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  • 01
    Forking-Sequences — Part II: Multi-Horizon Forecast Ensembling with Reduced Volatility
    Based on: Potosnak, W., Wolff, M., Cao, M., Ma, R., Konstantinova, T., Efimov, D., Mahoney, M.W., Oreshkin, B., & Olivares, K.G. "Forking-Sequences: Statistically and Computationally Efficient Multi-Horizon Forecasting with Reduced Volatility." Transactions on Machine Learning Research, 2026. (Disclaimer: Code implementation not used in the paper; not affiliated with Amazon — provided as a reference for forking-sequences and forecast ensembling) TL;DR Ensembling, nearly for free. Forking-sequencWilla Potosnak
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    Bitcoin (BTC)
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    Ethereum (ETH)
    价格:$2733.44 · 24h 涨跌:1.75361% · 市值:$333764179284
  • 031840.7亿
    Tether (USDT)
    价格:$0.999882 · 24h 涨跌:2e-05% · 市值:$184065703678
  • 041059.9亿
    BNB (BNB)
    价格:$796.07 · 24h 涨跌:1.07007% · 市值:$105988472555
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    XRP (XRP)
    价格:$1.52 · 24h 涨跌:2.26269% · 市值:$95921642495
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    USDC (USDC)
    价格:$0.999955 · 24h 涨跌:-0.00515% · 市值:$74123117417
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    Solana (SOL)
    价格:$121.96 · 24h 涨跌:1.89064% · 市值:$71749608696
  • 08319.0亿
    TRON (TRX)
    价格:$0.335854 · 24h 涨跌:0.12494% · 市值:$31900891013
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    Figure Heloc (FIGR_HELOC)
    价格:$1.07 · 24h 涨跌:0.11029% · 市值:$25112322544
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    Zcash (ZEC)
    价格:$1357.56 · 24h 涨跌:4.65654% · 市值:$23042456243
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    价格:$90.47 · 24h 涨跌:1.16129% · 市值:$20138741229
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    价格:$14.3 · 24h 涨跌:1.38482% · 市值:$10692547008
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    价格:$546.75 · 24h 涨跌:-1.72133% · 市值:$10284387619
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    价格:$86.05 · 24h 涨跌:2.12077% · 市值:$10228911270
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    价格:$0.999951 · 24h 涨跌:0.00777% · 市值:$9972429621
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    价格:$0.263085 · 24h 涨跌:7.72208% · 市值:$9871139421
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    价格:$8.98 · 24h 涨跌:-0.10206% · 市值:$8262639703
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    Stellar (XLM)
    价格:$0.223362 · 24h 涨跌:3.55155% · 市值:$7831655553
  • 0126.1亿
    hashbrown
    排名:1 · 版本:0.17.1 · A Rust port of Google's SwissTable hash map · 累计下载:2,609,530,468 · 近期下载:713,444,011
  • 0225.6亿
    syn
    排名:2 · 版本:3.0.6 · Parser for Rust source code · 累计下载:2,559,108,111 · 近期下载:660,573,496
  • 0321.6亿
    getrandom
    排名:3 · 版本:0.4.3 · A small cross-platform library for retrieving random data from system source · 累计下载:2,158,552,392 · 近期下载:617,950,624
  • 0419.5亿
    bitflags
    排名:4 · 版本:2.13.2 · A macro to generate structures which behave like bitflags. · 累计下载:1,953,915,776 · 近期下载:465,198,750
  • 0518.5亿
    rand_core
    排名:5 · 版本:0.1.1 · Core random number generator traits and tools for implementation. · 累计下载:1,847,391,282 · 近期下载:474,239,712
  • 0618.3亿
    rand
    排名:6 · 版本:0.10.3 · Random number generators and other randomness functionality. · 累计下载:1,829,998,783 · 近期下载:482,904,705
  • 0717.2亿
    libc
    排名:7 · 版本:0.2.190 · Raw FFI bindings to platform libraries like libc. · 累计下载:1,720,867,669 · 近期下载:392,508,002
  • 0817.1亿
    quote
    排名:8 · 版本:1.0.47 · Quasi-quoting macro quote!(...) · 累计下载:1,708,567,920 · 近期下载:399,372,185
  • 0917.0亿
    proc-macro2
    排名:9 · 版本:1.0.107 · A substitute implementation of the compiler's `proc_macro` API to decouple token-based libraries from the procedural macro use case. · 累计下载:1,701,947,478 · 近期下载:387,164,009
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    base64
    排名:10 · 版本:0.23.1 · encodes and decodes base64 as bytes or utf8 · 累计下载:1,666,545,944 · 近期下载:363,589,679
  • 1116.7亿
    windows-sys
    排名:11 · 版本:0.61.2 · Rust for Windows · 累计下载:1,665,028,065 · 近期下载:440,469,629
  • 1216.3亿
    indexmap
    排名:12 · 版本:2.14.2 · A hash table with consistent order and fast iteration. · 累计下载:1,632,012,761 · 近期下载:387,053,219
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    itertools
    排名:13 · 版本:0.15.0 · Extra iterator adaptors, iterator methods, free functions, and macros. · 累计下载:1,592,592,595 · 近期下载:360,150,076
