TILens Daily Edition
2026-09-20
Filters: github=hidden

Stats: 242 articles, 28 sources, 2 research papers
Top topics: General, JavaScript, Python

## News

- JEP targeted to JDK 28: 401: Value Objects (Preview)
  Source: inside-java
  Topic: Java
  URL: https://inside.java/2026/09/20/jep401-target-jdk28/

- How Traditional Henna Art Is Evolving Through Creativity and Modern Experiences"
  Source: devto-javascript
  Topic: JavaScript
  URL: https://dev.to/stylish_henna_1d6f3da02fc/how-traditional-henna-art-is-evolving-through-creativity-and-modern-experiences-4ch5

- Plugin4Shell và CVE-2026-42559: hai lỗ hổng agent cần vá
  Source: devto-javascript
  Topic: JavaScript (+AI)
  URL: https://dev.to/bean_bean/plugin4shell-va-cve-2026-42559-hai-lo-hong-agent-can-va-265f

- Muse trên Mac: cấp quyền cho agent sửa file và gửi mail
  Source: devto-javascript
  Topic: JavaScript
  URL: https://dev.to/bean_bean/muse-tren-mac-cap-quyen-cho-agent-sua-file-va-gui-mail-3j78

- Reviving TEMPEST Attacks with an Injected Signal
  Source: hackaday
  Topic: Hardware
  URL: https://hackaday.com/2026/09/20/reviving-tempest-attacks-with-an-injected-signal/

- Kernel prepatch 7.3-rc4
  Source: lwn
  Topic: Open Source
  URL: https://lwn.net/Articles/1095491/

- bro.js v3.0.0 – What’s new
  Source: devto-javascript
  Topic: JavaScript (+React)
  URL: https://dev.to/yass1n/brojs-v300-whats-new-53op

- JavaScript: async/await patterns that will save you hours – The Neo Way
  Source: devto-javascript
  Topic: JavaScript
  URL: https://dev.to/timevolt/javascript-asyncawait-patterns-that-will-save-you-hours-the-neo-way-1f6f

- OwlLayer AI: Letting AI Agents Act on Your UI Instead of Replacing It
  Source: devto-javascript
  Topic: JavaScript (+AI)
  URL: https://dev.to/borisbob_91/owllayer-ai-letting-ai-agents-act-on-your-ui-instead-of-replacing-it-529d

- 6 days left to save up to $200 to TechCrunch Disrupt 2026
  Source: techcrunch
  Topic: General
  URL: https://techcrunch.com/2026/09/20/6-days-left-to-get-ahead-at-techcrunch-disrupt-2026/

- Why React & Next.js Users Get `ChunkLoadError` After Deployment — And How to Fix It
  Source: devto-javascript
  Topic: JavaScript (+React)
  URL: https://dev.to/abanoubkerols/why-react-nextjs-users-get-chunkloaderror-after-deployment-and-how-to-fix-it-5f87

- What Clients Actually Expect From a Freelance Web Developer
  Source: devto-javascript
  Topic: JavaScript (+React)
  URL: https://dev.to/arslaniftikhar533/what-clients-actually-expect-from-a-freelance-web-developer-1d24

- TypeScript Tips to Write Safer, Cleaner Code: A Gandalf's Guide
  Source: devto-javascript
  Topic: JavaScript
  URL: https://dev.to/timevolt/typescript-tips-to-write-safer-cleaner-code-a-gandalfs-guide-7mi

- React Router Finally Clicked --- Because I Stopped Treating It Like a List of APIs
  Source: devto-javascript
  Topic: JavaScript (+React)
  URL: https://dev.to/blackjosh007/the-test-is-working-going-deep-on-react-router-3bdk

- World model companies are keeping a lot of secrets
  Source: techcrunch
  Topic: General
  URL: https://techcrunch.com/2026/09/20/world-model-companies-are-keeping-a-lot-of-secrets/

- +10% de conversão no checkout no mês. A campanha quebrava na hora de pagar
  Source: devto-javascript
  Topic: JavaScript
  URL: https://dev.to/tiagovilasboas/10-de-conversao-no-checkout-no-mes-a-campanha-quebrava-na-hora-de-pagar-5566

- Hey devs! Built a web app with Python & JS for Mexican labor/tax calculations.
Would love some feedback on UI & performance: https://labor-lex.com
Thanks!
  Source: devto-javascript
  Topic: JavaScript
  URL: https://dev.to/valdivia/hey-devs-built-a-web-app-with-python-js-for-mexican-labortax-calculations-would-love-some-572f

- Ski Lift Removes Mice from Chicken Coop
  Source: hackaday
  Topic: Hardware
  URL: https://hackaday.com/2026/09/20/ski-lift-removes-mice-from-chicken-coop/

- Elon Musk’s latest Boring Company pitch involves a Hyperloop between Austin and San Antonio
  Source: techcrunch
  Topic: General
  URL: https://techcrunch.com/2026/09/20/elon-musks-latest-boring-company-pitch-involves-a-hyperloop-between-austin-and-san-antonio/

- Adafruit Weekly Editorial Round-Up: CircuitPython Turbo, Back at Ladyada’s Desk and More!
  Source: adafruit-blog
  Topic: Hardware
  URL: https://blog.adafruit.com/2026/09/20/adafruit-weekly-editorial-round-up-circuitpython-turbo-back-at-ladyadas-desk-and-more/

- Is the AI industry really ready to slow down?
  Source: techcrunch
  Topic: General
  URL: https://techcrunch.com/2026/09/20/is-the-ai-industry-really-ready-to-slow-down/

- Vocci’s ring adds a new form factor to meeting note-taking
  Source: techcrunch
  Topic: General
  URL: https://techcrunch.com/2026/09/20/voccis-ring-adds-a-new-form-factor-to-meeting-note-taking/

- ScrollEd wants to turn textbooks into TikTok
  Source: techcrunch
  Topic: General
  URL: https://techcrunch.com/2026/09/20/scrolled-wants-to-turn-textbooks-into-tiktok/

- exonemo: Terminal at NowHere NYC #Sisyphus
  Source: adafruit-blog
  Topic: Hardware
  URL: https://blog.adafruit.com/2026/09/20/exonemo-terminal-at-nowhere-nyc-sisyphus/

