TILens Daily Edition 2026-10-13 Filters: topic=languages, github=hidden Stats: 106 articles, 22 sources, 6 research papers Top topics: Python, JavaScript, AI ## News - This Week in Spring - October 13th, 2026 Source: spring-blog Topic: Java URL: https://spring.io/blog/2026/10/13/this-week-in-spring-october-13th-2026 - 1.99.1 pre-release testing Source: inside-rust Topic: Rust URL: https://blog.rust-lang.org/inside-rust/2026/10/13/1.99.1-prerelease/ - Python 3.16.0 alpha 1 is now available Source: python-insider Topic: Python URL: https://blog.python.org/2026/10/python-3160-alpha-1-is-now-available/ - Can a model predict virality better than people? Building CloutBot with Kimi Source: devto-javascript Topic: JavaScript (+AI) URL: https://dev.to/suyash_tatiya_5d99cde7366/can-a-model-predict-virality-better-than-people-building-cloutbot-with-kimi-58mo - Django Security Releases Issued: 6.1.2, 6.0.9, and 5.2.18 Source: pycoders-weekly Topic: Python (+Django) URL: https://www.djangoproject.com/weblog/2026/oct/06/security-releases/ - What Is Meta Muse? A Plain-English Guide to Meta’s New AI Source: pycoders-weekly Topic: Python URL: https://realpython.com/what-is-meta-muse/ - The 5 Most Exciting New Features of Python 3.15 Source: pycoders-weekly Topic: Python URL: https://mathspp.com/blog/the-5-most-exciting-new-features-of-python-315 - Codex for Python Developers: Hands-On Agentic Coding Course Source: pycoders-weekly Topic: Python URL: https://realpython.com/workshops/codex/?utm_source=pycoders&utm_medium=email&utm_campaign=pycoders-issue&utm_content=2026-10-13 - Release of Polars 2.0 Source: pycoders-weekly Topic: Python URL: https://pola.rs/posts/release-polars-2/ - django-upgrade-report: Which Dependencies Block an Upgrade to Your Django Project? Source: pycoders-weekly Topic: Python (+Django) URL: https://github.com/derblub/django-upgrade-report - Saving Jet Fuel Source: pycoders-weekly Topic: Python URL: https://tech.marksblogg.com/scikit-decide-openap-optimal-flight-planning.html - PyCon Taiwan Source: pycoders-weekly Topic: Python URL: https://tw.pycon.org/2026/en-us - pyEQL: An Interface for Water Chemistry Source: pycoders-weekly Topic: Python URL: https://github.com/KingsburyLab/pyEQL - Why Most Data Science Notebooks Die After Day One Source: pycoders-weekly Topic: Python URL: https://www.kdnuggets.com/why-most-data-science-notebooks-die-after-day-one-how-to-build-ones-that-survive - polynx: pandas-Style Query/Eval Strings for Polars Source: pycoders-weekly Topic: Python URL: https://github.com/LowellWinston/polynx - PyCon NL 2026 Source: pycoders-weekly Topic: Python URL: https://www.pycon-nl.org/ - Generate Images in Python With OpenAI’s GPT Image API Source: pycoders-weekly Topic: Python (+AI) URL: https://realpython.com/generate-images-openai/ - Quiz: Generate Images in Python With OpenAI’s GPT Image API Source: pycoders-weekly Topic: Python (+AI) URL: https://realpython.com/quizzes/generate-images-openai/ - P Is for Python Enhancement Proposal (PEP) Source: pycoders-weekly Topic: Python URL: https://hamatti.org/posts/p-is-for-python-enhancement-proposal-pep-python-a-to-z/ - How Fast Is Python 3.15? Source: pycoders-weekly Topic: Python URL: https://blog.miguelgrinberg.com/post/how-fast-is-python-3-15 - PEP 755: Implicit Namespace Policy for PyPI (Withdrawn) Source: pycoders-weekly Topic: Python URL: https://peps.python.org/pep-0755/ - Towards Async Transactions in Django Source: pycoders-weekly Topic: Python (+Django) URL: https://noumenal.es/stack-report/towards-async-transactions-in-django/ - Show and Hide Wagtail Admin Fields Without JavaScript Source: pycoders-weekly Topic: Python URL: https://timonweb.com/wagtail/show-and-hide-wagtail-admin-fields-without-writing-any-javascript/ - First Steps Into Memory Management in Python Source: pycoders-weekly Topic: Python URL: https://tech.daniellbastos.com.br/posts/python-memory-management/ - How We Built an Async-Aware Python Profiler Source: pycoders-weekly Topic: Python URL: https://www.datadoghq.com/blog/engineering/async-python-profiler/ - Python 3.15.0 Release Notes Source: pycoders-weekly Topic: Python URL: https://docs.python.org/release/3.15.0/whatsnew/changelog.html - nvmon: A Fancy NVIDIA GPU Monitor for the Terminal Source: pycoders-weekly Topic: Python URL: https://github.com/Han-DongHeun/nvmon - django-prose-editor: ProseMirror-based HTML Editor Source: pycoders-weekly Topic: Python (+Django) URL: https://github.com/feincms/django-prose-editor - Hugging Face Transformers: Leverage Open-Source AI in Python Source: pycoders-weekly Topic: Python (+AI) URL: https://realpython.com/huggingface-transformers/ - The Things You Own End Up Owning You Source: pycoders-weekly Topic: Python URL: https://labs.quansight.org/blog/limited_api_numpy - PyData Bristol Meetup Source: pycoders-weekly Topic: Python URL: https://www.meetup.com/pydata-bristol/ - Codemoo: Demonstrating How Coding Agents Work Source: pycoders-weekly Topic: Python URL: https://realpython.com/podcasts/rpp/314/ - VPS latency is a trading rule, not an infrastructure detail Source: devto-javascript Topic: JavaScript URL: https://dev.to/elitepropx/vps-latency-is-a-trading-rule-not-an-infrastructure-detail-4gm0 - Multiple funded accounts are one position, not several Source: devto-javascript Topic: JavaScript URL: https://dev.to/elitepropx/multiple-funded-accounts-are-one-position-not-several-377c - Weekend holding: what an overnight gap does to a funded account Source: devto-javascript Topic: JavaScript (+React) URL: https://dev.to/elitepropx/weekend-holding-what-an-overnight-gap-does-to-a-funded-account-4pdl - A soft breach and a hard breach are different failures Source: devto-javascript Topic: JavaScript URL: https://dev.to/elitepropx/a-soft-breach-and-a-hard-breach-are-different-failures-9g1 - A glob that stops at the fence Source: devto-javascript Topic: JavaScript URL: https://dev.to/vzn-vx/a-glob-that-stops-at-the-fence-3km9 - The model heard the ocean. My demo was silent. Source: devto-javascript Topic: JavaScript URL: https://dev.to/blucca/the-model-heard-the-ocean-my-demo-was-silent-37hf - When an input moves mid-run, vx keeps the result and skips the save Source: devto-javascript Topic: JavaScript URL: https://dev.to/vzn-vx/when-an-input-moves-mid-run-vx-keeps-the-result-and-skips-the-save-4bo2 - A cache that stays the size you chose Source: devto-javascript Topic: JavaScript URL: https://dev.to/vzn-vx/a-cache-that-stays-the-size-you-chose-3hfm - ByeBlocked: Hiding blocked users across Discord Source: devto-javascript Topic: JavaScript URL: https://dev.to/8ug8ird/byeblocked-hiding-blocked-users-across-discord-5e6i - Fast file search isn't searching. It's proving files can't match. Source: devto-javascript Topic: JavaScript URL: https://dev.to/ianwieds/fast-file-search-isnt-searching-its-proving-files-cant-match-22d0 - I built a stone-merging game with a global daily leaderboard Source: devto-javascript Topic: JavaScript (+PostgreSQL) URL: https://dev.to/bysoftgames/i-built-a-stone-merging-game-with-a-global-daily-leaderboard-2kcj - Core Web Vitals & Frontend Performance Source: devto-javascript Topic: JavaScript URL: https://dev.to/sri2614/core-web-vitals-frontend-performance-2ca - Structured Concurrency: Why JEP 505 Changes How We Think About Cancellation, Not Just Syntax Source: java-code-geeks Topic: Java URL: https://www.javacodegeeks.com/2026/10/structured-concurrency-why-jep-505-changes-how-we-think-about-cancellation-not-just-syntax.html - How to Use Python: Taking Your First Steps Source: real-python Topic: Python URL: https://realpython.com/courses/python-first-steps/ - Security updates for Tuesday Source: lwn Topic: Open Source (+Django, Python) URL: https://lwn.net/Articles/1100181/ - Your package.json Says What You Asked For. Only the Lockfile Says What You Got. Source: devto-javascript Topic: JavaScript URL: https://dev.to/session_replay/your-packagejson-says-what-you-asked-for-only-the-lockfile-says-what-you-got-3728 - Trencada: 380+ free online tools that need no signup Source: devto-javascript Topic: JavaScript URL: https://dev.to/trencadatools/trencada-380-free-online-tools-that-need-no-signup-1719 - next-intl vs react-i18next: Which React i18n Library Should You Use? Source: devto-javascript Topic: JavaScript (+React) URL: https://dev.to/babelize/next-intl-vs-react-i18next-which-react-i18n-library-should-you-use-36mj - React Context API Explained: Share State Without Prop Drilling Source: devto-javascript Topic: JavaScript (+React) URL: https://dev.to/ansh_sheladiya/react-context-api-explained-share-state-without-prop-drilling-12em - What Is Event Loop Lag in Node.js? How to Measure It (Part 1) Source: devto-javascript Topic: JavaScript URL: https://dev.to/manas2297/what-is-event-loop-lag-in-nodejs-how-to-measure-it-part-1-399g - One by onestack.dev: The React Framework Nobody Asked For Source: devto-javascript Topic: JavaScript (+React) URL: https://dev.to/dishant0406/one-by-onestackdev-the-react-framework-nobody-asked-for-16do - Build a Review Storm Analyzer with ToolJet MCP and Jev Source: devto-javascript Topic: JavaScript URL: https://dev.to/tooljet/build-a-review-storm-analyzer-with-tooljet-mcp-and-jev-13aa - Quiz: Python's len() Function Source: real-python Topic: Python URL: https://realpython.com/quizzes/pythons-len-function/ - How I test SMS OTP flows in Cypress (the cy.task trick) Source: devto-javascript Topic: JavaScript URL: https://dev.to/kutayvural/how-i-test-sms-otp-flows-in-cypress-the-cytask-trick-2l5n - Modelar el ciclo de vida de una multa de tránsito como máquina de estados, con los plazos reales Source: devto-javascript Topic: JavaScript URL: https://dev.to/multita/por-que-una-multa-de-transito-cambia-de-monto-sin-que-hagas-nada-y-como-lo-modelamos-en-codigo-5237 - My deploy succeeded, and my site started lying about your photos Source: devto-javascript Topic: JavaScript (+PostgreSQL) URL: https://dev.to/gengjia_lin_718401795b41f/my-deploy-succeeded-and-my-site-started-lying-about-your-photos-3fid - A New Way to Test Retry Logic Without Refactoring Your JavaScript Code Source: devto-javascript Topic: JavaScript URL: https://dev.to/typescript-guy/a-new-way-to-test-retry-logic-without-refactoring-your-javascript-code-1ff1 - Anechoic Chamber Manufacturer Source: devto-javascript Topic: JavaScript URL: https://dev.to/amit_singh_b83e7d9d2bc8d5/anechoic-chamber-manufacturer-ge5 - Presentation: How Eve Online Leverages Head Based Sampling to Observe "Fun" Source: infoq-java Topic: Java URL: https://www.infoq.com/presentations/eve-observability-head-sampling/?utm_campaign=infoq_content&utm_source=infoq&utm_medium=feed&utm_term=Java - Gson Deserialization and the InaccessibleObjectException Source: java-code-geeks Topic: Java URL: https://www.javacodegeeks.com/gson-deserialization-and-the-inaccessibleobjectexception.html - Compute a natal chart in the browser with astronomy-engine Source: devto-javascript Topic: JavaScript URL: https://dev.to/dylan_yu_7ffff00b5355942d/compute-a-natal-chart-in-the-browser-with-astronomy-engine-4b67 - Tracking code changes in plain folders with Where am I Source: devto-javascript Topic: JavaScript URL: https://dev.to/soil0119/tracking-code-changes-in-plain-folders-with-where-am-i-no7 - What Really Happens Behind a Website? My First Look at the Backend Source: devto-javascript Topic: JavaScript URL: https://dev.to/ruby_dahal/what-really-happens-behind-a-website-my-first-look-at-the-backend-mcf - Understanding React Hooks: A Practical Guide to State, Effects, and