TILens Daily Edition 2026-10-11 Filters: github=hidden Stats: 253 articles, 27 sources, 2 research papers Top topics: General, JavaScript, Python ## News - AWS now lets customers sign up for AWS and pay invoices using ACH direct debit Source: aws-whats-new Topic: AWS URL: https://aws.amazon.com/about-aws/whats-new/2026/10/aws-sign-up-invoices-ach-direct-debit/ - Java - The Year of the Runtime! Source: inside-java Topic: Java URL: https://inside.java/2026/10/11/devoxxbelgium-runtime-year-keynote/ - Java - The Year of the Runtime! Source: inside-java Topic: Java URL: https://inside.java/2026/10/11/devoxxbelgium-runtime-year-keynite/ - Is your MT5 EA losing on its entries or its exits? A free report analyser Source: devto-javascript Topic: JavaScript URL: https://dev.to/hawkbtcommander/is-your-mt5-ea-losing-on-its-entries-or-its-exits-a-free-report-analyser-4de2 - Hackaday Links: October 11, 2026 Source: hackaday Topic: Hardware URL: https://hackaday.com/2026/10/11/hackaday-links-october-11-2026/ - A financial metric needs a type, not just a number Source: devto-javascript Topic: JavaScript URL: https://dev.to/stockexpertai/a-financial-metric-needs-a-type-not-just-a-number-46l3 - JWT Authentication Explained: Theory, Security, and a Complete Node.js & Express Example Source: devto-javascript Topic: JavaScript (+MongoDB, React) URL: https://dev.to/abanoubkerols/jwt-authentication-explained-theory-security-and-a-complete-nodejs-express-example-264 - Build a REST API with Fairyfly and SQLite Source: devto-javascript Topic: JavaScript URL: https://dev.to/majid_01/build-a-rest-api-with-fairyfly-and-sqlite-mb0 - Letter to 13:18-Me: Bound the Packet Before the Runner Source: devto-javascript Topic: JavaScript URL: https://dev.to/codejs_8314/letter-to-1318-me-bound-the-packet-before-the-runner-2n7o - Ten Mercado Libre Results, Four Kinds of Link — and Only Two Carry the Product ID Source: devto-javascript Topic: JavaScript URL: https://dev.to/nikita_iakovlev_415524c19/ten-mercado-libre-results-four-kinds-of-link-and-only-two-carry-the-product-id-2g7f - Will the HomeView be Apple’s first smart home success? Source: techcrunch Topic: General URL: https://techcrunch.com/2026/10/11/will-the-homeview-be-apples-first-smart-home-success/ - Reject Shell Strings in an Agent Tool Pull Request Source: devto-javascript Topic: JavaScript URL: https://dev.to/codejs_6920/reject-shell-strings-in-an-agent-tool-pull-request-40e7 - Aaron Sorkin’s ‘The Social Reckoning’ is off to a weak start Source: techcrunch Topic: General URL: https://techcrunch.com/2026/10/11/aaron-sorkins-social-reckoning-is-off-to-a-weak-start/ - Outside the Assertion: The Retry Budget a Pairing Hour Refused to Inline Source: devto-javascript Topic: JavaScript URL: https://dev.to/appjs_7055/outside-the-assertion-the-retry-budget-a-pairing-hour-refused-to-inline-16na - (https://diamondexch.me/ Source: devto-javascript Topic: JavaScript URL: https://dev.to/pushpa_ji_b7fc3dc06098d51/httpsdiamondexchme-33p1 - Why Traditional Metadata Stripping Fails: Inspecting EXIF, XMP & Document Streams Source: devto-javascript Topic: JavaScript URL: https://dev.to/vantorkit/why-traditional-metadata-stripping-fails-inspecting-exif-xmp-document-streams-1b59 - Ranking every Texas bar by alcohol sales with one SoQL query Source: devto-javascript Topic: JavaScript URL: https://dev.to/matt_lee_8e6b269551323b60/ranking-every-texas-bar-by-alcohol-sales-with-one-soql-query-51io - Build a Voice-Enabled Chatbot with ElevenLabs and OpenAI Source: devto-javascript Topic: JavaScript (+AI, React) URL: https://dev.to/voice_developer/build-a-voice-enabled-chatbot-with-elevenlabs-and-openai-5boa - Littelfuse Announces Retirement of the EZ80 Source: hackaday Topic: Hardware URL: https://hackaday.com/2026/10/11/littelfuse-announces-retirement-of-the-ez80/ - Adafruit Weekly Editorial Round-Up: Fruit Jam Motion Tracking Eyeballs, Adafruit IoT Monthly and more! Source: adafruit-blog Topic: Hardware URL: https://blog.adafruit.com/2026/10/11/adafruit-weekly-editorial-round-up-fruit-jam-motion-tracking-eyeballs/ - 48 hours to TechCrunch Disrupt 2026 — hear directly from the people building what’s next Source: techcrunch Topic: General URL: https://techcrunch.com/2026/10/11/48-hours-to-techcrunch-disrupt-2026-hear-directly-from-the-people-building-whats-next/ - Review: 4-hour Musk documentary feels like two different films Source: ars-technica Topic: General URL: https://arstechnica.com/culture/2026/10/review-4-hour-musk-documentary-feels-like-two-different-films/ - The investor’s guide to TechCrunch Disrupt 2026: Everything you need to know Source: techcrunch Topic: General URL: https://techcrunch.com/2026/10/11/the-investors-guide-to-techcrunch-disrupt-2026-everything-you-need-to-know/ - 😺 Google tested AMIE with 98 patients Source: the-neuron-ai Topic: AI (+AI Research) URL: https://www.theneuron.ai/newsletter/google-tested-amie-with-98-patients/ - NASA’s PRIMA Spacecraft Source: adafruit-blog Topic: Hardware URL: https://blog.adafruit.com/2026/10/11/nasas-prima-spacecraft/ - Thorium Clocks Start Ticking with Lasers Source: hackaday Topic: Hardware URL: https://hackaday.com/2026/10/11/thorium-clocks-start-ticking-with-lasers/ - Can the AI industry persuade data center opponents by getting rid of NDAs? Source: techcrunch Topic: General URL: https://techcrunch.com/2026/10/11/can-the-ai-industry-persuade-data-center-opponents-by-getting-rid-of-ndas/ - Top 18 Websites to Buy Aged Gmail