[{"type_of":"article","id":5025610,"title":"Congrats to the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine Winners!","description":"The results are in for the final week of our Hacktoberfest DEV Challenges! For Ghost in the Machine,...","readable_publish_date":"Nov 13","slug":"congrats-to-the-hacktoberfest-open-source-ai-challenge-week-4-ghost-in-the-machine-winners-nok","path":"/devteam/congrats-to-the-hacktoberfest-open-source-ai-challenge-week-4-ghost-in-the-machine-winners-nok","url":"https://dev.to/devteam/congrats-to-the-hacktoberfest-open-source-ai-challenge-week-4-ghost-in-the-machine-winners-nok","comments_count":34,"public_reactions_count":77,"collection_id":null,"published_timestamp":"2026-11-13T15:56:26Z","language":"en","subforem_id":1,"ai_disclosure_level":"some_ai","ai_disclosure_label":"AI-assisted","positive_reactions_count":77,"cover_image":"https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fg9n66rugp217ye18xdzh.png","social_image":"https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fg9n66rugp217ye18xdzh.png","canonical_url":"https://dev.to/devteam/congrats-to-the-hacktoberfest-open-source-ai-challenge-week-4-ghost-in-the-machine-winners-nok","created_at":"2026-11-12T21:06:34Z","edited_at":null,"crossposted_at":null,"published_at":"2026-11-13T15:56:26Z","last_comment_at":"2026-11-14T04:12:49Z","reading_time_minutes":4,"tag_list":["devchallenge","hf26challenge","hacktoberfest","ai"],"tags":"devchallenge, hf26challenge, hacktoberfest, ai","user":{"name":"Jem","username":"heyitsjem","twitter_username":null,"github_username":"GemHell","user_id":1875101,"website_url":null,"profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F1875101%2Ffed41ffa-3228-4a95-8381-2562d87d01ba.jpg","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F1875101%2Ffed41ffa-3228-4a95-8381-2562d87d01ba.jpg"},"organization":{"name":"The DEV Team","username":"devteam","slug":"devteam","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F1%2Fd908a186-5651-4a5a-9f76-15200bc6801f.jpg","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F1%2Fd908a186-5651-4a5a-9f76-15200bc6801f.jpg"}},{"type_of":"article","id":5024286,"title":"Long Live Rails","description":"When DHH took the stage at Rails World 2026 and talked openly about going \"pencils down\" on...","readable_publish_date":"Nov 12","slug":"long-live-rails-3p21","path":"/ben/long-live-rails-3p21","url":"https://dev.to/ben/long-live-rails-3p21","comments_count":19,"public_reactions_count":122,"collection_id":null,"published_timestamp":"2026-11-12T15:30:50Z","language":"en","subforem_id":1,"ai_disclosure_level":"some_ai","ai_disclosure_label":"AI-assisted","positive_reactions_count":122,"cover_image":"https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fqb9kfsla99mu47xwg4z0.jpg","social_image":"https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fqb9kfsla99mu47xwg4z0.jpg","canonical_url":"https://dev.to/ben/long-live-rails-3p21","created_at":"2026-11-12T15:26:08Z","edited_at":null,"crossposted_at":null,"published_at":"2026-11-12T15:30:50Z","last_comment_at":"2026-11-14T07:35:11Z","reading_time_minutes":5,"tag_list":["rails","ruby","rust","ai"],"tags":"rails, ruby, rust, ai","user":{"name":"Ben Halpern","username":"ben","twitter_username":"bendhalpern","github_username":"benhalpern","user_id":1,"website_url":"http://benhalpern.com","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F1%2Fbabb96d0-9cd2-49bc-a412-2dc4caf94c2a.png","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F1%2Fbabb96d0-9cd2-49bc-a412-2dc4caf94c2a.png"}},{"type_of":"article","id":5020733,"title":"Ultimate AI Roast! 😂😹","description":"I asked my favorite AI to Roast me. Thanks @trickell for this idea.   