0PTEzNzElMkMxMzcxJnNzbD0xIiwidHh0IjoiVG9uaS5vcmciLCJ0ZW1wbGF0ZSI6ImVkZ2UiLCJmb250IjoiIiwiYmxvZ19pZCI6MTQ1fQ.gqQJlHm6Wie3JCHq0bMiyhBmF6xab4IJeXfIFTz6Jj4MQ
ATmosphereConf 2026 is a gathering of developers and entrepreneurs building a free and open online ecosystem. The Atmosphere is a thriving ecosystem of over a thousand interoperable social apps and services running on the AT Protocol.

Observations from carbon dioxide monitoring

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The user has been monitoring carbon dioxide levels to estimate risk during the COVID-19 pandemic and found patterns that help determine safe indoor spaces. They recommend checking for open windows or doors, good ventilation, and low crowd density to minimize risk, and wearing a mask in crowded or poorly ventilated areas.

Ohm's Peg-to-WASM Compiler

https://avatars.githubusercontent.com/u/17293?v=4
Ohm v18 is a major update that significantly improves performance by compiling grammars to WebAssembly and using region-based memory management. It also optimizes space skipping, memoization, and rule application.

Capability-Based Security for Redox: Namespace and CWD as Capabilities

https://www.redox-os.org/img/nlnet-cap-nsmgr-cwd/before.png
Ibuki Omatsu is working on "Capability-based security for Redox" funded by NGI Zero Commons and NLnet. He reimplemented namespace management and CWD management using capabilities, simplifying the kernel and improving security and stability.

We broke 92% of SHA-256 – you should start to migrate from it

https://stateofutopia.com/papers/2/breaking-sha-256.png
Researchers at dataplay.ai broke 92% of SHA-256 across 64 rounds, a new metric, and expect SHA-256 to fall to collision attacks soon. They recommend migrating to different hash families and are making their research available for others to reproduce.

Interview: Nobonoko, Master of the Minimal Sequencer

https://fi-le.net/nobo/beepbox.png
The user discusses the music of nobonoko, a contemporary artist who creates music using the simple BeepBox-like software, and contrasts it with the commercial music industry where artists like Bad Bunny are successful due to their topical politics rather than their musical skill. The user interviews nobonoko, who reveals his influences, creative process, and DIY approach to music and art, and ...

Byte Magazine Archive 1975 to 1995

https://www.worldradiohistory.com/Archive-Byte/Besto%20fo.jpg
Byte magazine was an early microcomputer magazine, influential in the late 1970s and throughout the 1980s because of its wide-ranging editorial coverage. Byte started in 1975, shortly after the first personal computers appeared as kits which were advertised in the back of electronics magazines. Best of Byte 1977 Compendium Over 300 pages of articles from the first three years of Byte

The Failure of the Thermodynamics of Computation (2010)

https://sites.pitt.edu/~jdnorton/Goodies/Idealization/A_block.gif
The thermodynamics of computation is flawed due to inconsistent idealizations, particularly the selective ignoring of thermal fluctuations. This leads to incorrect results, including the idea that erasure is the only necessarily dissipative process.

Randomness on Apple Platforms (2024)

The user explores various random number generation APIs on Apple platforms, including rand(3), arc4random(3), getentropy(2), CCRandomGenerateBytes, and SecRandomCopyBytes, to determine the best approach for different use cases. The user concludes that for non-security-critical use cases, a custom RNG seeded with getentropy(2) is sufficient, while for security-critical workloads, ...

Show HN: Open-Source Animal Crossing–Style UI for Claude Code Agents

https://raw.githubusercontent.com/outworked/outworked/v0.3.0/build/icon.png
Outworked is a desktop app that turns Claude into a team of AI employees. It allows users to hire agents, assign roles, and watch them work on tasks such as coding, web interaction, and message sending.

Nematophagous Fungus

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Nematophagous fungi are carnivorous fungi that trap and digest nematodes using various methods. Over 700 species exist, with some using glue traps, rings, or toxins to catch their prey.

Rank the 50 best Apple products

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We will use a modified ELO algorithm to rank Apple products. Users will vote on paired options to contribute to the overall community rankings.