Accounts (Cheap & Old) Source: devto-javascript Topic: JavaScript URL: https://dev.to/usasvcit43trs4/top-18-websites-to-buy-aged-gmail-accounts-cheap-old-4fgd - Rendering Strategies: CSR, SSR, SSG & ISR Source: devto-javascript Topic: JavaScript (+React) URL: https://dev.to/sri2614/rendering-strategies-csr-ssr-ssg-isr-5g45 - Where to Sell Website Templates and UI Kits: A Practical Guide for Creators Source: devto-javascript Topic: JavaScript URL: https://dev.to/maureen_marketing_cd34d9e/where-to-sell-website-templates-and-ui-kits-a-practical-guide-for-creators-2m0j - TechCrunch Mobility: A roadblock clears for self-driving trucks Source: techcrunch Topic: General URL: https://techcrunch.com/2026/10/11/techcrunch-mobility-a-roadblock-clears-for-self-driving-trucks/ - task-progress-mod v0.2: your agent's progress bar now summarizes tool output Source: devto-javascript Topic: JavaScript URL: https://dev.to/haoli/task-progress-mod-v02-your-agents-progress-bar-now-summarizes-tool-output-4h67 - Dawn Myers is making it easier to style, detangle, and care for curly hair Source: techcrunch Topic: General URL: https://techcrunch.com/2026/10/11/dawn-myers-is-making-it-easier-to-style-detangle-and-care-for-curly-hair/ - FullCalendar in Angular: From Setup to Interactive Drag-and-Drop Source: devto-javascript Topic: JavaScript URL: https://dev.to/sunny7899/fullcalendar-in-angular-from-setup-to-interactive-drag-and-drop-68e - Events in JavaScript (JS)? Source: devto-javascript Topic: JavaScript URL: https://dev.to/sathishkumar_0506/events-in-javascript-js-90l - How to add real exercise videos to your fitness app in 5 minutes Source: devto-javascript Topic: JavaScript (+React) URL: https://dev.to/tosh_koevoets_c167a1efc0b/how-to-add-real-exercise-videos-to-your-fitness-app-in-5-minutes-40ce - TrailWhistle: A Bird-Call Identifier That Works With Zero Bars of Signal Source: devto-javascript Topic: JavaScript URL: https://dev.to/sourabh-kumar04/trailwhistle-a-bird-call-identifier-that-works-with-zero-bars-of-signal-11d - "silver price" returned US CPI: plain-word lookups that answer the wrong question Source: devto-javascript Topic: JavaScript URL: https://dev.to/arhancanli/silver-price-returned-us-cpi-plain-word-lookups-that-answer-the-wrong-question-l16 - Why your JSON formatter silently changes your IDs Source: devto-javascript Topic: JavaScript URL: https://dev.to/mugen_shank/why-your-json-formatter-silently-changes-your-ids-20ga - Efferon wants to eradicate the devastating toll of pediatric sepsis Source: techcrunch Topic: General URL: https://techcrunch.com/2026/10/11/efferon-wants-to-eradicate-the-devastating-toll-of-pediatric-sepsis/ - React Hooks: useContext, useRef, and useMemo Source: devto-javascript Topic: JavaScript (+React) URL: https://dev.to/candyx3/react-hooks-usecontext-useref-and-usememo-97p - 🌿 Tahal: A Little Less Screen, A Little More Green Source: devto-javascript Topic: JavaScript URL: https://dev.to/abhyuday_sharma_4093/tahal-a-little-less-screen-a-little-more-green-49oh - Prime Video unveils Blade Runner 2099 full trailer at NYCC Source: ars-technica Topic: General URL: https://arstechnica.com/culture/2026/10/prime-video-unveils-blade-runner-2099-full-trailer-at-nycc/ - Stable kernels 7.2.10 and 6.18.56 Source: lwn Topic: Open Source URL: https://lwn.net/Articles/1099764/ - What to know about the landmark Warner Bros. Discovery sale Source: techcrunch Topic: General URL: https://techcrunch.com/2026/10/11/warner-bros-netflix-paramount-acquisition-timeline-wbd/ - What to Do When Your Constants Are Someone Else's Law Source: freecodecamp Topic: General URL: https://www.freecodecamp.org/news/what-to-do-when-your-constants-are-someone-else-s-law/ - Inside a Mystery 1980s Filter IC Featuring Switched Capacitors Source: hackaday Topic: Hardware URL: https://hackaday.com/2026/10/11/inside-a-mystery-1980s-filter-ic-featuring-switched-capacitors/ - PyPortal Flyover Viewer Source: adafruit-blog Topic: Hardware URL: https://blog.adafruit.com/2026/10/11/pyportal-flyover-viewer/ - These execs think voice AI hasn’t reached its ChatGPT moment yet Source: techcrunch Topic: General URL: https://techcrunch.com/2026/10/11/these-execs-think-voice-ai-hasnt-reached-its-chatgpt-moment-yet/ - What Can I Do With Python? Source: real-python Topic: Python URL: https://realpython.com/what-can-i-do-with-python/ - Functional Programming in Python: When and How to Use It Source: real-python Topic: Python URL: https://realpython.com/python-functional-programming/ - Claude Code found my app’s shared contract in two MCP calls. Then the records ran out. Source: newstack Topic: DevOps URL: https://thenewstack.io/claude-code-mcp-records/ - Context Language Models: Self-Managing Context to Improve Performance and Reduce Compute Costs Source: infoq-architecture Topic: Architecture (+Information Retrieval) URL: https://www.infoq.com/news/2026/10/context-language-models/?utm_campaign=infoq_content&utm_source=infoq&utm_medium=feed&utm_term=Architecture+%26+Design - Claude found 29,000 possible bugs in open source. Only 516 have been fixed. Source: newstack Topic: DevOps (+AI) URL: https://thenewstack.io/anthropic-oss-scanner-vulnerabilities/ - Quiz: Continuous Integration With Python: An Introduction Source: real-python Topic: Python URL: https://realpython.com/quizzes/python-continuous-integration/ - Anyone still using Flask, or has FastAPI completely taken over? 