You need to try this with your...","readable_publish_date":"Nov 12","slug":"ultimate-ai-roast-168b","path":"/annavi11arrea1/ultimate-ai-roast-168b","url":"https://dev.to/annavi11arrea1/ultimate-ai-roast-168b","comments_count":22,"public_reactions_count":61,"collection_id":null,"published_timestamp":"2026-11-12T04:55:27Z","language":"en","subforem_id":1,"ai_disclosure_level":"not_disclosed","ai_disclosure_label":"Not Disclosed","positive_reactions_count":61,"cover_image":"https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fksf61ch7njiwm3dnvck0.png","social_image":"https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fksf61ch7njiwm3dnvck0.png","canonical_url":"https://dev.to/annavi11arrea1/ultimate-ai-roast-168b","created_at":"2026-11-12T04:55:28Z","edited_at":null,"crossposted_at":null,"published_at":"2026-11-12T04:55:27Z","last_comment_at":"2026-11-13T16:10:06Z","reading_time_minutes":4,"tag_list":["ai","webdev","claude","cli"],"tags":"ai, webdev, claude, cli","user":{"name":"Anna Villarreal","username":"annavi11arrea1","twitter_username":null,"github_username":"AnnaVi11arrea1","user_id":1467610,"website_url":"https://annavillarreal.com","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F1467610%2F3e4ce925-fffd-4643-9aae-8ee77cf01828.png","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F1467610%2F3e4ce925-fffd-4643-9aae-8ee77cf01828.png"}},{"type_of":"article","id":5019892,"title":"Six Serving Engines on Four Accelerators: Gemma 4 E2B on an RTX 3050, a T4, an L4 and a TPU v5e","description":"The same Gemma 4 E2B, prompts, load sweep and GSM8K and BFCL questions through the same serving engines on an 8 GB RTX 3050, a Tesla T4, an NVIDIA L4 and one TPU v5e chip. Answers hold on every chip; vLLM with its drafter leads on all three GPUs, and SGLang-JAX leads on the TPU.","readable_publish_date":"Nov 13","slug":"six-serving-engines-on-four-accelerators-gemma-4-e2b-on-an-rtx-3050-a-t4-an-l4-and-a-tpu-v5e-1a0e","path":"/gde/six-serving-engines-on-four-accelerators-gemma-4-e2b-on-an-rtx-3050-a-t4-an-l4-and-a-tpu-v5e-1a0e","url":"https://dev.to/gde/six-serving-engines-on-four-accelerators-gemma-4-e2b-on-an-rtx-3050-a-t4-an-l4-and-a-tpu-v5e-1a0e","comments_count":1,"public_reactions_count":14,"collection_id":null,"published_timestamp":"2026-11-13T13:52:45Z","language":"en","subforem_id":1,"ai_disclosure_level":"not_disclosed","ai_disclosure_label":"Not Disclosed","positive_reactions_count":14,"cover_image":"https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fraw.githubusercontent.com%2Fxbill9%2Fgemma4-dev%2Fmain%2Fdocs%2Fserving-engines-rollup%2Fdevto-cover.083b3fac.jpg","social_image":"https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fraw.githubusercontent.com%2Fxbill9%2Fgemma4-dev%2Fmain%2Fdocs%2Fserving-engines-rollup%2Fdevto-cover.083b3fac.jpg","canonical_url":"https://dev.to/gde/six-serving-engines-on-four-accelerators-gemma-4-e2b-on-an-rtx-3050-a-t4-an-l4-and-a-tpu-v5e-1a0e","created_at":"2026-11-12T01:06:42Z","edited_at":null,"crossposted_at":null,"published_at":"2026-11-13T13:52:45Z","last_comment_at":"2026-11-13T16:40:10Z","reading_time_minutes":11,"tag_list":["gemma","vllm","nvidia","tpu"],"tags":"gemma, vllm, nvidia, tpu","user":{"name":"xbill","username":"xbill","twitter_username":null,"github_username":"xbill9","user_id":3490099,"website_url":"https://g.dev/xbill","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3490099%2Fc6a975d0-cd94-485d-82b1-14ed5b344fcf.jpg","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3490099%2Fc6a975d0-cd94-485d-82b1-14ed5b344fcf.jpg"},"organization":{"name":"Google Developer Experts","username":"gde","slug":"gde","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F11939%2Fe3080d5b-ecde-42a8-b089-bafecc31fa97.png","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F11939%2Fe3080d5b-ecde-42a8-b089-bafecc31fa97.png"}},{"type_of":"article","id":5031100,"title":"Scope