Amazon saves millions by replacing Sonnet 4.6 with Strands Decider

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Amazon replaced Sonnet 4.6 with Strands Decider, a decision model that labels tickets at 98% less cost, saving millions of dollars in token costs annually. The new model uses a shorter prompt and returns a probability for each option plus confidence score, beating production Sonnet results on separate tests.

Queens Public library under ransomware attack e-borrowing suspended

Public computers at 7 NYC Library locations are temporarily unavailable due to an outage, but book borrowing and returns remain possible. Renewals are currently not available during this time.

Claude Fable 5.2 and Mythos 5.2

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Claude Fable 5.2 and Mythos 5.2 models have improved capabilities in coding, reasoning, and vision, with strong cybersecurity and biology safeguards to prevent misuse. These models are suitable for ambitious technical work and can be used for various applications such as robotics evaluations, hardware engineering, and scientific research.

USPS now offers official ZIP Code boundary polygons

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USPS ZIP Code Boundaries provides accurate national map data for industries like mapping, logistics, and real estate. It helps correct existing data as changes occur and serves as a proxy for delivery location groupings.

Fossil CO2 emissions decrease by 0.4% in 2026

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Global carbon emissions from fossil fuels are projected to decrease by 0.4% in 2026, driven by solar and wind power growth. However, total CO2 emissions will still reach 43.3 billion tonnes due to land-use change increases.

Your TV can see through walls

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A person used an Ettus USRP B200 to record a digital TV signal, detecting motion by analyzing the signal's waterfall display. The speed of the person was estimated to be approximately 4.6 km/h after calculating the gap between stripes in the waterfall display.

Fireworks AI security breach impacts Notion and their customers

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Notion has discovered a potential security incident with Fireworks AI, affecting less than 1% of workspaces. Affected users can review and secure their data through the Notion desktop app or web browser.

Locating the source of a mysterious beep

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A user created Beep Locator, a software system to triangulate the source of an intermittent beep in their box room using multiple devices. The system uses WebSockets and WebAudio to analyze audio from devices connected via QR code or URL, allowing users to mark beeps on a map and confirm their location.

Billion Watts in the Speaker [video]

How hard is it to check for whitespace?

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The article discusses the complexity of checking for whitespace characters in source code, highlighting differences between Java, Python, and JavaScript runtimes. A perfect hash function is used to efficiently check for whitespace according to each runtime's definition.

Payments Canada announces launch of Canada's Real-Time Rail (RTR) payment system

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Payments Canada launched the Real-Time Rail, a national payment system enabling instant speed and settlement in real-time. The RTR will transform day-to-day payments for Canadian businesses and consumers with greater visibility and control over cash.

E-means: Outperforming k-means in one-tenth the epochs

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e-means outperforms Lloyd's algorithm in k-means clustering by achieving lower test loss and faster training times, with a 10-45x speedup on GPU and 8-15x speedup on CPU. e-means uses exponential moving averages to update centroids, which provides better initialization and dead-cluster revival strategies compared to traditional mini-batch methods.

Foldable Flight: The Best Paper Airplanes

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X-01 Missile spirals as it flies and is ready to take down your next target! Vapor is one of the easiest planes on this website, and it flies really well!

AI usage generates a fragile codebase

https://www.evanxmerz.com/images/ai-codebases-are-a-house-of-cards.jpg
The author was laid off from Meta due to their resistance to adopting AI/LLMs as coding tools, but now they're employed at another company where AI-generated code is the norm. They argue that relying on AI for large-scale SaaS development leads to fragile and brittle codebases.

Horible public key tricks

The user is creating a protest certificate for a public website, embedding a message in the public key by modifying the base64 encoding of the modulus. This reduces entropy in the private key but still provides security through forward secrecy offered by modern TLS.