  • 1415.6亿
    thiserror-impl
    排名:14 · 版本:2.0.21 · Implementation detail of the `thiserror` crate · 累计下载:1,562,219,032 · 近期下载:401,598,902
  • 1515.6亿
    thiserror
    排名:15 · 版本:2.0.21 · derive(Error) · 累计下载:1,562,035,813 · 近期下载:401,651,786
  • 1615.2亿
    cfg-if
    排名:16 · 版本:1.0.5 · A macro to ergonomically define an item depending on a large number of #[cfg] parameters. Structured like an if-else chain, the first matching branch is the item that gets emitted. · 累计下载:1,520,298,429 · 近期下载:346,392,032
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    regex-syntax
    排名:17 · 版本:0.8.11 · A regular expression parser. · 累计下载:1,510,966,725 · 近期下载:301,110,266
  • 1815.0亿
    memchr
    排名:18 · 版本:2.8.3 · Provides extremely fast (uses SIMD on x86_64, aarch64 and wasm32) routines for 1, 2 or 3 byte search and single substring search. · 累计下载:1,500,546,889 · 近期下载:384,326,908
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    serde
    排名:19 · 版本:1.0.229 · A generic serialization/deserialization framework · 累计下载:1,479,908,644 · 近期下载:342,069,264
  • 2014.6亿
    unicode-ident
    排名:20 · 版本:1.0.26 · Determine whether characters have the XID_Start or XID_Continue properties according to Unicode Standard Annex #31 · 累计下载:1,458,341,598 · 近期下载:358,628,839
  • 01
    OpenMote
    An Arduino-compatible controller for makers
  • 02205
    Patternflow
    An Open-Source LED Synthesizer. Play Light With Your Fingertips.
  • 03354
    Openterface KeyMod
    Pocket USB multi-tool bridge for tech, professionals, and gaming
  • 04
    wafer.space GF180MCU Run 3
    Fabricate 1,000 chips of your own design
  • 05281
    Firehat
    A compact FireWire DV capture HAT for single-board computers
  • 06226
    ZerokeyUSB
    A portable password manager for secure, cloud-free credential storage
  • 071914
    I²CDriver
    An easy-to-use tool for controlling I²C devices
  • 082624
    SPIDriver
    A better SPI adapter
  • 09
    SPIDriver Quattro
    A USB-to-SPI and quad-SPI interface with a built-in display and power monitoring
  • 10582
    TermDriver 2
    A better USB-to-serial adapter with a built-in screen
  • 11230
    Gameduino 3X Dazzler
    An Arduino shield with a GPU, FPGA, HDMI, and Python support for gaming and audiovisuals
  • 12
    I²CMini
    A tiny USB to I²C bridge that is compatible with I²CDriver
  • 13
    Conduit-FPGA
    An open FPGA integration platform featuring the SYZYGY standard
  • 14
    Songbird
    Empower your creativity with this flexible handheld audio device designed for artists, musicians, and makers
  • 15
    Grapple Probe
    A debug probe that keeps the magic smoke where it belongs
  • 16646
    TinyNES
    Classic NES games on open source hardware that fits in the palm of your hand
  • 17
    DiceKeys
    Security keys you create by rolling dice
  • 18729
    LimeSDR
    Flexible, next-generation, open source software-defined radio
  • 191131
    Watchy
    A fully open source & customizable E-Ink watch
  • 20119
    USB VSense
    A super compact, easy-to-read voltage indicator for diagnosing USB power
  • 01
    Let’s Use the Emergent CSS random() Function in all the Browsers
    The journey to create a polyfill for the upcoming CSS random() function that works in all browsers. Let’s Use the Emergent CSS random() Function in all the Browsers originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.Lee Meyer
  • 02
    What’s !important #18: <geolocation>, Syntax ::highlight()ing, named-feature(), and More
    Well, that’s a wrap. No, not a flex-wrap, but rather today marks a new day, week, month, season, aaaand new edition of What’s important (#18), bringing you the best content that developers have produced over the last couple of weeks or so. What’s !important #18: <geolocation>, Syntax ::highlight()ing, named-feature(), and More originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.Daniel Schwarz
  • 03
    Creating Web Widgets Using the Document Picture-in-Picture API
    The general idea is that we create a Document Picture-in-Picture window (DPIP window), and then we put HTML, CSS, and JavaScript into it. Creating Web Widgets Using the Document Picture-in-Picture API originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.Daniel Schwarz
  • 04
    animation-trigger
    The CSS animation-trigger property allows you to delay the start of a CSS animation until a specific trigger occurs. animation-trigger originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.Saleh Mubashar
  • 05