WebMCP Tools to the Open React Workflow","description":"On the Events list, the browser discovered zero WebMCP tools. Opening an event draft exposed four....","readable_publish_date":"Nov 13","slug":"scope-webmcp-tools-to-the-open-react-workflow-262o","path":"/gde/scope-webmcp-tools-to-the-open-react-workflow-262o","url":"https://dev.to/gde/scope-webmcp-tools-to-the-open-react-workflow-262o","comments_count":3,"public_reactions_count":18,"collection_id":null,"published_timestamp":"2026-11-13T17:15:20Z","language":"en","subforem_id":1,"ai_disclosure_level":"not_disclosed","ai_disclosure_label":"Not Disclosed","positive_reactions_count":18,"cover_image":"https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F8ukmm68nr5ws1x9u0s8c.jpg","social_image":"https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F8ukmm68nr5ws1x9u0s8c.jpg","canonical_url":"https://dev.to/gde/scope-webmcp-tools-to-the-open-react-workflow-262o","created_at":"2026-11-13T16:48:38Z","edited_at":null,"crossposted_at":null,"published_at":"2026-11-13T17:15:20Z","last_comment_at":"2026-11-14T02:17:55Z","reading_time_minutes":4,"tag_list":["typescript","webmcp","webdev","react"],"tags":"typescript, webmcp, webdev, react","user":{"name":"Raju Dandigam","username":"raju_dandigam","twitter_username":null,"github_username":null,"user_id":1726463,"website_url":"https://rajudandigam.com/","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F1726463%2F38d1e46f-d122-4fa3-b130-772169c24466.png","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F1726463%2F38d1e46f-d122-4fa3-b130-772169c24466.png"},"organization":{"name":"Google Developer Experts","username":"gde","slug":"gde","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F11939%2Fe3080d5b-ecde-42a8-b089-bafecc31fa97.png","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F11939%2Fe3080d5b-ecde-42a8-b089-bafecc31fa97.png"}},{"type_of":"article","id":5031066,"title":"Can't Beat Free: Gemma 4 31B on AMD Token Lab, with a Local Chat Page and an ADK Agent","description":"AMD Token Lab is a free OpenAI-compatible API on AMD GPUs that comes with the AMD AI Developer Program. How to sign up, a local chat page that keeps the key off the browser, a terminal client, and a small ADK agent that calls Gemma 4 31B through it.","readable_publish_date":"Nov 13","slug":"cant-beat-free-gemma-4-31b-on-amd-token-lab-with-a-local-chat-page-and-an-adk-agent-c5b","path":"/gde/cant-beat-free-gemma-4-31b-on-amd-token-lab-with-a-local-chat-page-and-an-adk-agent-c5b","url":"https://dev.to/gde/cant-beat-free-gemma-4-31b-on-amd-token-lab-with-a-local-chat-page-and-an-adk-agent-c5b","comments_count":12,"public_reactions_count":20,"collection_id":null,"published_timestamp":"2026-11-13T16:49:06Z","language":"en","subforem_id":1,"ai_disclosure_level":"not_disclosed","ai_disclosure_label":"Not Disclosed","positive_reactions_count":20,"cover_image":"https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fraw.githubusercontent.com%2Fxbill9%2Fgemma4-dev%2Fmain%2Fdocs%2Ftokenlab-free%2Fdevto-cover.aff96a99.jpg","social_image":"https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fraw.githubusercontent.com%2Fxbill9%2Fgemma4-dev%2Fmain%2Fdocs%2Ftokenlab-free%2Fdevto-cover.aff96a99.jpg","canonical_url":"https://dev.to/gde/cant-beat-free-gemma-4-31b-on-amd-token-lab-with-a-local-chat-page-and-an-adk-agent-c5b","created_at":"2026-11-13T16:40:14Z","edited_at":null,"crossposted_at":null,"published_at":"2026-11-13T16:49:06Z","last_comment_at":"2026-11-14T04:01:32Z","reading_time_minutes":9,"tag_list":["gemma","amd","adk","ai"],"tags":"gemma, amd, adk, ai","user":{"name":"xbill","username":"xbill","twitter_username":null,"github_username":"xbill9","user_id":3490099,"website_url":"https://g.dev/xbill","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3490099%2Fc6a975d0-cd94-485d-82b1-14ed5b344fcf.jpg","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3490099%2Fc6a975d0-cd94-485d-82b1-14ed5b344fcf.jpg"},"organization":{"name":"Google