- 🙀 Gemini broke into 3 real companies during a safety test
  Source: the-neuron-ai
  Topic: AI (+AI Research)
  URL: https://www.theneuron.ai/newsletter/gemini-broke-into-3-real-companies-during-a-safety-test/

- Cache key do LLM sinh: lỗi tách tenant chờ sẵn ở backend
  Source: devto-javascript
  Topic: JavaScript (+AI)
  URL: https://dev.to/bean_bean/cache-key-do-llm-sinh-loi-tach-tenant-cho-san-o-backend-p0j

- World War I Coded Message Appears Cracked, Finally
  Source: hackaday
  Topic: Hardware
  URL: https://hackaday.com/2026/09/20/world-war-i-coded-message-appears-cracked-finally/

- Building a Betting Odds Comparison Tool (Line Shopping App in JavaScript)
  Source: devto-javascript
  Topic: JavaScript
  URL: https://dev.to/orbistats/building-a-betting-odds-comparison-tool-line-shopping-app-in-javascript-5eee

- Building a Live Scoreboard with a Sports Data API (Vanilla JS + WebSocket)
  Source: devto-javascript
  Topic: JavaScript (+React)
  URL: https://dev.to/orbistats/building-a-live-scoreboard-with-a-sports-data-api-vanilla-js-websocket-481h

- Why I'd Recommend Orbistats If You're Building a Sports Data App (dev.to walkthrough)
  Source: devto-javascript
  Topic: JavaScript
  URL: https://dev.to/orbistats/why-id-recommend-orbistats-if-youre-building-a-sports-data-app-devto-walkthrough-1483

- New California law will penalize influencers who don’t disclose political ads
  Source: techcrunch
  Topic: General
  URL: https://techcrunch.com/2026/09/20/new-california-law-will-penalize-influencers-dont-disclose-political-ads/

- React Derived State: Why That useState Is Probably a Bug
  Source: devto-javascript
  Topic: JavaScript (+React)
  URL: https://dev.to/parsajiravand/react-derived-state-why-that-usestate-is-probably-a-bug-37h0

- Your Browser Is Rejecting Every Drop On Purpose
  Source: devto-javascript
  Topic: JavaScript
  URL: https://dev.to/parsajiravand/your-browser-is-rejecting-every-drop-on-purpose-4jji

- Nuxt Hydration Mismatch: Why It Happens and How to Fix It
  Source: devto-javascript
  Topic: JavaScript
  URL: https://dev.to/parsajiravand/nuxt-hydration-mismatch-why-it-happens-and-how-to-fix-it-5b7i

- Chrome Already Has The Eyedropper You're Building
  Source: devto-javascript
  Topic: JavaScript
  URL: https://dev.to/parsajiravand/chrome-already-has-the-eyedropper-youre-building-2c10

- I built FnvxTra: A 100% Free, Offline-First GST Billing Web App published: true tags: webdev, javascript, open-source, architecture
  Source: devto-javascript
  Topic: JavaScript
  URL: https://dev.to/ajeet_prasad_7bff190eb600/i-built-fnvxtra-a-100-free-offline-first-gst-billing-web-app-published-true-tags-webdev-22

- Why I Didn't Use React: A Technical Post-Mortem of 36 Vanilla JS Mental Health Tools
  Source: devto-javascript
  Topic: JavaScript (+React)
  URL: https://dev.to/473185670/why-i-didnt-use-react-a-technical-post-mortem-of-36-vanilla-js-mental-health-tools-dn9

- TechCrunch Mobility: How do we know when an AV is safe enough?
  Source: techcrunch
  Topic: General
  URL: https://techcrunch.com/2026/09/20/techcrunch-mobility-how-do-we-know-when-an-av-is-safe-enough/

- DIY Rechargeable LED Makeup Compact
  Source: adafruit-blog
  Topic: Hardware
  URL: https://blog.adafruit.com/2026/09/20/diy-rechargeable-led-makeup-compact/

- How to build high-converting in-app announcements without sacrificing INP & LCP
  Source: devto-javascript
  Topic: JavaScript (+React)
  URL: https://dev.to/pavan_s_poojary/how-to-build-high-converting-in-app-announcements-without-sacrificing-inp-lcp-4di

- I Built 11 Free Web Tools for Developers and Creators — Here's How
  Source: devto-javascript
  Topic: JavaScript
  URL: https://dev.to/maruf_hossain_x17/i-built-11-free-web-tools-for-developers-and-creators-heres-how-3ol3

- Everything That Happened in AI This Weekend (September 18-19, 2026)
  Source: the-neuron-ai
  Topic: AI (+AI Research)
  URL: https://www.theneuron.ai/digest/everything-that-happened-in-ai-this-weekend-september-18-19-2026/

- A small but growing number of founders are betting on bringing people together offline
  Source: techcrunch
  Topic: General
  URL: https://techcrunch.com/2026/09/20/a-small-but-growing-number-of-founders-are-betting-that-bringing-people-together-is-its-own-industry/

- Your AI agent failed. The model might not be the problem.
  Source: newstack
  Topic: DevOps
  URL: https://thenewstack.io/nvidia-agent-debugging-safe/

- Reverse Engineering A Sony Car Stereo LCD
  Source: hackaday
  Topic: Hardware
  URL: https://hackaday.com/2026/09/20/reverse-engineering-a-sony-car-stereo-lcd/

- NPC-Forge
  Source: pythonhub-digest
  Topic: Python (+AI)
  URL: https://github.com/gioblu/NPC-Forge

- Qwen-Drive
  Source: pythonhub-digest
  Topic: Python
  URL: https://github.com/QwenLM/Qwen-Drive-1.0

- Ruff, mypy, pytest, and then what?
  Source: pythonhub-digest
  Topic: Python
  URL: https://codescan.dev/blog/ruff-mypy-pytest-and-then-what

- Astral's python distribution is fast
  Source: pythonhub-digest
  Topic: Python
  URL: https://www.reddit.com/r/Python/comments/1wdbhda/astrals_python_distribution_is_fast/

- How to Stop Third-Party APIs From Ruining Your Code
  Source: pythonhub-digest
  Topic: Python
  URL: https://www.youtube.com/watch?v=vskwNNdnqMc

- Teaching NumPy's ufuncs new tricks
  Source: pythonhub-digest
  Topic: Python
  URL: https://labs.quansight.org/blog/teaching-numpys-ufuncs-new-tricks