    MicroLighter: Syntax Highlighter
    Syntax highlighting for code blocks without the complicated markup, spans, classes, and bloated JavaScript, courtesy of Uncle Dave. MicroLighter: Syntax Highlighter originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.Geoff Graham
  • 06
    WordPress PHP-Only Block Registration
    Seven and half years after blocks arrived in Core, WordPress introduces a way to build blocks without React annd build pipelines. All you need is PHP. WordPress PHP-Only Block Registration originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.Fränk Klein
  • 07
    Resolved: CSS Class Prefix Selector
    A newly resolved proposal would allow us to select classes that are a prefix for variations with a wildcard, like .prefix-* . Resolved: CSS Class Prefix Selector originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.Geoff Graham
  • 08
    CSS Navigation Matching, Early Days
    Apply a style when someone navigates from one specific page to another. The idea being it'd make the sources for cross-document view transitions declarative in CSS rather than managing that stuff in JavaScript. CSS Navigation Matching, Early Days originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.Geoff Graham
  • 09
    WordPress.com Student Plan
    As someone who teaches beginning web development, I find that building a WordPress site makes for a great final project. Hosting those projects has always been a roadblock though. WordPress.com Student Plan originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.Geoff Graham
  • 10
    Dark mode toggles: two states are enough
    Lea's pushing back on light/dark mode implementations that display three state options for visitors: light, dark, and system. Dark mode toggles: two states are enough originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.Geoff Graham
  • 11
    What’s !important #17: Custom Highlight API, CSS Navigation Matching, Fixing text-stroke, and More
    Plus, how to style skeleton UIs, how to enable diagonal scrolling, how images can overflow themselves, and yet, still more. Basically, how to do a lot of really cool (CSS) stuff. What’s !important #17: Custom Highlight API, CSS Navigation Matching, Fixing text-stroke, and More originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.Daniel Schwarz
  • 12
    Blocked aria-hidden: The Warning is Right, and Every Fix You’ve Found is Wrong
    The warning is correct. And the recommended fixes you've probably seen are wrong. Here's what you can do instead to properly fix the issue. Blocked aria-hidden: The Warning is Right, and Every Fix You’ve Found is Wrong originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.Durgesh Rajubhai Pawar
  • 13
    Animating CSS border-image
    Border images are an overlooked feature. One neat fact is that border image slices can run across entire borders on an element, and animating it creates beautiful effects. Animating CSS border-image originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.Preethi
  • 14
    SmashingConf Freiburg 2026, September 7-10
    Smashing Magazine’s in-person conferences are back and returning to the wonderful city of Freiburg next month, September 7–10. SmashingConf Freiburg 2026, September 7-10 originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.Geoff Graham
  • 15
    Using and Styling the Dialog Element
    There's a lot of nuance to the <dialog> element, a seemingly little piece of web architecture. I've got some notes from digging into it. Using and Styling the Dialog Element originally handwritten and published with love on CSS-Tricks . You should really get the newsletter as well.Geoff Graham
3小时前更新
  • 01
    Replace basic voice typing with context-aware dictation for just $59.99
    This AI-powered dictation app turns natural speech into polished writing on Mac, iPhone and more. Save on lifetime access to Contextli. (via Cult of Mac - Your source for the latest Apple news, rumors, analysis, reviews, how-tos and deals. )Cult of Mac Deals
  • 02
    iPhone X is officially obsolete after changing Apple forever
    Apple marked the iconic iPhone X as obsolete, ending official hardware support for the device that reshaped the iPhone lineup. (via Cult of Mac - Your source for the latest Apple news, rumors, analysis, reviews, how-tos and deals. )Rajesh Pandey
  • 03
    Skip the subscription: Edit, sign and convert PDFs, just $19.99 for life