Developer Experts","username":"gde","slug":"gde","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F11939%2Fe3080d5b-ecde-42a8-b089-bafecc31fa97.png","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F11939%2Fe3080d5b-ecde-42a8-b089-bafecc31fa97.png"}},{"type_of":"article","id":5025639,"title":"Make the most of your hackathon","description":"Every time I attend a conference like AI Engineer Code Summit, I wish I had a space to try what I...","readable_publish_date":"Nov 12","slug":"make-the-most-of-your-hackathon-3914","path":"/thisisryanswift/make-the-most-of-your-hackathon-3914","url":"https://dev.to/thisisryanswift/make-the-most-of-your-hackathon-3914","comments_count":0,"public_reactions_count":8,"collection_id":null,"published_timestamp":"2026-11-12T21:44:22Z","language":"en","subforem_id":1,"ai_disclosure_level":"not_disclosed","ai_disclosure_label":"Not Disclosed","positive_reactions_count":8,"cover_image":null,"social_image":"https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F7yth1ly3ad14rkxoywq4.png","canonical_url":"https://dev.to/thisisryanswift/make-the-most-of-your-hackathon-3914","created_at":"2026-11-12T21:16:09Z","edited_at":"2026-11-12T22:59:49Z","crossposted_at":null,"published_at":"2026-11-12T21:44:22Z","last_comment_at":"2026-11-12T21:44:22Z","reading_time_minutes":2,"tag_list":["aie","hackathon"],"tags":"aie, hackathon","user":{"name":"Ryan Swift","username":"thisisryanswift","twitter_username":null,"github_username":"thisisryanswift","user_id":3669112,"website_url":null,"profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3669112%2F4911d3fc-6abb-4012-98b2-bfe70a261034.jpeg","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3669112%2F4911d3fc-6abb-4012-98b2-bfe70a261034.jpeg"}},{"type_of":"article","id":5025278,"title":"Keeping a software factory stable at 1,000 PRs a week","description":"By Zejiang (Joe) Guo, Bolin Chen, and Zezhen Xu. Originally published on Kiro on October 26,...","readable_publish_date":"Nov 12","slug":"keeping-a-software-factory-stable-at-1000-prs-a-week-363j","path":"/dailycontext/keeping-a-software-factory-stable-at-1000-prs-a-week-363j","url":"https://dev.to/dailycontext/keeping-a-software-factory-stable-at-1000-prs-a-week-363j","comments_count":1,"public_reactions_count":2,"collection_id":null,"published_timestamp":"2026-11-12T20:46:34Z","language":"en","subforem_id":1,"ai_disclosure_level":"not_disclosed","ai_disclosure_label":"Not Disclosed","positive_reactions_count":2,"cover_image":null,"social_image":"https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fac0ojxsprfc411qu1f0c.png","canonical_url":"https://kiro.dev/blog/software-factory-stability/","created_at":"2026-11-12T19:09:27Z","edited_at":"2026-11-12T20:47:41Z","crossposted_at":null,"published_at":"2026-11-12T20:46:34Z","last_comment_at":"2026-11-13T17:40:21Z","reading_time_minutes":14,"tag_list":["agents","automation","devops","softwareengineering"],"tags":"agents, automation, devops, softwareengineering","user":{"name":"Zejiang Guo","username":"iamwhatever","twitter_username":null,"github_username":null,"user_id":4241775,"website_url":null,"profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F4241775%2F939d8d3d-8cbd-4c4d-822a-f81bb2480963.jpg","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F4241775%2F939d8d3d-8cbd-4c4d-822a-f81bb2480963.jpg"},"organization":{"name":"Daily