🤔 Source: pythonhub-digest Topic: Python (+FastAPI) URL: https://www.reddit.com/r/Python/comments/1wxkk8m/anyone_still_using_flask_or_has_fastapi/ - Jeff Source: pythonhub-digest Topic: Python URL: https://github.com/firelex/jeff - LangSmith Crash Course: LLMOps in Python Source: pythonhub-digest Topic: Python URL: https://www.youtube.com/watch?v=P3kmo04DiEw - Building an Ultra-High Throughput AI-SQL Engine Source: pythonhub-digest Topic: Python (+AI) URL: https://fsdatalab.github.io/blog/introducing-quail/ - EvoOntology: A Self-Evolving Ontology Layer for Data Agents Source: pythonhub-digest Topic: Python URL: https://github.com/ruc-datalab/EvoOntology - Language Models for Text Classification: From Bag-of-Words to Jev Source: pythonhub-digest Topic: Python (+AI) URL: https://magazine.sebastianraschka.com/p/classifier-history-and-jev - FastAPI Middleware - writing custom middleware functions! Source: pythonhub-digest Topic: Python (+FastAPI) URL: https://www.youtube.com/watch?v=M1RMHhHJeNU - Why You NEED This New Python Tool Source: pythonhub-digest Topic: Python URL: https://www.youtube.com/watch?v=lFA-zuZRG4Q - django-upgrade-report Source: pythonhub-digest Topic: Python (+Django) URL: https://github.com/derblub/django-upgrade-report - Lemma Source: pythonhub-digest Topic: Python URL: https://github.com/lemma-work/lemma-platform - Ciaren: open-source visual ETL exporting pandas and Polars code (alpha) Source: pythonhub-digest Topic: Python URL: https://ciaren.com/ - Taste-Bench Source: pythonhub-digest Topic: Python (+AI) URL: https://github.com/wbopan/tastebench - type_enforced Source: pythonhub-digest Topic: Python URL: https://github.com/connor-makowski/type_enforced - asgeirtj / system_prompts_leaks Source: pythonhub-digest Topic: Python (+AI) URL: https://github.com/asgeirtj/system_prompts_leaks - laya Source: pythonhub-digest Topic: Python URL: https://github.com/NandhaKishorM/laya - Python Algorithmic Trading Course – Massive, SnapTrade & Alpaca Integrations Source: pythonhub-digest Topic: Python (+Django) URL: https://www.youtube.com/watch?v=zH2Mg782XhA - livenerf Source: pythonhub-digest Topic: Python URL: https://github.com/ninjahawk/livenerf - AI Engineering from Scratch Source: pythonhub-digest Topic: Python URL: https://aiengineeringfromscratch.com/index.html - A Lean Proof Printing Python Union Find Source: pythonhub-digest Topic: Python URL: https://www.philipzucker.com/proof_uf/ - How to Rotate Proxies in Python with Requests (2026 Guide) Source: pythonhub-digest Topic: Python URL: https://unlimitedresidentialproxy.com/blog/how-to-rotate-proxies-python - ollaya Source: pythonhub-digest Topic: Python URL: https://github.com/ollaya-dev/ollaya - SQLite in Production: Why WAL Mode, busy_timeout, and 1-Writer Pools Source: pythonhub-digest Topic: Python URL: https://www.reddit.com/r/Python/comments/1wowf4q/sqlite_in_production_why_wal_mode_busy_timeout/ - Wireless-Tag WT32P4C5-43S – A fully integrated 4.3-inch ESP32-P4 and ESP32-C5 touch display devkit Source: cnx-software Topic: Hardware URL: https://www.cnx-software.com/2026/10/11/wireless-tag-wt32p4c5-43s-a-fully-integrated-4-3-inch-esp32-p4-and-esp32-c5-touch-display-devkit/ - AI systems are fully capable of carrying out nightmare attacks against infrastructure and nobody's ready Source: theregister Topic: General URL: https://www.theregister.com/security/2026/10/11/ai-systems-are-fully-capable-of-carrying-out-nightmare-attacks-against-infrastructure-and-nobodys-ready/5302450 - How to darken a canvas-based editor without changing the document Source: devto-javascript Topic: JavaScript URL: https://dev.to/tjmanoj/how-to-darken-a-canvas-based-editor-without-changing-the-document-57ej - Improving an Autorouter with a Hexagonal Grid Source: hackaday Topic: Hardware URL: https://hackaday.com/2026/10/11/improving-an-autorouter-with-a-hexagonal-grid/ - I replaced JasperReports with JavaScript – and it's 4 faster Source: devto-javascript Topic: JavaScript (+React) URL: https://dev.to/arun_mallikarjuna_7c53800/i-replaced-jasperreports-with-javascript-and-its-4x-faster-hb1 - pptxgenjs dropped one of my chart series and reported nothing Source: devto-javascript Topic: JavaScript URL: https://dev.to/laoliaibiji/pptxgenjs-dropped-one-of-my-chart-series-and-reported-nothing-31p0 - I Automated My Weekly Reporting With 40 Lines of Node (No Zapier, No n8n) Source: devto-javascript Topic: JavaScript URL: https://dev.to/inkdigitalstudio/i-automated-my-weekly-reporting-with-40-lines-of-node-no-zapier-no-n8n-2blm - Pushing Small Speakers to the Limit: Building a Multi-Harmonic Web Audio DSP Chain in Vanilla JavaScript Source: devto-javascript Topic: JavaScript URL: https://dev.to/nayeem_software/pushing-small-speakers-to-the-limit-building-a-multi-harmonic-web-audio-dsp-chain-in-vanilla-d7e - Building a Self-Hosted AI Agent on Cloudflare's Free Tier: From Zero to Production Source: devto-javascript Topic: JavaScript (+AI) URL: https://dev.to/nughes/building-a-self-hosted-ai-agent-on-cloudflares-free-tier-from-zero-to-production-5h6g - Cloudflare Acquires Deno – What It Means for AI & DevOps Engineers Source: devto-javascript Topic: JavaScript URL: https://dev.to/naveenmalothu/cloudflare-acquires-deno-what-it-means-for-ai-devops-engineers-143 - I built 59 free browser-based dev tools in vanilla JS — here's what I learned Source: devto-javascript Topic: JavaScript (+AI, React) URL: https://dev.to/yuvaraj_radhakrishnan_224/i-built-59-free-browser-based-dev-tools-in-vanilla-js-heres-what-i-learned-i8a - Why saving scroll position in a browser extension is broken (and how text fragments fix it) Source: devto-javascript Topic: JavaScript URL: https://dev.to/latr/why-saving-scroll-position-in-a-browser-extension-is-broken-and-how-text-fragments-fix-it-44el - Novelty Gate Sentinel— confidence is not novelty. Source: devto-javascript Topic: JavaScript URL: https://dev.to/jackymencz/novelty-gate-sentinel-confidence-is-not-novelty-1e94 - Microsoft's Jacob Andreou on AI's product gap Source: the-rundown-ai Topic: AI (+AI Tools) URL: https://www.therundown.ai/articles/microsoft-s-jacob-andreou-on-ai-s-product-gap - How to Measure Conformance Between an Operational Specification and Its Execution Source: freecodecamp Topic: General URL: https://www.freecodecamp.org/news/measure-conformance-operational-specification-execution/ - I Thought Text Formatting Was Simple Until I Tried Building It With JavaScript Source: devto-javascript Topic: JavaScript URL: https://dev.to/aarooshi_tyagi_118c4a0430/i-thought-text-formatting-was-simple-until-i-tried-building-it-with-javascript-41hm - HPE's networking boss says AI will handle all trouble tickets without humans in two years Source: theregister Topic: General URL: https://www.theregister.com/networks/2026/10/11/hpes-networking-boss-says-ai-will-handle-all-trouble-tickets-without-humans-in-two-years/5302179 - How to Add Structured Data (JSON-LD) to a Next.js Site and Validate It Source: freecodecamp Topic: General (+Information Retrieval, JavaScript, React) URL: https://www.freecodecamp.org/news/nextjs-json-ld-structured-data/ - Finally, a visual form builder for Angular Formly Source: devto-javascript Topic: JavaScript URL: https://dev.to/grumptech/finally-a-visual-form-builder-for-angular-formly-1ll - Researchers work out how to control 2D semiconductor growth for future chips Source: theregister Topic: General URL: https://www.theregister.com/science/2026/10/11/researchers-work-out-how-to-control-2d-semiconductor-growth-for-future-chips/5301666 - Mars Pathfinder: What Really Happened? Source: hackaday Topic: Hardware URL: https://hackaday.com/2026/10/11/mars-pathfinder-what-really-happened/ - AWS Introduces Enhanced Custom Event Buses for EventBridge Source: infoq-architecture Topic: Architecture URL: https://www.infoq.com/news/2026/10/aws-enhanced-eventbridge-buses/?utm_campaign=infoq_content&utm_source=infoq&utm_medium=feed&utm_term=Architecture+%26+Design - Slim Type for Small Screens, with PixelFonts Source: hackaday Topic: Hardware URL: https://hackaday.com/2026/10/10/slim-type-for-small-screens-with-pixelfonts/ - my cookieless analytics shows an error instead of a fake number Source: devto-javascript Topic: JavaScript URL: https://dev.to/omyvnss/my-cookieless-analytics-shows-an-error-instead-of-a-fake-number-204i - I built a free ringtone maker with Web Audio and FFmpeg.wasm Source: devto-javascript Topic: JavaScript URL: https://dev.to/apoorvdarshan/i-built-a-free-ringtone-maker-with-web-audio-and-ffmpegwasm-3b02 - Cloudflare Bought Deno. You Have 12 Months. Source: devto-javascript Topic: JavaScript URL: https://dev.to/max_quimby/cloudflare-bought-deno-you-have-12-months-13ie - Why a browser-based Gemini watermark remover should sometimes keep the original Source: devto-javascript Topic: JavaScript (+AI) URL: https://dev.to/brucedu521/why-a-browser-based-gemini-watermark-remover-should-sometimes-keep-the-original-3o50 - Character Counting Is Harder Than It Looks: A Dev's Guide Source: devto-javascript Topic: JavaScript URL: https://dev.to/bowentse/character-counting-is-harder-than-it-looks-a-devs-guide-pdf - Do you still install uuid, qs or Moment out of habit? I checked 10 built-in browser APIs against MDN and tested the examples in Chrome, and noted when to keep the package. Source: devto-javascript Topic: JavaScript URL: https://dev.to/loknath_patel_aafc07267d5/do-you-still-install-uuid-qs-or-moment-out-of-habit-i-checked-10-built-in-browser-apis-against-o50 - 10 Browser APIs That Can Replace npm Packages (and When They Can't) Source: devto-javascript Topic: JavaScript URL: https://dev.to/loknath_patel_aafc07267d5/10-browser-apis-that-can-replace-npm-packages-and-when-they-cant-1gl3 - The Dual-Plane Problem: Syncing Discount Data Across Shopify's Two Isolated Worlds Source: devto-javascript Topic: JavaScript URL: https://dev.to/yuntongsoft/the-dual-plane-problem-syncing-discount-data-across-shopifys-two-isolated-worlds-4mgb - How to Calculate a Lottery Annuity Payout in JavaScript (30 Payments, 5% Growth, Taxes) Source: devto-javascript Topic: JavaScript URL: https://dev.to/agoesjayanata/how-to-calculate-a-lottery-annuity-payout-in-javascript-30-payments-5-growth-taxes-4i4k - The Math Behind Compound Interest — And Why It Matters More Than You Think Source: devto-javascript Topic: JavaScript URL: https://dev.to/toolzip/the-math-behind-compound-interest-and-why-it-matters-more-than-you-think-2mk9 - Build an Interactive, Printable Client Document Checklist with Plain HTML, localStorage and Print CSS Source: devto-javascript Topic: JavaScript URL: https://dev.to/corpablehk/build-an-interactive-printable-client-document-checklist-with-plain-html-localstorage-and-print-19l9 - Why JavaScript Says 5 + 5 = 55 (and How to Fix It) Source: devto-javascript Topic: JavaScript URL: https://dev.to/primeemre/why-javascript-says-5-5-55-and-how-to-fix-it-198a - Unique Archeological Discovery Sheds Light on Neanderthal Wooden Tool Usage Source: hackaday Topic: Hardware URL: https://hackaday.com/2026/10/10/unique-archeological-discovery-sheds-light-on-neanderthal-wooden-tool-usage/ - Adafruit New Products: NeoPixel Rings with Integrated Drivers Source: adafruit-blog Topic: Hardware URL: https://blog.adafruit.com/2026/10/10/adafruit-new-products-neopixel-rings-with-integrated-drivers/ ## Research - A Practical Guide to OpenAI's New Decisions API Source: towards-data-science Topic: AI Research (+AI, Python) URL: https://towardsdatascience.com/a-practical-guide-to-openais-new-decisions-api/ - Agentic Systems: A Practitioner's Guide to 6 Advanced Architectural Patterns Source: towards-data-science Topic: AI Research (+AI, JavaScript, Python, React) URL: https://towardsdatascience.com/agentic-systems-a-practitioners-guide-to-6-advanced-architectural-patterns/ ## Community - Problems with rustup Source: rust-users-forum Topic: Rust URL: https://users.rust-lang.org/t/problems-with-rustup/142968 - Nested #[repr(c)] in rust struct Source: rust-users-forum Topic: Rust URL: https://users.rust-lang.org/t/nested-repr-c-in-rust-struct/142965 - Column width interaction of ansi_term and tabled crates Source: rust-users-forum Topic: Rust URL: https://users.rust-lang.org/t/column-width-interaction-of-ansi-term-and-tabled-crates/142955 - Dwarf Fortress uses version control now Source: simon-willison Topic: Python (+AI, Django) URL: https://simonwillison.net/2026/Oct/11/dwarf-fortress/ - Scraping websites and bot-protection Source: nicolas-frankel Topic: Java URL: https://blog.frankel.ch/bypass-bot-protection/ - Kay Hayen: Nuitka Release 4.3 Source: planet-python Topic: Python URL: https://nuitka.net/posts/nuitka-release-43.html - David Wheeler: PGConf.EU Community Day: A Postgres Ecosystem Foundation? Source: planet-postgresql Topic: PostgreSQL URL: https://postgr.es/p/9xC - Radim Marek: How TABLESAMPLE picks rows Source: planet-postgresql Topic: PostgreSQL URL: https://postgr.es/p/9xB - Ned Batchelder: Making git hooks visible Source: planet-python Topic: Python URL: https://nedbatchelder.com/blog/202610/making_git_hooks_visible - Mahmoud Hashemi: CalVer 26.0: 10th Anniversary Edition Source: planet-python Topic: Python URL: https://sedimental.org/calver_26.html - LernerPython blog, from Reuven Lerner: Pandas groupby: Multiple columns and multiple aggregation methods Source: planet-python Topic: Python URL: https://lernerpython.com/2026/10/11/pandas-groupby-multiple-columns-and-multiple-aggregation-methods/ - Christophe Pettus: All Your GUCs in a Row: password_encryption Source: planet-postgresql Topic: PostgreSQL URL: https://postgr.es/p/9xK - .plan-26-41: Hello, is it Part II you're looking for? Source: ocaml-planet Topic: OCaml URL: https://anil.recoil.org/notes/2026w41 - Whatever became of holography? (2011) Source: hacker-news Topic: General URL: https://www.americanscientist.org/article/whatever-became-of-holography - Show HN: Plimsoll, a self-hosted sandbox for code your AI agent writes Source: hacker-news Topic: General URL: https://github.com/plimsollmark/plimsoll - Governments are mishandling the affordability crisis Source: hacker-news Topic: General URL: https://www.economist.com/finance-and-economics/2026/10/08/governments-are-mishandling-the-affordability-crisis - Illustration Beyond Proof Source: hacker-news Topic: General URL: https://terrytao.wordpress.com/2026/10/11/illustration-beyond-proof/ - Show HN: BraiNOTES, handwritten notes on your lecture PDFs in a browser tab Source: hacker-news Topic: General URL: https://github.com/swimmingbrain/brainotes - 3-2-1 Backup Strategy with restic and Backblaze B2 Source: lobsters Topic: General (+DevOps) URL: https://chuck.is/paranoid/ - ClickHouse C – Talk to ClickHouse using its native binary protocol Source: hacker-news Topic: General URL: https://github.com/ClickHouse/clickhouse-c - Calculate your p[DOOM], An interactive article to think critically about AI risk Source: hacker-news Topic: General URL: https://jesserichardson78.medium.com/calculate-your-probability-of-doom-6bd18de3e0e4 - A Chicago-area college told Flock to remove its cameras. The company refused Source: hacker-news Topic: General URL: https://chicago.suntimes.com/education/2026/10/09/to-protect-immigrant-students-a-chicago-area-college-told-flock-to-remove-its-cameras-the-company-refused - Google Data Centers around the world Source: hacker-news Topic: General URL: https://datacenters.google/locations/ - Fingerprints are the new cookies Source: hacker-news Topic: General URL: https://royfish.dev/fingerprints-are-the-new-cookies - Google told to halt work on datacentres in Finland over environmental concerns Source: hacker-news Topic: General URL: https://www.theguardian.com/technology/2026/oct/06/google-datacentres-finland-temporary-halt-environmental-impact-assessment - Linux on iPhone 11 Source: hacker-news Topic: General URL: https://www.patreon.com/partshacker/posts/linux-boots-on-172091834 - Recursive self-improvement through collective intelligence Source: hacker-news Topic: General URL: https://pub.sakana.ai/mass/ - Shredding JSON columns gave Logfire up to 1000x faster queries Source: hacker-news Topic: General (+FastAPI, Python) URL: https://pydantic.dev/articles/dynamic-shredding-2026-01-26 - Passkeys are a trap Source: hacker-news Topic: General URL: https://nonfunctional.substack.com/p/passkeys-are-a-trap-do-not-use-them - How I manage persistent Claude Code loops: Spool Source: hacker-news Topic: General