    Cross-platform PDF editor IndyPDF packs editing, converting, signing, OCR and encryption into one app for Mac, iPhone, Windows and Android. (via Cult of Mac - Your source for the latest Apple news, rumors, analysis, reviews, how-tos and deals. )Cult of Mac Deals
  • 04
    iPhone 18 could bring Pro-level features to Apple’s base model
    New reports point to a major iPhone 18 RAM upgrade, plus a smaller Dynamic Island once rumored for the Pro models. (via Cult of Mac - Your source for the latest Apple news, rumors, analysis, reviews, how-tos and deals. )Anurag Chawake
  • 05
    Today in Apple history: Power Mac G4 gets a mirrored redesign
    On August 13, 2002, Apple introduced the final redesign of its Power Mac G4, the Mirrored Drive Doors model. A flap over fan noise ensued. (via Cult of Mac - Your source for the latest Apple news, rumors, analysis, reviews, how-tos and deals. )Luke Dormehl
  • 06
    Apple TV gets big batch of classic movies you can stream at no extra cost
    Apple TV just beefed up its regular catalog of original content with a collection of classic movies for subscribers to enjoy. (via Cult of Mac - Your source for the latest Apple news, rumors, analysis, reviews, how-tos and deals. )Ed Hardy
  • 07
    Apple patent hints at an iPhone that knows when to leave you alone
    A newly filed Apple AI interruption patent shows how iPhones could learn when to nudge you and when to stay silent. (via Cult of Mac - Your source for the latest Apple news, rumors, analysis, reviews, how-tos and deals. )Anurag Chawake
  • 08
    Apple could spend big to give Siri AI better answers
    Apple reportedly wants to strike multi-year deals with publishers and pay them whenever Siri AI uses or displays their content. (via Cult of Mac - Your source for the latest Apple news, rumors, analysis, reviews, how-tos and deals. )Rajesh Pandey
  • 09
    Upgrade to Windows 11 Pro for just $10
    Why pay list price for Microsoft software? This Windows 11 sale allows you to upgrade your PC to Windows 11 Pro for just $9.97. (via Cult of Mac - Your source for the latest Apple news, rumors, analysis, reviews, how-tos and deals. )Cult of Mac Deals
  • 10
    Pixel Watch 5 adds a feature Apple Watch desperately needs
    People often accuse Google of stealing from Apple, but here's something Apple should pinch from its rival ASAP. (via Cult of Mac - Your source for the latest Apple news, rumors, analysis, reviews, how-tos and deals. )Lewis Wallace
  • 11
    7 mind-blowing Continuity features every Apple user should know
    Apple’s Continuity features flex the power of Apple’s hardware and software — and a lot of people don’t know everything they can do. (via Cult of Mac - Your source for the latest Apple news, rumors, analysis, reviews, how-tos and deals. )D. Griffin Jones
  • 12
    Grok Bot for iPhone and Mac lets AI agents do the work for you
    Grok Bot for iPhone and Mac is now in beta, giving subscribers AI agents that sign into apps and finish tasks without hand-holding. (via Cult of Mac - Your source for the latest Apple news, rumors, analysis, reviews, how-tos and deals. )Anurag Chawake
  • 13
    Apple Watch’s popular Modular face is getting a 9-color makeover
    New watchOS 27 Modular face colors turn up in beta code, with nine fresh shades expected for Apple Watch this fall. (via Cult of Mac - Your source for the latest Apple news, rumors, analysis, reviews, how-tos and deals. )Anurag Chawake
  • 14
    Today in Apple history: Apple’s war with IBM commences
    On August 12, 1981, IBM released the IBM Personal Computer. The first PC ignited a long-running tech rivalry between Apple and IBM. (via Cult of Mac - Your source for the latest Apple news, rumors, analysis, reviews, how-tos and deals. )Luke Dormehl
  • 15
    2026 iMac rumors: What to expect from Apple’s next all-in-one
    Rumors point to an M6 iMac arriving this fall with a faster chip and fresh colors but the familiar design. Here’s what we know so far. (via Cult of Mac - Your source for the latest Apple news, rumors, analysis, reviews, how-tos and deals. )Ed Hardy
  • 16
    Apple gives students more time to grab its Back to School deals
    Apple extended its 2026 Back to School promotion by nearly a month, giving students and teachers until September 24 to take advantage of its offers. (via Cult of Mac - Your source for the latest Apple news, rumors, analysis, reviews, how-tos and deals. )Rajesh Pandey
  • 17
    Apple faces fraud allegation over iCloud Private Relay failures