Context","username":"dailycontext","slug":"dailycontext","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F13814%2F22a0c918-422d-4931-9c15-5974094549ae.png","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F13814%2F22a0c918-422d-4931-9c15-5974094549ae.png"}},{"type_of":"article","id":4990908,"title":"From Prompt to Production: Building a Serverless Cloud Pipeline with Google Antigravity","description":"If you've watched an AI coding agent build a to-do app in two minutes, you've probably asked yourself...","readable_publish_date":"Nov 13","slug":"from-prompt-to-production-building-a-serverless-cloud-pipeline-with-google-antigravity-264l","path":"/gdg/from-prompt-to-production-building-a-serverless-cloud-pipeline-with-google-antigravity-264l","url":"https://dev.to/gdg/from-prompt-to-production-building-a-serverless-cloud-pipeline-with-google-antigravity-264l","comments_count":0,"public_reactions_count":8,"collection_id":null,"published_timestamp":"2026-11-13T12:39:27Z","language":"en","subforem_id":1,"ai_disclosure_level":"not_disclosed","ai_disclosure_label":"Not Disclosed","positive_reactions_count":8,"cover_image":"https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fykwev2zv5c83l8gtam7h.png","social_image":"https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fykwev2zv5c83l8gtam7h.png","canonical_url":"https://dev.to/gdg/from-prompt-to-production-building-a-serverless-cloud-pipeline-with-google-antigravity-264l","created_at":"2026-11-06T22:57:05Z","edited_at":null,"crossposted_at":null,"published_at":"2026-11-13T12:39:27Z","last_comment_at":"2026-11-13T12:39:27Z","reading_time_minutes":10,"tag_list":["ai","googlecloud","serverless","tutorial"],"tags":"ai, googlecloud, serverless, tutorial","user":{"name":"Caleb Duff","username":"duffigoogle","twitter_username":null,"github_username":null,"user_id":3750796,"website_url":null,"profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3750796%2F0b0e1f44-93cf-40c6-a9d9-d1f2f9fc3e23.jpg","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3750796%2F0b0e1f44-93cf-40c6-a9d9-d1f2f9fc3e23.jpg"},"organization":{"name":"Google Developer Group","username":"gdg","slug":"gdg","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F12748%2Fe3cbcad3-4749-4461-ad88-4b9b8cde89ec.png","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F12748%2Fe3cbcad3-4749-4461-ad88-4b9b8cde89ec.png"}},{"type_of":"article","id":5025826,"title":"️🎞️ What is native multimodality?","description":"🍿 Just a moment #01    Did you know there are three tokenizers involved when Gemini...","readable_publish_date":"Nov 13","slug":"what-is-native-multimodality-3091","path":"/googlecloud/what-is-native-multimodality-3091","url":"https://dev.to/googlecloud/what-is-native-multimodality-3091","comments_count":0,"public_reactions_count":5,"collection_id":null,"published_timestamp":"2026-11-13T10:00:19Z","language":"en","subforem_id":1,"ai_disclosure_level":"not_disclosed","ai_disclosure_label":"Not Disclosed","positive_reactions_count":5,"cover_image":"https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fbc3k4qr0pmoc5k09azvq.png","social_image":"https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fbc3k4qr0pmoc5k09azvq.png","canonical_url":"https://www.youtube.com/watch?v=WxdwhoUxBZU","created_at":"2026-11-12T22:20:27Z","edited_at":"2026-11-13T16:12:06Z","crossposted_at":"2026-11-13T10:00:19Z","published_at":"2026-11-13T10:00:19Z","last_comment_at":"2026-11-13T10:00:19Z","reading_time_minutes":1,"tag_list":["llm","machinelearning","videos","justamoment"],"tags":"llm, machinelearning, videos, justamoment","user":{"name":"Laurent Picard","username":"picardparis","twitter_username":"PicardParis","github_username":"PicardParis","user_id":176350,"website_url":null,"profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F176350%2Fc0a833c8-b2dc-4245-9d42-a1a132548d50.jpg","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F176350%2Fc0a833c8-b2dc-4245-9d42-a1a132548d50.jpg"},"organization":{"name":"Google