- Praxist
  Source: pythonhub-digest
  Topic: Python
  URL: https://github.com/sapientinc/PRAXIST

- AWS Lambda Functions in Python: A Practical Guide
  Source: pythonhub-digest
  Topic: Python
  URL: https://middleware.io/blog/aws-lambda-functions-in-python/

- TPU Inference Externalization Full Steam Ahead
  Source: pythonhub-digest
  Topic: Python (+AI)
  URL: https://inferencex.semianalysis.com/blog/tpu-inferencex-full-steam

- cloud-in-a-bottle
  Source: pythonhub-digest
  Topic: Python
  URL: https://github.com/cloud-in-a-bottle/cloud-in-a-bottle

- Turn SQLite Into A Vector Database For RAG
  Source: pythonhub-digest
  Topic: Python (+AI)
  URL: https://www.youtube.com/watch?v=VlEoSzkd2gQ

- hip-agent
  Source: pythonhub-digest
  Topic: Python
  URL: https://github.com/changjonathanc/hip-agent

- Pigeon
  Source: pythonhub-digest
  Topic: Python
  URL: https://github.com/pigeonlabsHQ/pigeon

- Libraries Run Rust Inside Python (With PyO3)
  Source: pythonhub-digest
  Topic: Python
  URL: https://belderbos.dev/blog/how-libraries-run-rust-inside-python/

- microsoft / data-formulator
  Source: pythonhub-digest
  Topic: Python
  URL: https://github.com/microsoft/data-formulator

- guardlist: a list that raises an error when modified during iteration
  Source: pythonhub-digest
  Topic: Python
  URL: https://pypi.org/project/guardlist/

- Citry
  Source: pythonhub-digest
  Topic: Python
  URL: https://github.com/citry-dev/citry

- Plugin Architecture Across Service Boundaries: An API Contract with Pydantic & FastAPI - Pt. 1
  Source: pythonhub-digest
  Topic: Python (+FastAPI)
  URL: https://patrickm.de/plugin-architecture-across-service-boundaries-an-api-contract-with-pydantic-fastapi-pt-1/

- MongoDB migrations in Python
  Source: pythonhub-digest
  Topic: Python (+MongoDB)
  URL: https://dblift.com/blog/mongodb-migrations-python

- numba-metal
  Source: pythonhub-digest
  Topic: Python
  URL: https://github.com/eviking/numba-metal

- Inside the megakernel serving engine for North Mini Code
  Source: pythonhub-digest
  Topic: Python (+AI)
  URL: https://cohere.com/blog/megakernels

- NetAlertX
  Source: pythonhub-digest
  Topic: Python
  URL: https://github.com/netalertx/NetAlertX

- package-doctor: finds Python dependencies at a trust boundary with no one left to fix them
  Source: pythonhub-digest
  Topic: Python
  URL: https://github.com/binuka200/package-doctor

- Quiz: Null in Python: Understanding Python's NoneType Object
  Source: real-python
  Topic: Python
  URL: https://realpython.com/quizzes/null-in-python/

- Alibaba Open Sources OpenCodeReview for AI-Assisted Code Review
  Source: infoq-architecture
  Topic: Architecture (+AI)
  URL: https://www.infoq.com/news/2026/09/alibaba-opencodereview/?utm_campaign=infoq_content&utm_source=infoq&utm_medium=feed&utm_term=Architecture+%26+Design

- An undercover Google analyst infiltrated a notorious supply-chain hacking gang
  Source: ars-technica
  Topic: General
  URL: https://arstechnica.com/security/2026/09/an-undercover-google-analyst-infiltrated-a-notorious-supply-chain-hacking-gang/

- How to build high-converting in-app announcements without sacrificing INP & LCP
  Source: devto-javascript
  Topic: JavaScript (+React)
  URL: https://dev.to/pavan_s_poojary/how-to-build-high-converting-in-app-announcements-without-sacrificing-inp-lcp-4gde

- A Bandpass Filter Pulls In The Signals
  Source: hackaday
  Topic: Hardware
  URL: https://hackaday.com/2026/09/20/a-bandpass-filter-pulls-in-the-signals/

- The Pairing Session That Threw Out a Green Eval for a Leaked Assert
  Source: devto-javascript
  Topic: JavaScript
  URL: https://dev.to/appjs_7055/the-pairing-session-that-threw-out-a-green-eval-for-a-leaked-assert-1d1e

- The Cache Key Is Not a Prompt Output
  Source: devto-javascript
  Topic: JavaScript
  URL: https://dev.to/hackjs_8688/the-cache-key-is-not-a-prompt-output-1khh

- Building a Real-Time Football Live Score & Standings App with Nuxt 3
  Source: devto-javascript
  Topic: JavaScript
  URL: https://dev.to/cocatips/building-a-real-time-football-live-score-standings-app-with-nuxt-3-3249

- How I Built a Fully Client-Side QR Code Generator (And Why I Avoided a Backend)
  Source: devto-javascript
  Topic: JavaScript (+React)
  URL: https://dev.to/saazone_studio/how-i-built-a-fully-client-side-qr-code-generator-and-why-i-avoided-a-backend-4oee

- Why I built 43+ PDF tools to process files locally in the browser
  Source: devto-javascript
  Topic: JavaScript
  URL: https://dev.to/aniketgawande/why-i-built-43-pdf-tools-to-process-files-locally-in-the-browser-44oa

- Test Streaming Markdown for Transient Headings and Half-Written Links
  Source: devto-javascript
  Topic: JavaScript
  URL: https://dev.to/babycat/test-streaming-markdown-for-transient-headings-and-half-written-links-e8a

- CSR SSR SSG and ISR Rendering Methods Explained
  Source: devto-javascript
  Topic: JavaScript (+React)
  URL: https://dev.to/parthbhovad/csr-ssr-ssg-and-isr-rendering-methods-explained-37kn

- Point the official Sentry SDK at self-hosted ingest (DSN only)
  Source: devto-javascript
  Topic: JavaScript (+PostgreSQL)
  URL: https://dev.to/amorizz/point-the-official-sentry-sdk-at-self-hosted-ingest-dsn-only-3ij2

- Don't call it an SUV: The Ferrari Purosangue review
  Source: ars-technica
  Topic: General
  URL: https://arstechnica.com/cars/2026/09/dont-call-it-an-suv-the-ferrari-purosangue-review/