    A proposed class action lawsuit accuses Apple of fraud over iCloud Private Relay, saying the privacy feature didn’t shield users' identities. (via Cult of Mac - Your source for the latest Apple news, rumors, analysis, reviews, how-tos and deals. )Anurag Chawake
  • 18
    Mophie’s new multidevice folding travel charger is ready to go [Review] ★★★★☆
    The Mophie Roam 3-in-1 Travel Charger quickly charges your iPhone and other Apple devices, but with a trade-off. We go hands-on. (via Cult of Mac - Your source for the latest Apple news, rumors, analysis, reviews, how-tos and deals. )Ed Hardy
  • 19
    Host unlimited websites for life for just $150
    Money-saving deal on Hostdeal's Unlimited Plan lets you host unlimited websites with unlimited NVMe SSD storage and 54 free domains for life. (via Cult of Mac - Your source for the latest Apple news, rumors, analysis, reviews, how-tos and deals. )Cult of Mac Deals
  • 20
    Today in Apple history: MultiFinder brings multitasking to Mac
    On August 11, 1987, Macintosh System Software 5's MultiFinder feature allowed true multitasking with two apps on a Mac's screen at once. (via Cult of Mac - Your source for the latest Apple news, rumors, analysis, reviews, how-tos and deals. )D. Griffin Jones
  • 01
    Supabase is acquiring Turso
    Supabase is acquiring Turso to build database infrastructure for agentic AI, where agents spin up millions of databases on demand. Existing users see no immediate change: Supabase continues with Postgres and Turso continues developing its Rust-based SQLite platform, which can manage millions of on-demand databases on a single server. Turso founders Glauber Costa and Pekka Enberg join Supabase, with Costa leading the agentic infrastructure effort.
  • 02
    Practical Rust API Design
    A deep dive into designing ergonomic, hard-to-misuse Rust APIs through local reasoning. Covers encoding relationships in function signatures (lifetimes, borrows), being cautious with Deref coercion and implicit convenience, naming generics and impl Trait purposefully, extending ownership concepts beyond memory to file descriptors and lock guards, documenting unsafe fn vs unsafe block responsibilities, choosing between panics and Result/Option for error handling, and using #[non_exhaustive] enums
  • 03
    DESIGN.md vs. Design System MCP: Which Does What?
    Comparing DESIGN.md and design system MCP servers for feeding AI agents design context: DESIGN.md is a portable, model-agnostic Markdown file with token front matter and prose, useful for anyone outside the coded component stack, while an MCP server gives agents precise access to a component library's actual props, variants, and changelog for agents working inside that stack. The recommended setup is to make DESIGN.md the source of truth and have the MCP read from it, reducing duplicate Figma-ex
  • 04
    Git 3.0's upcoming SHA-256 default will be a costly mistake
    Git co-founder Scott Chacon argues that Git 3.0's plan to make SHA-256 the default content hashing algorithm, replacing SHA-1, will be an enormously costly migration for negligible real-world security benefit. He explains that SHA-1's known weaknesses enable theoretical collision attacks but not practical second-preimage attacks, and that Git's actual trust model has always rested on where you pull code from (e.g., GitHub authentication) rather than on hash strength. He details the practical fal
  • 05
    Windows 11 is failing as an operating system
    Windows 11 is criticized as failing at the core pillars of an operating system: hardware support, stability, application reliability, and user customization. Monthly updates have repeatedly broken features like remote desktop, USB audio, games, Office integration, and Microsoft accounts. Market share data shows Windows 11 growing slower than Windows 10 did, while Windows overall loses ground to macOS and Linux. The piece also criticizes bloatware, telemetry, forced ads, and Copilot integration,
  • 06
    Microsoft doubles down on Rust
    Microsoft has promoted Rust to Tier-1 language status internally, alongside C# and TypeScript, giving it a complete tool chain, Windows/Azure integration, and compliance with internal software lifecycle requirements. A key enabler is a new internal code generation back end called rustc_codegen_utc, which connects the Rust compiler to Microsoft's existing Visual C++ (MSVC) back end, the Universal Tuple Compiler (C2.DLL). This lets Rust code compile through the same mature, well-tested pipeline us
  • 07
    Stop using "any". Here's the alternative that changes absolutely nothing.