Cloud","username":"googlecloud","slug":"googlecloud","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F809%2Fc7814399-cf4a-4dc9-9f12-d0a97ed21bf6.png","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F809%2Fc7814399-cf4a-4dc9-9f12-d0a97ed21bf6.png"}},{"type_of":"article","id":5024653,"title":"The Jev Revolution: What Engineers Are Already Building with System One Models","description":"At AI Engineer Code Summit, lead Jev creator Diogo Almeida called on developers to automate...","readable_publish_date":"Nov 12","slug":"the-jev-revolution-what-engineers-are-already-building-with-system-one-models-12p3","path":"/ricmac/the-jev-revolution-what-engineers-are-already-building-with-system-one-models-12p3","url":"https://dev.to/ricmac/the-jev-revolution-what-engineers-are-already-building-with-system-one-models-12p3","comments_count":0,"public_reactions_count":2,"collection_id":null,"published_timestamp":"2026-11-12T16:59:45Z","language":"en","subforem_id":1,"ai_disclosure_level":"not_disclosed","ai_disclosure_label":"Not Disclosed","positive_reactions_count":2,"cover_image":null,"social_image":"https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Ffvlk3tnx23chrgbniktf.png","canonical_url":"https://dev.to/ricmac/the-jev-revolution-what-engineers-are-already-building-with-system-one-models-12p3","created_at":"2026-11-12T16:52:21Z","edited_at":null,"crossposted_at":null,"published_at":"2026-11-12T16:59:45Z","last_comment_at":"2026-11-12T16:59:45Z","reading_time_minutes":5,"tag_list":["ai","automation","developers","llm"],"tags":"ai, automation, developers, llm","user":{"name":"Richard MacManus","username":"ricmac","twitter_username":"ricmac","github_username":null,"user_id":447135,"website_url":"https://agenticweb.news","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F447135%2F48eb257d-d83b-4177-9e82-202513ccddc7.jpg","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F447135%2F48eb257d-d83b-4177-9e82-202513ccddc7.jpg"}},{"type_of":"article","id":5025287,"title":"Refactor or Rot: Designing a Self-Improving Codebase","description":"Coding agents have made it easier to produce software quickly. They have also made an old problem...","readable_publish_date":"Nov 12","slug":"refactor-or-rot-designing-a-self-improving-codebase-22ak","path":"/jacob_prall_1c6bff06b0e0d/refactor-or-rot-designing-a-self-improving-codebase-22ak","url":"https://dev.to/jacob_prall_1c6bff06b0e0d/refactor-or-rot-designing-a-self-improving-codebase-22ak","comments_count":0,"public_reactions_count":0,"collection_id":null,"published_timestamp":"2026-11-12T20:40:07Z","language":"en","subforem_id":1,"ai_disclosure_level":"not_disclosed","ai_disclosure_label":"Not Disclosed","positive_reactions_count":0,"cover_image":"https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F68w5qhmh8zsd0cb1gmvx.jpeg","social_image":"https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F68w5qhmh8zsd0cb1gmvx.jpeg","canonical_url":"https://dev.to/jacob_prall_1c6bff06b0e0d/refactor-or-rot-designing-a-self-improving-codebase-22ak","created_at":"2026-11-12T19:14:40Z","edited_at":null,"crossposted_at":null,"published_at":"2026-11-12T20:40:07Z","last_comment_at":"2026-11-12T20:40:07Z","reading_time_minutes":3,"tag_list":["agents","ai","refactoring","softwareengineering"],"tags":"agents, ai, refactoring, softwareengineering","user":{"name":"Jacob Prall","username":"jacob_prall_1c6bff06b0e0d","twitter_username":null,"github_username":null,"user_id":3412346,"website_url":null,"profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3412346%2Fcadd9791-8294-4feb-95ed-999f3e2a15a5.png","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3412346%2Fcadd9791-8294-4feb-95ed-999f3e2a15a5.png"}},{"type_of":"article","id":5007377,"title":"The Harness Doesn't Matter","description":"By Kartik Sarangmath, Co-founder at Omnara. Originally posted on X.  