- Jev and LLMs: who does what?
  Source: devto-javascript
  Topic: JavaScript (+AI)
  URL: https://dev.to/bibryam/jev-and-llms-who-does-what-189k

- I Resurrected a Dead CRC Crate and It Suddenly Went Viral
  Source: devto-javascript
  Topic: JavaScript
  URL: https://dev.to/wiseai/i-resurrected-a-dead-crc-crate-and-it-suddenly-went-viral-3894

- Skills, not docs
  Source: devto-javascript
  Topic: JavaScript
  URL: https://dev.to/jgauffin/skills-not-docs-50b0

- T. rex teeth indicate it ran as warm as an elephant
  Source: ars-technica
  Topic: General
  URL: https://arstechnica.com/science/2026/09/t-rex-teeth-indicate-it-ran-as-warm-as-an-elephant/

- Cloudflare Measures Origin TLS Preferences, Cutting Handshake Retries from 52% to 3.7%
  Source: infoq-architecture
  Topic: Architecture
  URL: https://www.infoq.com/news/2026/09/cloudflare-automatic-key-exchang/?utm_campaign=infoq_content&utm_source=infoq&utm_medium=feed&utm_term=Architecture+%26+Design

- How Windows turned months of inactivity into a 7-hour update hostage situation
  Source: theregister
  Topic: General
  URL: https://www.theregister.com/os-platforms/2026/09/20/how-windows-turned-months-of-inactivity-into-a-7-hour-update-hostage-situation/5297478

- No GPU, No Problem: Flagship LLMs on a GPU-less Teenaged Server
  Source: hackaday
  Topic: Hardware (+AI)
  URL: https://hackaday.com/2026/09/20/no-gpu-no-problem-flagship-llms-on-a-gpu-less-teenaged-server/

- Java Weekly, Issue 664
  Source: baeldung
  Topic: Java
  URL: https://www.baeldung.com/java-weekly-664

- World geography gotchas
  Source: foojay-today
  Topic: Java
  URL: https://foojay.io/today/world-geography-gotchas/

- Teardown and Repair of an Insoma Water Timer
  Source: hackaday
  Topic: Hardware
  URL: https://hackaday.com/2026/09/19/teardown-and-repair-of-a-insoma-water-timer/

- Crowdwide Is Now Public for Testing 🚀
  Source: devto-javascript
  Topic: JavaScript
  URL: https://dev.to/puneetkumar2010/crowdwide-is-now-public-for-testing-4nb5

- I built a free carbon & page-weight auditor for the web — feedback welcome
  Source: devto-javascript
  Topic: JavaScript
  URL: https://dev.to/digitalgh0st/i-built-a-free-carbon-page-weight-auditor-for-the-web-feedback-welcome-5d4

- The @forge/bridge import that kills your resolver, and why nothing warns you
  Source: devto-javascript
  Topic: JavaScript (+React)
  URL: https://dev.to/mihai_leanzero/the-forgebridge-import-that-kills-your-resolver-and-why-nothing-warns-you-2j2

- How I Built a Real-Time Sports Stats Tracker: GBs Samuel caught off guard on winning Davis Cup debut
  Source: devto-javascript
  Topic: JavaScript
  URL: https://dev.to/muhammad_binnazeer_6a810/how-i-built-a-real-time-sports-stats-tracker-gbs-samuel-caught-off-guard-on-winning-davis-cup-debut-5h9o

- How I Built a Real-Time Nba Stats Tracker: London Lions set for NBA test as British basketball bids to step up
  Source: devto-javascript
  Topic: JavaScript
  URL: https://dev.to/muhammad_binnazeer_6a810/how-i-built-a-real-time-nba-stats-tracker-london-lions-set-for-nba-test-as-british-basketball-bids-1c0m

- Your plugin system couldn't replace plugins. So here's the transaction that you're missing.
  Source: devto-javascript
  Topic: JavaScript
  URL: https://dev.to/luke_gree_fc8780a9e7/your-plugin-system-couldnt-replace-plugins-so-heres-the-transaction-that-youre-missing-21lm

- I Compared My Free Vanilla JS CBT Toolkit Against 5 Paid Mental Health Apps — Here Is the Architecture Difference
  Source: devto-javascript
  Topic: JavaScript
  URL: https://dev.to/473185670/i-compared-my-free-vanilla-js-cbt-toolkit-against-5-paid-mental-health-apps-here-is-the-5dkm

- Laser Your Way into Debug Mode on the RP2350
  Source: hackaday
  Topic: Hardware
  URL: https://hackaday.com/2026/09/19/laser-your-way-into-debug-mode-on-the-rp2350/

- There Is No Server to Audit — GenosDB's First Security Audit, and What It Found
  Source: devto-javascript
  Topic: JavaScript
  URL: https://dev.to/estebanrfp/there-is-no-server-to-audit-genosdbs-first-security-audit-and-what-it-found-3pk4

- Comparing Promise.all, allSettled, any, and race when failure arrives first
  Source: devto-javascript
  Topic: JavaScript
  URL: https://dev.to/hirodeath/comparing-promiseall-allsettled-any-and-race-when-failure-arrives-first-3bec

- What Is a Browser-Based Tool? Examples, Benefits, and How They Work
  Source: devto-javascript
  Topic: JavaScript
  URL: https://dev.to/badalkumar6444/what-is-a-browser-based-tool-examples-benefits-and-how-they-work-136e

- Pretty-Print JSON Without Leaking Tokens: A Local Checklist for API Debugging
  Source: devto-javascript
  Topic: JavaScript
  URL: https://dev.to/magill_anway_bc9442bb1125/pretty-print-json-without-leaking-tokens-a-local-checklist-for-api-debugging-1ap0

- Progressive Web Apps (PWAs)
  Source: devto-javascript
  Topic: JavaScript
  URL: https://dev.to/thomasbnt/progressive-web-apps-pwas-237d

- Trump Says He’s Forming a U.S. ‘AI Force’ and Will Name an AI Czar
  Source: the-neuron-ai
  Topic: AI (+AI Research)
  URL: https://www.theneuron.ai/news/trump-us-ai-force-ai-czar/

- Adafruit New Products this Week
  Source: adafruit-blog
  Topic: Hardware
  URL: https://blog.adafruit.com/2026/09/19/adafruit-new-products-this-week-3/