    You’ve seen it in every PR review: someone spots any in your TypeScript and drops a comment like you just committed a war crime. So you do the responsible thing — you replace it with unknown . Congratulations. Your code is now potentially safer, but you’ve also added type-narrowing boilerplate before you can actually use the value. Then comes the next “senior” move: Congrats. You’ve added generics and ceremony to a function that still doesn’t tell us anything about what data is supposed to be. A
  • 08
    New open-source browser Blanc has a different kind of UI
    Blanc is a new open-source browser built on Electron/Chromium that ditches the traditional always-visible tab strip and toolbar for a floating 'island' UI that expands to reveal tabs, address bar, search, and history. Developer Anthony J. Loria claims it uses a quarter of the RAM of Vivaldi or Chrome with six heavy tabs open. It includes built-in ad/tracker blocking (EasyList/EasyPrivacy), private browsing profiles, optional end-to-end encrypted sync, a Glance split-view feature, and even a buil
  • 09
    Nobody is Thinking Anymore
    An engineering leader argues that over-reliance on AI for coding, strategy, and decision-making is eroding human judgment and skill development. The piece contends that outsourcing thinking to LLMs, treating them as oracles rather than next-token predictors, leads to skill atrophy and a loss of accountability. It advocates for maintaining friction, routine practice, and personal struggle with problems as the source of earned judgment and taste, urging newcomers especially to build understanding
  • 10
    The birth of the Software Verification Engineer
    An emerging engineering role, the Software Verification Engineer, is proposed as the answer to a future where AI agents write all code and tests. Rather than reviewing line-by-line diffs, humans would review intent, impact, evidence, and unresolved issues, while engineers build the harnesses, environments, acceptance rules, and evidence formats that make agent-produced changes trustworthy. The piece argues code review as the primary acceptance mechanism is dying, that a good QA agent alone isn't
  • 11
    I’m Starting to Think Every Developer Should Build Their Own Internal Tools
    I’m Starting to Think Every Developer Should Build Their Own Internal Tools The small tools I build to solve my own problems are teaching me more about software development than another generic practice project ever could. There is a point in learning development where another tutorial project stops being as useful as building something you genuinely need. Practice projects have their place, especially when I am trying to understand a new language, framework, database, or programming concept, bu
  • 12
    containerd 1.7 Reaches End of Life: What Breaks on 2.x
    containerd 1.7 reaches end of life this month, and Kubernetes 1.36 has dropped support for containerd 1.x entirely, forcing clusters onto containerd 2.x. Testing containerd 1.7.36, 2.3.6, and 2.4.1 against the same node data found the upgrade gentler than the changelog implies: old version-2 configs still load (migrated in memory with a warning), and deprecated inline registry mirrors still work despite a removal deadline that has slipped from v2.1 to v2.7. The real break is schema 1 image pulls
  • 13
    Spring Boot JPA vs JDBC
    A benchmark comparing two identical small Spring Boot 4.1.1 apps on JDK 25, one using Spring Data JPA with Hibernate and the other using JdbcTemplate directly. The JdbcTemplate version used roughly 90 to 91 MiB less resident memory (about 38% less) and reached its first successful dashboard response in about half the time (3.9-4.2s vs 8.1-8.8s). The author argues Hibernate can be more machinery than small applications with simple data models need, though it acknowledges the test is limited to tw
  • 14
    Yes, no AI is now a feature
    The Document Foundation explains why LibreOffice 26.8 ships without any default AI features, laying out six principles that any AI integration must satisfy: user-controlled execution location, no unauthorized data transmission, no telemetry, no single-vendor dependence, ODF-format output, and full optionality including removability for administrators. Currently no available AI integration meets all these criteria, so none is enabled by default. Users who want AI can install third-party extension
  • 15
    Rails World 2026 Opening Keynote - DHH
    DHH's Rails World 2026 opening keynote frames AI coding agents (Opus 4.5, Kimi K2.5, Fable 5/Mythos, GPT-6 Astra, DeepSeek-4-1) as an inflection point comparable to the invention of photography, arguing that hand-written code is now economically obsolete for most programmers. He describes 37signals going 'pencils down' on manual coding, rewriting Hey as native apps with a Rust backend generated entirely by agents, and building his own OS (Omarchy), apps, and even this presentation's software usi
  • 01
    WorkOS