Ultorg: The User Interface for Relational Databases

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Ultorg is a spreadsheet-like UI for relational databases, allowing users to query and edit data without writing SQL or custom CRUD apps. It provides a visual interface for navigating database tables and relationships, offering features like joins, sorting, filters, and formulas.

ClickHouse Acquires Xata

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Xata is joining ClickHouse to bring agentic capabilities to ClickHouse Managed Postgres, combining high-performance production workloads with Xata's instant database provisioning and branching. This integration will enable seamless migration of Xata customers to ClickHouse Managed Postgres in the future.

'C:\> FORMAT C:' – relax, it's just a screen saver

Leave your Mac alone for a few minutes and it becomes a 1990s PC: an AWARD BIOS counts through 32 MB of RAM, a VGA prompt starts blinking, and then a ghost begins to type. It boots. It crashes. It dials. It lies convincingly. README.TXT Welcome, traveller. You have just discovered FakeDOS, a macOS screen saver that simulates a pixel-perfect DOS machine. And more. Leave your Mac alone for a ...

Semi-transparent, colored cadmium telluride photovoltaic panels in agrivoltaics

https://www.anthropocenemagazine.org/wp-content/uploads/2026/10/rose-colored-agrivoltaics.jpg
Researchers developed semi-transparent solar panels that allow plants to receive necessary wavelengths while generating electricity, potentially increasing crop yields and reducing land use. This innovative approach could help meet US electricity needs with minimal impact on agriculture.

What Constant Surveillance Is Doing to Children

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Formalizing CPython

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AI agents wrote 613,318 lines of Lean code to model Python's internals and found 418 bugs, including 55 that can crash the interpreter or corrupt memory. The project aims to formalize CPython using Lean and is open for contributions.

Show HN: Every satellite that passed over any place this week, and its photos

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Enter any place on Earth. See every satellite that passed over it this week, and the actual pictures they took.

A primer on GPUs and kernel optimization

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The author built a framework to support large language models, which they call Jam. The framework is designed to address issues with training-inference mismatch and precision handling in existing frameworks. After 10 months of learning and development, the framework is now ready for release.

The first 300-millimeter power silicon carbide (SiC) wafer

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Infineon successfully processed 300-millimeter silicon carbide wafers into functional power devices, showcasing its innovation strength in power semiconductors and wide-bandgap technologies. The company will present the first processed 300-millimeter SiC wafer at the electronica trade show starting November 10, 2026.

Google Gemini routes personal Drive files and emails to human annotators

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Google has quietly reversed its promise that personal content from Gmail, Docs, and Drive is not seen by human reviewers. Google now confirms that connected Drive/email is routed into human review pipelines without explicit tags.

CoreWeave bond yield tops 16% as AI credit stress rises

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Debt markets are warning AI data center builders of potential credit card hikes and limit increases due to new political landscape. Credit markets have been spooked by Democratic governors in key states, leading to rising interest rates and credit default swaps for companies like Nvidia and Coreweave.

Muse Ember: Our smallest, most efficient model

https://research.meta.ai/articles/muse-glint/hero/blog-header-light-v1.webp
Muse Ember is a model that helps agents with coding and agentic tasks by carrying out business workflows end-to-end, reading files, running tests, and making targeted fixes. It's available today on Muse Code and Meta Model API for $0.10 per million input tokens.

On Being an Engineer in 2026

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The author reflects on how AI agents are increasingly taking over tasks, but still acknowledges human leverage in certain areas. Despite the rise of AI, humans retain some unique abilities that cannot be fully replicated by machines.

Time for AVIF everywhere?

Google's system detected unusual traffic from your computer network, possibly due to malicious software or automated requests. Solving the CAPTCHA will allow you to continue using their services temporarily.

Never Gonna Print You Up

https://dixken.de/images/blog/prusa-crash-screen.jpg
A researcher found 23 vulnerabilities in Prusa's firmware, including a high-severity remote code execution (RCE) bug via Prusa Connect. The company validated and fixed the issues, releasing an advisory and source code on GitHub.