- High-end 8-channel oscilloscope features 12-core AMD EPYC CPU, 96GB RAM, 15.6-inch display, and more
  Source: cnx-software
  Topic: Hardware
  URL: https://www.cnx-software.com/2026/09/20/high-end-8-channel-oscilloscope-features-12-core-amd-epyc-cpu-96gb-ram-15-6-inch-display/

## Research

- GraphRAG: A Practitioner's Guide to 6 Advanced Architectural Patterns
  Source: towards-data-science
  Topic: AI Research (+AI, Python)
  URL: https://towardsdatascience.com/graphrag-a-practitioners-guide-to-6-advanced-architectural-patterns/

- CBAM Paper Walkthrough: The Double-Attention Mechanism
  Source: towards-data-science
  Topic: AI Research (+AI, Python)
  URL: https://towardsdatascience.com/cbam-paper-walkthrough-the-double-attention-mechanism/

## Community

- Quoting voxium
  Source: simon-willison
  Topic: Python (+AI, Django)
  URL: https://simonwillison.net/2026/Sep/20/voxium/

- MCP was always a bad idea?
  Source: simon-willison
  Topic: Python (+AI, Django)
  URL: https://simonwillison.net/2026/Sep/20/hn-49779718/

- llm-keys-ui 0.1
  Source: simon-willison
  Topic: Python (+AI, Django)
  URL: https://simonwillison.net/2026/Sep/20/llm-keys-ui/

- Help needed about tokio-rustls usage
  Source: rust-users-forum
  Topic: Rust
  URL: https://users.rust-lang.org/t/help-needed-about-tokio-rustls-usage/142512

- Which rule does it regulate that `dyn Trait + AutoTrait` can be coerced to `dyn Trait`?
  Source: rust-users-forum
  Topic: Rust
  URL: https://users.rust-lang.org/t/which-rule-does-it-regulate-that-dyn-trait-autotrait-can-be-coerced-to-dyn-trait/142511

- Looking for examples of new protocol families?
  Source: rust-users-forum
  Topic: Rust
  URL: https://users.rust-lang.org/t/looking-for-examples-of-new-protocol-families/142510

- datasette-explain 0.2.2
  Source: simon-willison
  Topic: Python (+AI, Django)
  URL: https://simonwillison.net/2026/Sep/20/datasette-explain/

- AI-assisted genealogy, a follow-up
  Source: nicolas-frankel
  Topic: Java
  URL: https://blog.frankel.ch/ai-assisted-genealogy-follow-up/

- Tejaswi Thimmaiah: PostgreSQL Major Version Upgrade with pg_upgrade and Extensions — A Hands-On Sandbox Guide
  Source: planet-postgresql
  Topic: PostgreSQL
  URL: https://postgr.es/p/9vL

- LernerPython blog, from Reuven Lerner: Get Python help, one on one: my coaching sessions
  Source: planet-python
  Topic: Python
  URL: https://lernerpython.com/2026/09/20/python-coaching-one-on-one/

- LernerPython blog, from Reuven Lerner: Get Python help, one on one: my coaching sessions
  Source: planet-python
  Topic: Python
  URL: https://lernerpython.com/2026/09/20/get-python-help-one-on-one-my-coaching-sessions/

- LernerPython blog, from Reuven Lerner: NaN in Pandas: Why you need np.nan, not pd.NaN
  Source: planet-python
  Topic: Python
  URL: https://lernerpython.com/2026/09/20/nan-in-pandas-why-you-need-np-nan-not-pd-nan/

- Christophe Pettus: All Your GUCs in a Row: max_parallel_workers and max_parallel_workers_per_gather
  Source: planet-postgresql
  Topic: PostgreSQL
  URL: https://postgr.es/p/9va

- Henrietta Dombrovskaya: Major updates to pg_acm
  Source: planet-postgresql
  Topic: PostgreSQL
  URL: https://postgr.es/p/9v9

- .plan-26-38: Near, far, wherever you are, Tessera infers on
  Source: ocaml-planet
  Topic: OCaml
  URL: https://anil.recoil.org/notes/2026w38

- Amiga Unix, Again
  Source: hacker-news
  Topic: General
  URL: https://amigaux.org/

- The addiction of online sports gambling: "Like crack in the '80s"
  Source: hacker-news
  Topic: General
  URL: https://www.cbsnews.com/news/sports-betting-apps-gambling/

- DAPO: An Open-source RL System from ByteDance Seed and Tsinghua AIR
  Source: hacker-news
  Topic: General
  URL: https://github.com/BytedTsinghua-SIA/DAPO

- Show HN: Lightspeed, build real time apps the Laravel way (+asteroids demo)
  Source: hacker-news
  Topic: General
  URL: https://news.ycombinator.com/item?id=49781032

- Show HN: jevals – replacing LLM judges with typed Jev decisions
  Source: hacker-news
  Topic: General (+AI)
  URL: https://github.com/openlayer-ai/jevals

- What happened to the Snowden archive
  Source: hacker-news
  Topic: General
  URL: https://libroot.org/posts/what-happened-to-the-snowden-archive

- AX – Google’s Open Agentic Orchestrator
  Source: hacker-news
  Topic: General
  URL: https://agentexecutor.io

- Bill to Ban Private Equity from Owning Medical Practices
  Source: hacker-news
  Topic: General
  URL: https://truthout.org/articles/warren-introduces-bill-to-ban-private-equity-from-owning-medical-practices/

- MUNI Heritage Weekend in San Francisco
  Source: hacker-news
  Topic: General
  URL: https://daniel.lawrence.lu/blog/2026-09-20-muni-heritage-weekend/

- Whirlpool Washer Transmission Repair (2007)
  Source: hacker-news
  Topic: General
  URL: https://k0lee.com/2007/01/whirlpool-washer-transmission-repair/

- What It's Like to Work in One of America's Data Centers
  Source: hacker-news
  Topic: General
  URL: https://www.wsj.com/business/what-its-like-to-work-in-one-of-americas-data-centers-b4358003

- I stopped drinking the AI Kool-Aid
  Source: hacker-news
  Topic: General
  URL: https://joshtronic.com/2026/09/20/i-stopped-drinking-the-ai-kool-aid/