    My thanks to WorkOS for sponsoring this last week, once again, at DF. SSO is table stakes for enterprise deals, but building it into your app yourself means writing SAML controllers, parsing XML assertions, and handling IdP-specific quirks for each provider. Learn how SAML flows work, the tradeoffs between building or buying, and best practices for security, routing, and UX. Or, skip the hassle and add SSO with WorkOS . Read their developer’s guide to learn more — everything from how SSO works tJohn Gruber
  • 02
    Apple Confirms iPhone 18 Pro Max AT&T Cellular Issues, Affected Devices Require Hardware Replacement
    Chance Miller, 9to5Mac: In a statement to 9to5Mac, Apple said: We have identified an issue affecting a small number of iPhone 18 Pro Max users on the AT&T network that may cause a device to lose service and be unable to make calls. We released iOS 27.0.1 earlier this week and strongly encourage all iPhone 18 Pro Max users to update now, and are also issuing a carrier settings update today. These updates together are meant to help prevent this issue from occurring. The carrier settings update forJohn Gruber
  • 03
    ★ Apple Is Going to Further Tighten the Screws on Full Disk Access on MacOS, in Response to Agentic AI Apps Running Amok
    Hopefully Apple has in mind a solution to this situation that will still enable knowledgeable power users to confirm agreement to a sufficiently scary warning and put their Macs in a state similar to what we have today. I worry.John Gruber
  • 04
    Yankees Sweep Boston in Two Games, by Combined Score of 18-2
    In the 6th inning last night the Yankees were only ahead 2-0, and Red Sox first baseman and all-around jackass Willson Contreras hit a home run, closing it to 2-1. Contreras decided to walk around the bases . The baseball gods do not look kindly upon that sort of ostentatiously belligerent showboatery. (Especially when your team is still losing.) Contreras circled the bags after his dinger like a rooster letting you know he just banged a few hens — but at a slower pace. In the next inning, ContrJohn Gruber
  • 05
    [Sponsor] WorkOS: How SSO Works and the Fastest Way to Add It
    SSO is table stakes for enterprise deals, but building it into your app yourself means writing SAML controllers, parsing XML assertions, and handling IdP-specific quirks for each provider. Learn how SAML flows work, the tradeoffs between building or buying, and best practices for security, routing, and UX. Or skip the hassle and add SSO with WorkOS . Read the guide → ★Daring Fireball Department of Commerce
  • 06
    Gurman Reports Apple Is Launching New ‘Smart Home’ Products on October 13
    Mark Gurman, reporting for Bloomberg (gift link): Apple Inc. plans to make its long-delayed push into the smart-home market on Oct. 13, marking a critical product expansion for the company under new Chief Executive Officer John Ternus. At the center of the strategy is a smart-home hub code-named J490, according to people familiar with the matter. Apple also plans to announce the first update to the HomePod mini since that device’s 2020 debut and its first new TV set-top box since 2022. [...] TheJohn Gruber
  • 07
    Anthropic’s IPO Prospectus Is a Fucking Doozy
    Echo Wang, reporting for Reuters yesterday: Anthropic is making a massive bet that AI will transform the global economy more profoundly than ​industrialization, electricity and the internet, according to its IPO prospectus seen by Reuters. This is a strong clear lede, but even so it falls short of expressing the true magnitude of what Anthropic represents. To wit, not that “AI” as a field will prove more profoundly transformational than industrialization, electricity, and the Internet, but thatJohn Gruber
  • 08
    Follow-Up on my Spitballed Predictions for Apple’s October
    Regarding my post yesterday speculating on how Apple’s October — seemingly set to be a big one — might play out, a friend asked if any or all of the new stuff might be released through Apple Newsroom announcements only. Good question. Let’s run through the rumored new hardware products: Apple TV hardware: I’d love to say no, but the answer is yes. I could see this coming out as a simple announcement with new specs. I really want to see Apple double-down in this space, reinvigorate it. I think waJohn Gruber
  • 09
    Destroy Any Website
    Desktop only, and you definitely want sound on. ( Update: Now works great on mobile devices, too!) With things like this I always start with Kottke.org. No idea why, because it’s quite possibly the last site on the entire web I’d want to see actually destroyed. (Well, second-to-last.) ★John Gruber
  • 10
    Bastardica
    “A foundry for bastard web fonts.” The default is a version of Times New Roman but every 7th glyph is replaced with one from Arial, but you can dial up whatever bastardization you want. This is why I’m not at all worried about AI destroying the world. Look at the horrible things human beings have made. ★John Gruber
  • 11
    ‘When Did Google Get So F-Ing Weird?’