Custom Hooks Source: devto-javascript Topic: JavaScript (+React) URL: https://dev.to/ansh_sheladiya/understanding-react-hooks-a-practical-guide-to-state-effects-and-custom-hooks-ecb - Modernizing Legacy Ext JS Applications with React, ReExt, and AI Source: devto-javascript Topic: JavaScript (+React) URL: https://dev.to/vishal_porwal_e0389856c35/modernizing-legacy-ext-js-applications-with-react-reext-and-ai-5nj - TanStack Start + TanStack Query: Sharing Data Between Loaders and Components Source: devto-javascript Topic: JavaScript (+React) URL: https://dev.to/mwmdgmb/tanstack-start-tanstack-query-sharing-data-between-loaders-and-components-2g5i - Your Tabs Each Open Their Own WebSocket. navigator.locks Elects One. Source: devto-javascript Topic: JavaScript URL: https://dev.to/parsajiravand/your-tabs-each-open-their-own-websocket-navigatorlocks-elects-one-24gh - JavaScript Truthy and Falsy Values Source: devto-javascript Topic: JavaScript URL: https://dev.to/megalraja/javascript-truthy-and-falsy-values-5a37 - Designing a prompt builder for a text-to-music model: 500 characters, 4 instruments, and a lot of restraint Source: devto-javascript Topic: JavaScript URL: https://dev.to/lvyafei2026coder/designing-a-prompt-builder-for-a-text-to-music-model-500-characters-4-instruments-and-a-lot-of-5105 - A Real .xlsx With Working Formulas in Plain JavaScript, No Library Source: devto-javascript Topic: JavaScript URL: https://dev.to/ritusmoikaushik/a-real-xlsx-with-working-formulas-in-plain-javascript-no-library-50bc - How to Build High-Performance Real-Time Web Tools in 2026 Source: devto-javascript Topic: JavaScript URL: https://dev.to/trainspeedmeter/how-to-build-high-performance-real-time-web-tools-in-2026-2n3i - The Thermodynamics of Software Systems: Entropy, Order, and Inevitable Decay Source: java-code-geeks Topic: Java URL: https://www.javacodegeeks.com/2026/10/the-thermodynamics-of-software-systems-entropy-order-and-inevitable-decay.html - How I Keep a Fan Guide in Sync With a Viral Browser Game Using a GitHub Actions Cron Source: devto-javascript Topic: JavaScript URL: https://dev.to/zhiwei_224e5e15600342dc0b/how-i-keep-a-fan-guide-in-sync-with-a-viral-browser-game-using-a-github-actions-cron-4ggd - Review an Agent PR That Fetches Model-Named Docs URLs Source: devto-javascript Topic: JavaScript URL: https://dev.to/codejs_6920/review-an-agent-pr-that-fetches-model-named-docs-urls-38bb - Stop Pasting Production JWTs and Timestamps into Random Websites: Meet Castov (Web, CLI & VS Code) Source: devto-javascript Topic: JavaScript (+MongoDB) URL: https://dev.to/castov/stop-pasting-production-jwts-and-timestamps-into-random-websites-meet-castov-web-cli-vs-code-4k5d - A new utility app Source: devto-javascript Topic: JavaScript URL: https://dev.to/samwise1776/a-new-utility-app-2hhj - Ryan Dahl: 'Why reimplement Node? It works.' Source: javascript-weekly Topic: JavaScript URL: https://javascriptweekly.com/issues/806 - TanStack Start 1.0 is Stable | TanStack Blog Source: tanstack-blog Topic: React (+JavaScript) URL: https://tanstack.com/blog/tanstack-start-1-0 - What the 2026 Developer Survey Reveals About AI Adoption and Trust Source: ardan-labs Topic: Go (+Rust) URL: https://www.ardanlabs.com/news/2026/what-the-2026-developer-survey-reveals-about-ai-adoption-and-trust/ ## Research - Your Agent Doesn't Need More Freedom Source: towards-data-science Topic: AI Research (+AI, Python) URL: https://towardsdatascience.com/your-agent-doesnt-need-more-freedom/ - Three Samplers, One Posterior: NUTS vs. Emcee vs. Nested Sampling Source: towards-data-science Topic: AI Research (+AI, Python) URL: https://towardsdatascience.com/three-samplers-one-posterior-nuts-vs-emcee-vs-nested-sampling/ - Coding Agents Can Solve the Task — But How Much Work Did They Waste? Source: towards-data-science Topic: AI Research (+AI, Python) URL: https://towardsdatascience.com/coding-agents-can-solve-the-task-but-how-much-work-did-they-waste/ - How to Leverage NLP for Product Data Science Source: towards-data-science Topic: AI Research (+AI, Python) URL: https://towardsdatascience.com/how-to-leverage-nlp-for-product-data-science/ - OGPO: Offline Goal-conditioned Policy Optimization for Recoverable Vision-Language-Action Models Source: arxiv-cs-ai Topic: AI Research (+AI, JavaScript, React) URL: https://arxiv.org/abs/2610.12914 - JoyInside-VLM-Agent: Product-Conditioned Multimodal Policy Learning for Embodied Agents Source: arxiv-cs-ai Topic: AI Research (+AI, JavaScript, React) URL: https://arxiv.org/abs/2610.12957 ## Community - Redesigning source control at Anthropic Source: simon-willison Topic: Python (+AI, Django) URL: https://simonwillison.net/2026/Oct/13/redesigning-source-control-at-anthropic/ - llm-gemini 0.35 Source: simon-willison Topic: Python (+AI, Django) URL: https://simonwillison.net/2026/Oct/13/llm-gemini/ - Non dyn usable assoc type Source: rust-users-forum Topic: Rust URL: https://users.rust-lang.org/t/non-dyn-usable-assoc-type/143020 - incidental architecture-airhacks.fm podcast Source: adam-bien Topic: Java URL: https://adambien.blog/roller/abien/entry/incidental_architecture_airhacks_fm_podcast - Ektu Bangla, to help kids to read Bengali Source: kushal-das Topic: Python URL: https://kushaldas.in/posts/ektu-bangla-to-help-kids-to-read-bengali.html - Quoting Geoffrey Huntley Source: simon-willison Topic: Python (+AI, Django) URL: https://simonwillison.net/2026/Oct/13/geoffrey-huntley/ - web-edit 0.1a1 Source: simon-willison Topic: Python (+AI, Django) URL: https://simonwillison.net/2026/Oct/13/web-edit/ - How to slice a 3-dimensional array Source: rust-users-forum Topic: Rust URL: https://users.rust-lang.org/t/how-to-slice-a-3-dimensional-array/142994 - PyCoder’s Weekly: Issue #756: 3.15 Released For Real This Time, Muse, and More (2026-10-13) Source: planet-python Topic: Python (+Django) URL: https://pycoders.com/issues/756 - Rodrigo Girão Serrão: sentinel built-in Source: planet-python Topic: Python URL: https://mathspp.com/blog/pydonts/sentinel-builtin - Error message for missing comma is unhelpful when the missing comma would be at the end of line Source: discuss-python-ideas Topic: Python URL: https://discuss.python.org/t/error-message-for-missing-comma-is-unhelpful-when-the-missing-comma-would-be-at-the-end-of-line/109460 - opam 2.6.1 Source: ocaml-weekly-news Topic: OCaml URL: https://alan.petitepomme.net/cwn/2026.10.13.html#3 - PyCharm: Python vs Go: A Practical Comparison for Developers Source: planet-python Topic: Python URL: https://blog.jetbrains.com/go/2026/10/13/python-vs-go/ - Http.cookiejar: support file-like objects for FileCookieJar and its sub-classes Source: discuss-python-ideas Topic: Python URL: https://discuss.python.org/t/http-cookiejar-support-file-like-objects-for-filecookiejar-and-its-sub-classes/109458 - Seth Michael Larson: Gaming’s all-digital future doesn’t include “Sonic the Hedgehog 3” and “Pikmin 2” Source: planet-python Topic: Python URL: https://sethmlarson.dev/gaming-all-digital-future-and-creative-constraint?utm_campaign=rss - Running RAG with a (small) language model in the browser Source: lobsters Topic: General (+AI, JavaScript, Web) URL: https://bart.degoe.de/rag-with-a-small-language-model-in-the-browser/ - A plea not to use uv-build Source: lobsters Topic: General (+DevOps, Python) URL: https://blogs.gentoo.org/mgorny/2026/10/12/a-plea-not-to-use-uv-build/ - Nixpkgs for the frontend impaired Source: lobsters Topic: General (+JavaScript) URL: https://fzakaria.com/2026/10/12/nixpkgs-for-the-frontend-impaired - Creusot 0.14.0 release - Contracts for Rust, formally proved Source: lobsters Topic: General (+Rust) URL: https://devlog.creusot.rs/v0-14-0/