- Nobody pays for FOSS, we can force them to
  Source: hacker-news
  Topic: General
  URL: https://seldo.com/posts/nobody-pays-for-open-source-we-can-force-them-to/

- Jonathan Frakes Asks You Things [video]
  Source: hacker-news
  Topic: General
  URL: https://www.youtube.com/watch?v=9S1EzkRpelY

- Ogre Battle 64 Recompiled Project at 99.05%
  Source: hacker-news
  Topic: General
  URL: https://github.com/lfarroco/ogre-battle-64-recomp

- One Minute Park
  Source: hacker-news
  Topic: General
  URL: https://oneminutepark.tv/

- Base Browser: A hard fork of Firefox with no AI slop
  Source: hacker-news
  Topic: General
  URL: https://codeberg.org/basebrowserproject

- OpenAI's Sam Altman to Brief UN Security Council Next Week
  Source: hacker-news
  Topic: General (+AI)
  URL: https://www.reuters.com/business/openais-sam-altman-to-brief-un-security-council-next-week-during-2026-09-18/

- ATProto in Practice #1: Identity
  Source: hacker-news
  Topic: General
  URL: https://mackuba.eu/2026/07/20/atproto-in-practice-identity/

- A study of sequence weighting at scale
  Source: lobsters
  Topic: General
  URL: https://blog.janestreet.com/a-study-of-sequence-weighting-at-scale/

- Frontier Labs Are Selling Garbage to Fools in Washington
  Source: hacker-news
  Topic: General
  URL: https://deadneurons.substack.com/p/frontier-labs-are-selling-garbage

- MCP was always a bad idea?
  Source: hacker-news
  Topic: General
  URL: https://maharship.com/blog/why-mcp-was-always-a-bad-idea/

- The Hierarchy of Money
  Source: hacker-news
  Topic: General
  URL: https://gregorygundersen.com/blog/2026/09/20/hierarchy-of-money/

- GNU/Linux Has Grown a Lot Lately
  Source: hacker-news
  Topic: General
  URL: https://techrights.org/n/2026/09/20/GNU_Linux_Has_Grown_a_Lot_Lately.shtml

- Software sandboxing: The basics (2025)
  Source: hacker-news
  Topic: General
  URL: https://blog.emilua.org/2025/01/12/software-sandboxing-basics/

- Lego Brick Sorting Machine Uses AI to Save Millions from Landfill [video]
  Source: hacker-news
  Topic: General
  URL: https://www.youtube.com/watch?v=M0cWcAIeOyU

- Roku launches open-source Roku LT OS for creative programmers
  Source: lobsters
  Topic: General
  URL: https://blog.roku.com/developer/roku-lt-os

- Andrew Ng: AI Extinction Fears Are 'Science Fiction'
  Source: hacker-news
  Topic: General
  URL: https://www.youtube.com/watch?v=KnckQp-c388

- A Necessary History of the Oddest Letter: W
  Source: hacker-news
  Topic: General
  URL: https://lithub.com/a-necessary-history-of-the-oddest-letter-w/

- I turned Jev into a (lousy) chatbot
  Source: hacker-news
  Topic: General
  URL: https://github.com/kyle-pena-nlp/jevchat/

- Bot-free self-hosted analytics with GoatCounter on NixOS
  Source: lobsters
  Topic: General (+Web)
  URL: https://vincent.bernat.ch/en/blog/2026-goatcounter

- Samsung is expected to more than double output of its HBM4 and HBM4E DRAM
  Source: hacker-news
  Topic: General
  URL: https://en.sedaily.com/finance/2026/09/20/samsung-to-double-hbm4-output-next-year-sources-say

- Resident Evil 4 (GameCube) – complete byte-identical decompilation to C/C++
  Source: hacker-news
  Topic: General
  URL: https://github.com/adonis-singh/re4

- Trying the software factory pattern
  Source: hacker-news
  Topic: General
  URL: https://lethain.com/software-factory-experiment/

- US Revokes Limits on Power Plants' Climate Pollution
  Source: hacker-news
  Topic: General
  URL: https://text.hrw.org/news/2026/09/17/us-revokes-limits-on-power-plants-climate-pollution

- Autonomous strike drone uses Nvidia Jetson Orin Nano to pick and bomb targets
  Source: hacker-news
  Topic: General
  URL: https://www.tomshardware.com/tech-industry/drones/autonomous-strike-drone-uses-nvidia-jetson-orin-nano-to-independently-pick-and-bomb-targets-swedish-startups-attack-drones-run-small-ai-model-require-no-human-input-and-zero-external-comms

- An undercover Google analyst infiltrated a notorious supply-chain hacking gang
  Source: hacker-news
  Topic: General
  URL: https://www.wired.com/story/an-undercover-google-analyst-infiltrated-a-notorious-supply-chain-hacking-gang/

- Truman World
  Source: hacker-news
  Topic: General
  URL: https://trumanworld.live

- Show HN: Radius – A Meetup.com Alternative
  Source: hacker-news
  Topic: General
  URL: https://radius.to/

- A History of the Chiming Machines at Gloucester's Cathedral and Churches (2017) [pdf]
  Source: hacker-news
  Topic: General
  URL: https://www.bgas.org.uk/tbgas_bg/v135/251-268-MacKechnie-Jarvis.pdf

- I am often wrong
  Source: hacker-news
  Topic: General
  URL: https://borischerny.com/management,/product/2026/09/19/I-am-often-wrong.html

- Overdue library magazine returned after 132 years
  Source: hacker-news
  Topic: General
  URL: https://www.npr.org/2026/09/18/nx-s1-5971268/overdue-library-magazine-returned-after-132-years

- The $100M ETF Built on Research That Doesn't Replicate
  Source: hacker-news
  Topic: General
  URL: https://www.chrisbrunet.com/p/the-100-million-etf-built-on-research

- Deterministic Core, Non-Deterministic Shell
  Source: lobsters
  Topic: General
  URL: https://outdata.net/blog/260803

- Lambda MicroEgg
  Source: hacker-news
  Topic: General
  URL: https://www.philipzucker.com/lambda_miller_egg/

- How video games inspire great UX (2019)
  Source: hacker-news
  Topic: General
  URL: https://jenson.org/games/

- Prompts aren’t Real
  Source: hacker-news
  Topic: General
  URL: https://evaluation.club