URL: https://github.com/enes-alatas/spool - When LLM Decompilers Recompile More and Preserve Less Source: lobsters Topic: General (+AI) URL: https://arxiv.org/abs/2609.05370 - But how to get to that European cloud? Source: hacker-news Topic: General URL: https://berthub.eu/articles/posts/now-how-to-get-that-european-cloud/ - Hacking Cheap Smart Photo Frames into a Family Dashboard – Wes Bos Source: hacker-news Topic: General URL: https://wesbos.com/hacking-smart-photo-frames - Show HN: LLMxRay an open-source observability tool for LLMs Source: hacker-news Topic: General (+AI) URL: https://github.com/LogneBudo/llmxray - There's No "Going Back": On the receding horizons of the AI transition Source: hacker-news Topic: General URL: https://thelastwave.substack.com/p/theres-no-going-back - A Remote Employee Refused 160 Webcam Photos a Day. Her Employer Fired Her Source: hacker-news Topic: General URL: https://www.inc.com/chloe-rosenberg/a-remote-employee-refused-160-webcam-photos-a-day-her-employer-fired-her/91415963 - Tattoos you can turn on and off Source: hacker-news Topic: General URL: https://www.livescience.com/technology/cool-chemistry-trick-allows-new-tattoos-to-turn-on-and-off - Refurb weekend II: Alpha Micro Eagle 300 and friends Source: lobsters Topic: General URL: https://oldvcr.blogspot.com/2026/10/refurb-weekend-ii-alpha-micro-eagle-300.html - Auto Research: Integer multiplication below n log n Source: hacker-news Topic: General URL: https://app.getsupers.com/auto-research - CSS for underlines Source: lobsters Topic: General URL: https://www.rubenerd.au/css-for-underlines/ - Your IP Has Been Reset Source: hacker-news Topic: General URL: https://olliegreen.info/posts/19/your-ip-has-been-reset/ - The Toftwood Male Voice Choir: A Mystery Pressed in Vinyl Source: hacker-news Topic: General URL: https://ei3lh.eu/2026/10/11/the-toftwood-male-voice-choir-a-mystery-pressed-in-vinyl/ - OpenAI fires 3 safety researchers in dispute over AI risks Source: hacker-news Topic: General (+AI) URL: https://apnews.com/article/openai-chatgpt-ai-artificial-intelligence-safety-789d4f5293fba45a22fcb62ebfbc2a41 - Multi-agent harnesses need separate message channels Source: hacker-news Topic: General URL: https://harshalgajjar.com/blog/multi-agent-harnesses-need-separate-message-channels - The gap in shared understanding of LLM capability is widening Source: hacker-news Topic: General (+AI) URL: https://twitter.com/karpathy/status/2109361546505966046 - 'AI' is Not a Tool Source: lobsters Topic: General URL: https://www.linkedin.com/pulse/ai-tool-rich-hickey-kjl8e - Fetching AMD SEV Reports (With Zig) Source: hacker-news Topic: General URL: https://bschaatsbergen.com/posts/zig-sev-guest/ - Cognitive Decline or Sanity Incline? Source: hacker-news Topic: General URL: https://mdelcaro.substack.com/p/cognitive-decline-or-sanity-incline - The Apollo 11 Code Is Open Source (and it's hilarious) [video] Source: hacker-news Topic: General URL: https://www.youtube.com/watch?v=ACAd_w3D-io - Cartographers of North Korea (2019) Source: hacker-news Topic: General URL: https://cartographers-nk.wonyoung.so/ - So, you’d like to sell your print issues of The Onion? Source: hacker-news Topic: General URL: https://theonion.com/archivehunt/ - Send me slop, and I will prompt you: How not to be a meat proxy Source: hacker-news Topic: General URL: https://iacgm.com/articles/meatproxy/ - British PM says it is 'clear' Russia interfered with Brexit vote Source: hacker-news Topic: General URL: https://www.bbc.com/news/articles/c6jdm3zggl0ko - The Unreasonable Effectiveness of Vex in NixOS Source: hacker-news Topic: General URL: https://blog.kammel.dev/post/nixos_vex/ - America's Longest Highway Tunnel (2025) Source: hacker-news Topic: General URL: https://www.thetravel.com/americas-longest-highway-tunnel-not-for-faint-of-heart/ - Highlights from "I spent 6 years developing a game in Rust and it just shipped, AMA" (2024) Source: lobsters Topic: General (+Rust) URL: https://gamesbymason.com/blog/2024/6-years-in-rust-ama/#what-made-you-decide-to-use-rust - Chapter 1 of "Ways of Seeing" by John Berger (1972) Source: hacker-news Topic: General URL: https://www.ways-of-seeing.com/ch1 - Arena Allocators in C Source: hacker-news Topic: General URL: https://eliasebner.com/blog/guides/arena-allocators-in-c/ - Karpathy on Learning Source: hacker-news Topic: General URL: https://twitter.com/karpathy/status/1756380066580455557 - Total Annihilation, rebuilt for modern computers Source: hacker-news Topic: General URL: https://nanolathe.gg - NYC's "Click to Cancel" rule is now in effect Source: hacker-news Topic: General URL: https://www.nyc.gov/main/click-to-cancel - We're unlocking the biggest mysteries of the clitoris Source: hacker-news Topic: General URL: https://www.sciencefocus.com/the-human-body/were-finally-unlocking-the-biggest-mysteries-of-the-clitoris-2 - Tello's GameSir T1d controller as a Linux Xbox controller Source: lobsters Topic: General (+Python) URL: https://blog.jacq.cc/guides/gamesir-t1d-linux-gamepad/ - apsw: Another Python SQLite Wrapper Source: hacker-news Topic: General URL: https://github.com/rogerbinns/apsw - Sound (2022) Source: hacker-news Topic: General URL: https://ciechanow.ski/sound/ - Playgrnd – tiny tools for making weird, beautiful things Source: hacker-news Topic: General URL: https://www.playgrnd.tools/ - We solved SQLite's single-writer limitation Source: hacker-news Topic: General URL: https://marcobambini.substack.com/p/we-solved-sqlites-single-writer-limitation - The Corporate Happiness Treadmill and the Case for Doing Less Source: hacker-news Topic: General URL: https://0xff.nu/corp-burnout/ - Ukrainian Drones Strike Russia's Lukoil Refinery 1,700 Km Away Source: hacker-news Topic: General URL: https://united24media.com/war-in-ukraine/ukrainian-drones-reach-russias-komi-republic-striking-lukoil-refinery-1700-km-away-23276 - D-Bus Hell Source: lobsters Topic: General URL: https://dbushell.com/2026/10/11/d-bus-hell/ - How I reverse engineered a commercial spatial audio effect Source: hacker-news Topic: General URL: http://epestr.com/blog/reverse-engineering-a-commercial-spatial-audio-effect/ - "The proposed filings are clearly not the work of an organic mind" [pdf] Source: hacker-news Topic: General URL: https://storage.courtlistener.com/recap/gov.uscourts.med.61249/gov.uscourts.med.61249.838.0.pdf - Loop Engineering: Optimizing Code Generation and Verification Source: hacker-news Topic: General URL: https://bradleygibbs.dev/posts/loop-optimization/ - Show HN: Timur's Chess – A 14th century chess variant with giraffes Source: hacker-news Topic: General URL: https://timurschess.com - I'm sorry, but you still have to think Source: hacker-news Topic: General URL: https://itsallaboutthebit.com/i-am-sorry-but-you-still-have-to-think/ - Documents add to evidence in climate deception case against ExxonMobil Source: hacker-news Topic: General URL: https://insideclimatenews.org/news/07102026/exxonmobil-climate-deception-new-evidence/ - Why Texas Is Making Data Centers Wait Source: hacker-news Topic: General URL: https://a16z.com/why-texas-is-making-data-centers-wait/ - The next-gen borrow checker, a drop-in replacement for Rust borrow checking Source: lobsters Topic: General (+Rust) URL: https://gist.github.com/FlameyosSnowy/a49a35ba006238be55d8c3e410c31061 - How tabasco became the hot sauce Source: hacker-news Topic: General URL: https://www.weareravenous.com/how-tabasco-accidentally-on-purpose-became-the-worlds-hot-sauce/ - Open-source Microsoft Excel, PowerPoint, and Word replications Source: hacker-news Topic: General URL: https://www.tomshardware.com/software/microsoft-office/creator-of-free-adobe-clones-unveils-open-source-microsoft-office-excel-powerpoint-and-word-replications-autodesk-tools-and-other-subscription-based-services-may-come-next - Making React Context Cheap with React Compiler Source: lobsters Topic: General (+JavaScript, React, Web) URL: https://jjenzz.com/making-react-context-cheap/ - SQLAlchemy 2.1.0 Released Source: hacker-news Topic: General URL: https://www.sqlalchemy.org/blog/2026/09/24/sqlalchemy-2.1.0-released/ - Terence Tao: Math 2.0 [pdf] Source: hacker-news Topic: General URL: https://teorth.github.io/tao-web/slides/math-2-0-caltech-2026.pdf - Choreographic Programming in Rust Source: hacker-news Topic: General URL: https://github.com/hibanaworks/hibana - The wild west of polyglot docs sites Source: lobsters Topic: General (+Python, Rust) URL: https://technicalwriting.dev/blog/2026/10/polyglot/index.html - The tilde in your PATH may not be your HOME Source: hacker-news Topic: General URL: https://disconnect3d.pl//2026/10/02/dont-put-tilde-in-your-path/ - Scandinavia's first farmers slaughtered hunter-gatherer population, DNA suggests Source: hacker-news Topic: General URL: https://phys.org/news/2024-02-scandinavia-farmers-slaughtered-hunter-population.html - Valen's Memory Safety: A New Kind of Borrow Checking Source: hacker-news Topic: General URL: https://verdagon.dev/blog/valen-group-borrowing - Show HN: BetterWispr – Free, open-source dictation for Mac Source: hacker-news Topic: General URL: https://betterwispr.com/ - What we ended up doing about alias propagation Source: lobsters Topic: General URL: https://futhark-lang.org/blog/2026-10-11-what-we-did-about-aliasing.html - I paid people to try and follow my README Source: hacker-news Topic: General URL: https://shkspr.mobi/blog/2026/10/i-paid-people-to-try-and-follow-my-readme/ - What driving across Europe costs in tolls, vignettes, bridges and fuel Source: hacker-news Topic: General URL: https://copilot.travel/tolls/europe-2026 - AI is creating a 'human premium' for art created by people Source: hacker-news Topic: General URL: https://www.bbc.com/news/articles/c5vgjm3gk7rzo - GPT-6 Astra performs unsanctioned supply-chain attacks in simulations Source: hacker-news Topic: General (+AI) URL: https://www.aisi.gov.uk/blog/gpt-6-astra-performs-unsanctioned-supply-chain-attacks-in-simulations - Nicolas Cage says he won't work with Amazon again over AI dispute Source: hacker-news Topic: General URL: https://www.latimes.com/entertainment-arts/business/story/2026-10-10/nicolas-cage-says-he-wont-work-with-amazon-again-over-ai-dispute - The baffling intelligence of a single cell (2024) Source: hacker-news Topic: General URL: https://jsomers.net/e-coli-chemotaxis/ - Using AI for just 10 minutes erodes your ability to persist at hard things Source: hacker-news Topic: General URL: https://vcresearch.berkeley.edu/news/using-ai-just-10-minutes-erodes-your-ability-persist-hard-things - What's Wrong with GitHub Source: hacker-news Topic: General URL: https://www.gnu.org/philosophy/whats-wrong-with-github.html - Nitter: Update Oct 10th seeking funding and legal help Source: hacker-news Topic: General URL: https://nitter.net - "Robot" Is a Social Construct: Why Your Dishwasher Is Not a Robot Source: hacker-news Topic: General