    Sancho Panza: I recently had an experience while doing a simple Google search that was so profoundly weird that it stopped me in my tracks. Kagi , the search engine I’ve been using for a few years now, gave me the exact sort of results to Panza’s query that he was looking for. ★John Gruber
  • 12
    Joanna Stern Pokes the Pickle
    If anyone could devise a funny way to measure battery life, it’s her. ★John Gruber
  • 13
    ‘Donald Decodes’ Interview Craig Federighi Regarding the iPhone Duo
    Apple executives seemingly did very few interviews after the iPhone event three weeks ago. The best, perhaps by far, is this 11-minute video with Craig Federighi by “Donald Decodes”, a Chinese language creator. His YouTube account only has 1,100 followers (and only had 500 at the time of the video) and only one other video — presumably he’s got a big following in China. Very insightful questions about the Duo user interface — and Federighi gives very thoughtful answers. The question (and answer)John Gruber
  • 14
    Why Stolen Device Protection Makes Passwords Safer
    Glenn Fleishman: Leaving Stolen Device Protection enabled does mean that you may have to wait an hour in some scenarios to manage aspects of your Apple Account, make changes to Face ID or Touch ID, change your device passcode, and a few other actions. But this minor inconvenience might assuage the kinds of concerns that Scott wrote in about, and make you more comfortable that your big basket of secret eggs won’t scramble. I put off enabling Stolen Device Protection for a while after it came out,John Gruber
  • 15
    Jeremy Stern’s Profile of Mark Zuckerberg for Colossus
    Jeremy Stern, in a massive and massively good profile of Mark Zuckerberg for Colossus: Unsure of my own ability to evaluate such things, I leave Meta HQ and spend another few days in Palo Alto and San Francisco ahead of my interview with Zuckerberg, seeking out a number of MSL’s competitors and investors who agree to speak to me on background. Many of them take pleasure in what they describe as the organizational “mess” of MSL, in the people there allegedly being motivated more by money than byJohn Gruber
  • 16
    Muse, Instagram, and VLC Lookalike Rip-Offs in the Mac App Store
    Jeff Johnson: In other words, Muse AI is a blatant copy of Muse from Meta, the latter of which is currently the #1 iOS App Store download in the United States. I don’t know where Muse AI ranks in the iOS App Store, but I do know that it’s currently the #20 Mac App Store download in the US. It wasn’t languishing in obscurity — it had risen to #20 in the Mac App Store. A lot of Mac users are very confused when they’re told that Mac apps are available but they’re not in the Mac App Store , so it’sJohn Gruber
  • 17
    ★ Spitballing Predictions for Apple’s October
    Apple, in my experience, sticks to a very predictable schedule for review units.John Gruber
  • 18
    Duo-Man
    Vidit Bhargava (developer of LookUp and Movie Buzz ): Duo-Man offers the complete walkman experience on the iPhone Duo. Open the Duo to pick and “insert” the cassette, Close the Duo to start listening. Yes, I actually recorded the button clicks and static noise from a real Walkman! More like this, please. ★John Gruber
  • 19
    Mux: Turn Your Video Into Context
    My thanks to Mux for sponsoring last week at DF. Video isn’t just something to stream; it’s structured data you build with. Mux Robots — hosted AI workflows — turns video into context. Generate chapters, find key moments, translate audio, and more, through one API call, with no model hosting to maintain. Each workflow is evaluated against real video, not generic benchmarks. Configure the workflows once, and every new upload runs automatically. Mux is video infrastructure trusted by Patreon, SubsJohn Gruber
  • 20
    Katie Notopoulos on Alexandr Wang’s ‘Faux-Hallmark Pap’
    Katie Notopoulos, in a short tweet thread regarding Alexandr Wang’s “Why We’re Building Muse” essay: This makes me feel insane! This is faux-hallmark pap and if you believe for 1 sec that he cares about helping people “spending more time with family” or “opening a bakery” you don’t need to wait for AI to kill us; you’re stupid enough to drown from looking up at the rain. My take is much closer to Notopoulos’s than to Manton Reece’s . I think it’s fascinating that Wang’s essay doesn’t sound at alJohn Gruber