- Laya on Mac M4 CoreML Offline
  Source: hacker-news
  Topic: General
  URL: https://gist.github.com/fordnox/e592d0f68b543fd044be8e6d040863a0

- Custom home server built from spare parts
  Source: hacker-news
  Topic: General
  URL: https://asmat.ca/blog/i-went-bananas/

- Show HN: Ifso.io – Personal finance simulator with no sign up required
  Source: hacker-news
  Topic: General
  URL: https://ifso.io/try

- Are we really going to use the same Desktop UX forever?
  Source: lobsters
  Topic: General
  URL: https://www.youtube.com/watch?v=V7AfAcQwLW0

- One-Electron Universe
  Source: hacker-news
  Topic: General
  URL: https://en.wikipedia.org/wiki/One-electron_universe

- What's been going on in w64devkit the past year
  Source: hacker-news
  Topic: General
  URL: https://nullprogram.com/blog/2026/09/20/

- ChatGPT now knows what you do on other websites via ad collector
  Source: hacker-news
  Topic: General
  URL: https://www.buchodi.com/chatgpt-now-knows-what-you-do-on-other-websites-via-ad-collector/

- Singapore’s National Library Board offers micropayments to build reading habits
  Source: hacker-news
  Topic: General
  URL: https://www.gadgetreview.com/singapore-is-paying-people-to-put-down-their-phones-and-read-books

- Pirate Face Rescues LLM Models from Deletion
  Source: hacker-news
  Topic: General (+AI)
  URL: https://pirateface.co/

- Sherline Tools Is Going Out of Business
  Source: hacker-news
  Topic: General
  URL: https://toolguyd.com/sherline-tools-shutting-down-usa-production/

- Show HN: A competition for small neural networks that play strategy games
  Source: hacker-news
  Topic: General
  URL: https://tinybrains.dev

- The Journey of a Migratory Shorebird
  Source: hacker-news
  Topic: General
  URL: https://www.newyorker.com/magazine/2026/09/21/the-incredible-journey-of-a-migratory-shorebird

- The monopoly behind your TI graphing calculator
  Source: hacker-news
  Topic: General
  URL: https://www.theverge.com/podcast/997725/the-hidden-monopoly-behind-your-ti-graphing-calculator

- The Patriots' kicker scoreboard trick debunked
  Source: hacker-news
  Topic: General
  URL: https://perthirtysix.com/essay/patriots-scoreboard-kicker-trick

- The senior engineer death spiral
  Source: hacker-news
  Topic: General
  URL: https://sunilpai.dev/posts/the-senior-engineer-death-spiral/

- Adversarial examples for fast hash functions
  Source: lobsters
  Topic: General
  URL: https://thomasahle.com/blog/adversarial-examples-for-hashes/

- No More Code Dumps
  Source: hacker-news
  Topic: General
  URL: https://www.reddit.com/r/rust/comments/1wkmzun/no_more_code_dumps/

- Mathematical Billiards (2024)
  Source: hacker-news
  Topic: General
  URL: https://structures.uni-heidelberg.de/blog/posts/2024_01_costa/index.php

- Teen Social Media Bans Miss the Point
  Source: hacker-news
  Topic: General
  URL: https://thereader.mitpress.mit.edu/teen-social-media-bans-miss-the-point/

- Do birds have accents? the regional differences in birdsong
  Source: hacker-news
  Topic: General
  URL: https://theconversation.com/do-birds-have-accents-the-fascinating-regional-differences-in-birdsong-278108

- Qwen Image 2.1
  Source: hacker-news
  Topic: General
  URL: https://qwen.ai/blog?id=qwen-image-2.1

- Unix Year 2038 problem and the art of underestimating
  Source: lobsters
  Topic: General
  URL: https://www.buzzsprout.com/2469780/episodes/19824439

- The LLMentalist Effect (2023)
  Source: hacker-news
  Topic: General
  URL: https://softwarecrisis.dev/letters/llmentalist/

- Vim's UserGettingBored autocmd
  Source: lobsters
  Topic: General
  URL: https://evanhahn.com/usergettingbored-vim/

- The Millennium Problems for Biology
  Source: hacker-news
  Topic: General
  URL: https://millenniumproblems.bio/

- An actively maintained and updated Motif fork actually exists
  Source: lobsters
  Topic: General
  URL: https://www.osnews.com/story/145877/an-actively-maintained-and-updated-motif-fork-actually-exists/

- The Shaky Evidence That Flock Cameras Reduce Crime Rates
  Source: hacker-news
  Topic: General
  URL: https://reason.com/2026/09/18/the-shaky-evidence-that-flock-cameras-reduce-crime-rates/

- If AI coding is lowering your code quality, you're not managing quality right
  Source: hacker-news
  Topic: General
  URL: https://www.i-kh.net/p/if-ai-coding-is-lowering-your-code

- Romanian Crime Rings Are Draining U.S. Welfare Accounts
  Source: hacker-news
  Topic: General
  URL: https://www.wsj.com/us-news/how-romanian-crime-rings-are-draining-u-s-welfare-accounts-c9750d32

- Why do we need human mathematicians anymore?
  Source: hacker-news
  Topic: General
  URL: https://terrytao.wordpress.com/2026/09/19/why-do-we-need-human-mathematicians-anymore/

- AI and the Destruction of the Creative Commons
  Source: hacker-news
  Topic: General
  URL: https://www.chesterwisniewski.com/post/2026-09-13-ai-is-destroying-the-creative-commons/

- PDF Forgeries Are Surprisingly Rare (2022)
  Source: hacker-news
  Topic: General
  URL: https://gwern.net/blog/2022/pdf-forgery

- A font that reads what you wrote
  Source: hacker-news
  Topic: General
  URL: https://rohanadwankar.github.io/posts/semfont.html

- Benchmarking Wild vs. Mold
  Source: hacker-news
  Topic: General
  URL: https://davidlattimore.github.io/posts/2026/09/18/benchmarking-wild-vs-mold.html

- Microsoft agentically ports Copilot runtime to Rust for $120K
  Source: hacker-news
  Topic: General
  URL: https://www.theregister.com/devops/2026/09/18/microsoft-agentically-ports-copilot-runtime-to-rust-for-120k/5297549

- Don't Be Nice
  Source: hacker-news
  Topic: General
  URL: https://roe.dev/blog/dont-be-nice