URL: https://robotgirlgang.com/2026/10/08/robot-is-a-social-construct-why-your-dishwasher-is-not-a-robot/ - Bot traffic from Yandex Source: hacker-news Topic: General URL: https://radar.cloudflare.com/bots/as13238?dateRange=7d - Running the unmodified Linux amdgpu driver on an iPad Source: hacker-news Topic: General URL: https://github.com/Geramy/LemonSeed-Studio - IRCv3 Source: hacker-news Topic: General URL: https://ircv3.net/ - I'm still around.. I'm just not writing here Source: lobsters Topic: General URL: https://rachelbythebay.com/w/2026/10/08/idle/ - Programmable pigments: Photochromic nanoparticle inks for rewritable tattoos Source: hacker-news Topic: General URL: https://www.cell.com/matter-light/fulltext/S3117-5848(26)00119-5 - Open-source version of Adobe Creative Suite, built with Rust, using AI Source: hacker-news Topic: General URL: https://petapixel.com/2026/10/07/someone-rebuilt-free-open-source-versions-of-photoshop-premiere-and-lightroom-using-ai/ - The Fish Farming Industry's Dirty Secrets Source: hacker-news Topic: General URL: https://www.nytimes.com/interactive/2026/10/08/magazine/farm-raised-fish-aquaculture-overfishing.html - The BM25 Weighting Scheme Source: hacker-news Topic: General (+Information Retrieval) URL: https://xapian.org/docs/bm25.html - What Is Umami? Source: hacker-news Topic: General URL: https://theconversation.com/what-is-umami-293748 - I wish you the best in the Offline Source: hacker-news Topic: General URL: https://daverupert.com/2026/09/i-wish-you-the-best-in-the-offline/ - 3rd Yandex Cloud Data Center Was Hit Source: hacker-news Topic: General URL: https://status.yandex.cloud/en/incidents/2136 - Hacking the Eufy Doorbell and Base Station Source: lobsters Topic: General (+Hardware) URL: https://adepts.of0x.cc/Eufy-DoorBell-hacking/ - SQLite 3.54.0 Released Source: hacker-news Topic: General URL: https://sqlite.org/releaselog/3_54_0.html - Neuroscience can make decluttering easier Source: hacker-news Topic: General URL: https://www.nytimes.com/2026/10/11/opinion/clutter-spring-cleaning-psychology.html - LineageOS 24 Source: hacker-news Topic: General URL: https://lineageos.org/Changelog-32/ - How big is a Git commit? Source: lobsters Topic: General URL: https://ratfactor.com/cards/git-commit-size - Vegetables half as nutritious as they were in the 1960s Source: hacker-news Topic: General URL: https://www.telegraph.co.uk/business/2026/10/07/vegetable-nutrition-halved-since-60s/ - AI agents in a stand-up call Source: hacker-news Topic: General URL: https://atoll92.github.io/agent-standup/ - Satya Nadella says we should assume all AI models are 'compromised' Source: hacker-news Topic: General URL: https://www.theverge.com/ai-artificial-intelligence/1009337/satya-nadella-says-we-should-assume-all-ai-models-are-compromised - Vectorized CLZ and CTZ Source: hacker-news Topic: General URL: https://purplesyringa.moe/blog/vectorized-clz-and-ctz/ - GameBoy on E-Paper ESP32 at 30FPS [video] Source: hacker-news Topic: General URL: https://www.youtube.com/watch?v=XiZmM6hwwAU - CIA World Factbook is dead – Here is an attempt at recreation Source: hacker-news Topic: General URL: https://worldfacts.app - Ask HN: Do you want a router that has DD-WRT pre-installed? Source: hacker-news Topic: General URL: https://news.ycombinator.com/item?id=50039291 - Brain does not process information and it is not a computer (2016) Source: hacker-news Topic: General URL: https://aeon.co/essays/your-brain-does-not-process-information-and-it-is-not-a-computer - 500B tokens later: Letting AI agents decompile a first-person shooter Source: hacker-news Topic: General URL: https://momo5502.com/posts/2026-10-09-game-decompilation/ - European Alternatives Source: hacker-news Topic: General URL: https://buy-european.net/en/alternatives - A plastic once thought harmless may be fueling fatty liver disease Source: hacker-news Topic: General URL: https://www.sciencedaily.com/releases/2026/10/261008102718.htm - Alternatives Won't Replace College, but They Must Adapt Source: hacker-news Topic: General URL: https://www.insidehighered.com/opinion/columns/tough-love/2026/10/05/alternatives-wont-replace-college-they-must-adapt-column - JSON Tiles: Fast Analytics on Semi-Structured Data (2021) Source: lobsters Topic: General (+Databases) URL: https://db.cit.tum.de/~durner/papers/json-tiles-sigmod21.pdf - Show HN: WallHop – 12ft.io is gone, so I built a replacement Source: hacker-news Topic: General URL: https://wallhop.io/ - PSPi 6 – Raspberry Pi in a PSP Source: hacker-news Topic: General URL: https://github.com/othermod/PSPi-Version-6 - Supreme Court: 401(k) case over private funds and underperformance Source: hacker-news Topic: General URL: https://www.cnbc.com/2026/10/10/supreme-court-case-401k-private-funds-intel.html - Veda: The First Agentic Hobby Operating System Source: hacker-news Topic: General URL: https://github.com/vahmoh25/Veda - Microsoft Launches Surface Laptop Ultra, Surface RTX Spark Dev Box Source: hacker-news Topic: General URL: https://www.servethehome.com/microsoft-launches-surface-laptop-ultra-surface-rtx-spark-dev-box/ ## Media - 'Our gameplan does stand up' | Aisling McCarthy Source: youtube-docker Topic: DevOps URL: https://www.youtube.com/watch?v=MGZlCxzh6As - Zanker NAILS IT 🎯 Source: youtube-docker Topic: DevOps URL: https://www.youtube.com/shorts/ta4BYWc7FLo - Miller FIRES up 🔥 Source: youtube-docker Topic: DevOps URL: https://www.youtube.com/shorts/Dru3AEqgHlk