HandyMKV for MakeMKV and HandBrake Automation

https://raw.githubusercontent.com/dmars8047/handymkv/develop/doc/handymkv_process_in_progress.png
HandyMKV automates the process of ripping discs using MakeMKV and encoding with HandBrake, saving time and effort. It supports concurrent execution, flexible encoding options, and automations for post-processing tasks.

Browser-based SFX synthesizer using WASM/Zig

https://knell.medieval.software/icon-192.png
Browser-based sound effect synthesizer. Design game SFX with oscillators, FM synthesis, distortion, filters, and reverb. No install required.

Anthropic is preparing to release new models – Mythos and Capybara

https://m1astra-mythos.pages.dev/assets/boulder.png
v1 Mythos v2 Capybara

Go Naming Conventions: A Practical Guide

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The Go programming language has strict naming conventions for identifiers, packages, and functions to ensure code readability and consistency, including using camelCase for unexported identifiers and PascalCase for exported ones. Following these conventions, such as avoiding non-ASCII letters and not repeating package names in function names, can make code more predictable and easier to ...

Don't Wait for Claude

https://jeapostrophe.github.io/tech/jc-workflow/screenshot.png
The user describes optimizing Claude Code sessions, but the bottleneck is the 7-minute wait time between sessions, not Claude's throughput. The solution is to externalize state by writing down corrections and instructions, making it easier to manage multiple sessions and increase productivity.

Rising Air-Conditioning Use Intensifies Global Warming

https://media.springernature.com/w215h120/springer-static/image/art%3A10.1038%2Fs41467-024-52028-8/MediaObjects/41467_2024_52028_Fig1_HTML.png
Global warming and socio-economic development are driving a surge in air-conditioning use, which emits large quantities of greenhouse gases, exacerbating climate change. The study quantifies global AC-related GHGs and warming impact under five climate scenarios, highlighting the need for a rapid low-carbon cooling transition.

Was the Iran War Caused by AI Psychosis?

https://houseofsaud.com/wp-content/uploads/2026/03/tomahawk-missile-launch-ai-targeting-iran-2026.jpg
Operation Epic Fury's AI-powered planning failed due to AI sycophancy, where models aligned with planners' biases. The AI's flawed outputs led to a disastrous war in Iran, with 13 US deaths, 200 wounded, and oil prices surging to $120 a barrel.

SimpleX Chat

https://simplex.chat/img/design_3/socials/linux.png
For your security and privacy, servers can't see your messages and who you talk to. Learn more about SimpleX messaging SimpleX is created on the belief that you must own your profiles, contacts and communities. A decentralized network nobody owns lets you connect with people and share ideas, to be free and secure in your network. Why we are building it

Telnyx Python SDK: Supply Chain Security Notice

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Unauthorized Telnyx Python SDK versions 4.87.1 and 4.87.2 with malicious code were published to PyPI on March 27, 2026. The Telnyx platform and infrastructure were not compromised, but users who installed the package between 03:51 and 10:13 UTC may be affected.

Fibonacci's Composed Fractions

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Fibonacci's Liber Abaci introduced Hindu-Arabic numerals to Italy, explaining arithmetic and business problems using a positional number system. The book's composed fractions notation, used for mixed radix quantities, was influential but eventually replaced by decimal fractions.

TurboQuant: Building a Sub-Byte KV Cache Quantizer from Paper to Production

A team developed a TurboQuant (TQ) algorithm to improve the efficiency of large language models (LLMs) by compressing their key-value (KV) cache memory, which was previously the main constraint on consumer hardware. They successfully integrated TQ into a vLLM deployment, achieving an 88% increase in KV cache capacity and enabling the model to serve 280K tokens with zero latency added to the ...

Apple pulls the plug on its high-priced, oft-neglected Mac Pro desktop

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Apple has discontinued the Mac Pro tower, with no plans to make another one, citing the shift to Apple Silicon and changing market needs. The Mac Pro's demise marks the end of a line that began with the Power Mac tower in the late 1990s.

I Built an Open-World Engine for the N64