- Show HN: AI Facial Attractiveness Model Aligned with Human Preferences
  Source: hacker-news
  Topic: General
  URL: https://faceanalysisai.com/

- Google Pixel phones pwned in zero-click attacks
  Source: hacker-news
  Topic: General
  URL: https://www.theregister.com/security/2026/09/16/google-pixel-phones-pwned-in-zero-click-attacks/5296936

- Porsche puts wireless EV charging into production
  Source: hacker-news
  Topic: General
  URL: https://electrek.co/2026/09/18/its-finally-here-porsche-puts-wireless-ev-charging-into-production-video/

- OpenAI and Microsoft knew they were starting a 'doom loop' for the web
  Source: hacker-news
  Topic: General (+AI)
  URL: https://www.theverge.com/ai-artificial-intelligence/997633/openai-microsoft-chatgpt-ai-new-york-times-doom-loop-theft-google-zero

- Every Nvidia GPU has 10 to 30 RISC-V cores inside it
  Source: hacker-news
  Topic: General
  URL: https://www.xda-developers.com/your-nvidia-gpu-dozens-risc-v-cores-one-took-over-graphics-driver/

- How Notion handles concurrent editing with CRDTs
  Source: lobsters
  Topic: General
  URL: https://www.notion.com/blog/how-notion-handles-concurrent-editing-with-crdts

- I tried the new Fairphone, a phone designed to be repaired
  Source: hacker-news
  Topic: General
  URL: https://www.fastcompany.com/91608879/i-tried-the-new-fairphone-a-phone-designed-to-be-repaired

- Dropbox's Jan 1st 2027 terms of service
  Source: hacker-news
  Topic: General
  URL: https://www.dropbox.com/terms2026

- Spain orders blocks on Archive.today and its mirrors
  Source: hacker-news
  Topic: General
  URL: https://reclaimthenet.org/spain-blocks-archive-today-and-mirrors

- Beyond jj: config & tools ecosystem
  Source: lobsters
  Topic: General
  URL: https://andre.arko.net/2026/09/16/beyond-jj-config-and-tools-ecosystem/

- Orchestrating Claude Code Agents: The Chief of Staff Pattern
  Source: hacker-news
  Topic: General
  URL: https://asyncdot.com/blog/chief-of-staff-pattern-orchestrating-claude-code-sessions/

- UTF-8000: Unlimited UTF-8
  Source: hacker-news
  Topic: General
  URL: https://utf-8000.jb2170.com

- Telling a Computer to Do Things
  Source: hacker-news
  Topic: General
  URL: https://will-keleher.com/posts/telling-your-computer-to-do-things/

- Using non-breakable spaces in test method names
  Source: lobsters
  Topic: General
  URL: https://mnapoli.fr/using-non-breakable-spaces-in-test-method-names

- The quest for open PDKs (silicon foundry Process Development Kits) [video]
  Source: hacker-news
  Topic: General
  URL: https://www.youtube.com/watch?v=-7indiyU9nU

- Polymarket's Rush to Grow Left a Door Wide Open for Fraudsters
  Source: hacker-news
  Topic: General
  URL: https://www.wsj.com/business/polymarkets-fraud-regulators-coplan-5f418ab0

- Step 5 Preview: Advancing the Pareto Frontier
  Source: hacker-news
  Topic: General
  URL: https://www.stepfun.com/step-5-preview

- The last mile of a long road: faster NumPy in the browser
  Source: lobsters
  Topic: General (+Python)
  URL: https://notebook.link/blog/the-last-mile-faster-numpy

- The Story of FCKGW-RHQQ2-YXRKT-8TG6W-2B7Q8
  Source: hacker-news
  Topic: General
  URL: https://twitter.com/davepl1968/status/2099883465256865923

- World Wide Words
  Source: hacker-news
  Topic: General
  URL: https://www.worldwidewords.org/genindex.html

- RSA-896
  Source: hacker-news
  Topic: General
  URL: https://saweis.net/posts/rsa-896.html

- More dirty coding tricks from game developers (2015)
  Source: lobsters
  Topic: General
  URL: https://web.archive.org/web/20210605053151/http://www.gamasutra.com/view/news/249475/More_dirty_coding_tricks_from_game_developers.php#tophead

- HEIF Heist
  Source: lobsters
  Topic: General
  URL: https://heif-heist.com

- More floating point alternatives
  Source: hacker-news
  Topic: General
  URL: https://wizardzines.com/comics/floating-point-alternatives/

- You Know GDPR Is Good Based on Who Hates It
  Source: lobsters
  Topic: General
  URL: https://matduggan.com/you-know-gdpr-is-good-based-on-who-hates-it/

- Paper Models of Polyhedra
  Source: hacker-news
  Topic: General
  URL: https://www.polyhedra.net/en/

- The Hugging Face Hack Wasn't What It Was Cracked Up to Be
  Source: hacker-news
  Topic: General (+AI)
  URL: https://www.wsj.com/opinion/the-hugging-face-hack-wasnt-what-it-was-cracked-up-to-be-e00cf3fa

- Apple iPhone 18 Pro Camera test
  Source: hacker-news
  Topic: General
  URL: https://www.dxomark.com/apple-iphone-18-pro-camera-test/

- App building platform for young kids to learn how to code
  Source: hacker-news
  Topic: General
  URL: https://codedreams.org

## Media

- Structured Output in the browser with Transformers.js 4.3
  Source: youtube-huggingface
  Topic: Hugging Face (+AI)
  URL: https://www.youtube.com/shorts/3V9CPisNs1g

- 25 agent skills to improve your workflow in GitHub Copilot | Matt Pocock | GitHub Copilot Day
  Source: youtube-github
  Topic: Open Source (+General)
  URL: https://www.youtube.com/watch?v=9yPyoxlyc5Q

- POST GAME PODCAST | Final Siren WAFL Grand Final ⚡️
  Source: youtube-docker
  Topic: DevOps
  URL: https://www.youtube.com/watch?v=fSN9njFtMIQ

- "done a lot of people proud..."🥹
  Source: youtube-docker
  Topic: DevOps
  URL: https://www.youtube.com/shorts/RsniaWQzC2g

- 🎙️what JL said after booking a spot in the GRAND FINAL
  Source: youtube-docker
  Topic: DevOps
  URL: https://www.youtube.com/watch?v=TRF9nPll9YU