Models are out. Harnesses are...","readable_publish_date":"Nov 12","slug":"the-harness-doesnt-matter-4ggb","path":"/kartik_sarangmath/the-harness-doesnt-matter-4ggb","url":"https://dev.to/kartik_sarangmath/the-harness-doesnt-matter-4ggb","comments_count":0,"public_reactions_count":0,"collection_id":null,"published_timestamp":"2026-11-12T17:09:39Z","language":"en","subforem_id":1,"ai_disclosure_level":"some_ai","ai_disclosure_label":"AI-assisted","positive_reactions_count":0,"cover_image":null,"social_image":"https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fiqag9ykdfuto30f2e59n.png","canonical_url":"https://x.com/kartiksmath/status/2093396435836514323","created_at":"2026-11-09T23:55:12Z","edited_at":null,"crossposted_at":null,"published_at":"2026-11-12T17:09:39Z","last_comment_at":"2026-11-12T17:09:39Z","reading_time_minutes":7,"tag_list":["ai","agents","llm","opensource"],"tags":"ai, agents, llm, opensource","user":{"name":"Kartik Sarangmath","username":"kartik_sarangmath","twitter_username":null,"github_username":null,"user_id":4236028,"website_url":null,"profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F4236028%2Facc840c4-16b0-40d8-a675-0379d1b0cae0.jpeg","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F4236028%2Facc840c4-16b0-40d8-a675-0379d1b0cae0.jpeg"}},{"type_of":"article","id":5007200,"title":"How did you end up in tech, and are you staying?","description":"Last week you showed me where you code. This week I want to know how you ended up there in the first...","readable_publish_date":"Nov 9","slug":"how-did-you-end-up-in-tech-and-are-you-staying-4l9b","path":"/maame-codes/how-did-you-end-up-in-tech-and-are-you-staying-4l9b","url":"https://dev.to/maame-codes/how-did-you-end-up-in-tech-and-are-you-staying-4l9b","comments_count":61,"public_reactions_count":151,"collection_id":null,"published_timestamp":"2026-11-09T23:02:37Z","language":"en","subforem_id":1,"ai_disclosure_level":"not_disclosed","ai_disclosure_label":"Not Disclosed","positive_reactions_count":151,"cover_image":"https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F08zci525gx05ca9bdff6.png","social_image":"https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F08zci525gx05ca9bdff6.png","canonical_url":"https://dev.to/maame-codes/how-did-you-end-up-in-tech-and-are-you-staying-4l9b","created_at":"2026-11-09T23:02:37Z","edited_at":null,"crossposted_at":null,"published_at":"2026-11-09T23:02:37Z","last_comment_at":"2026-11-13T19:51:52Z","reading_time_minutes":3,"tag_list":["discuss","career","beginners","watercooler"],"tags":"discuss, career, beginners, watercooler","user":{"name":"Maame Afua A. P. Fordjour ","username":"maame-codes","twitter_username":"maame_codes","github_username":"Maame-codes","user_id":870724,"website_url":"https://buymeacoffee.com/maame_codes","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F870724%2Fe7722a3a-8b1f-47b6-a26d-777bfaf22abc.jpg","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F870724%2Fe7722a3a-8b1f-47b6-a26d-777bfaf22abc.jpg"},"flare_tag":{"name":"discuss","bg_color_hex":"#71EA8B","text_color_hex":"#FFFFFF"}},{"type_of":"article","id":5019341,"title":"Can you merge at agent speed?","description":"Major League Hacking and Entire are teaming up for a year of hackathons, DEV Challenges, and a new...","readable_publish_date":"Nov 12","slug":"can-you-merge-at-agent-speed-4m67","path":"/mlh/can-you-merge-at-agent-speed-4m67","url":"https://blog.mlh.com/can-you-merge-at-agent-speed-4m67","comments_count":3,"public_reactions_count":32,"collection_id":null,"published_timestamp":"2026-11-12T17:40:59Z","language":"en","subforem_id":1,"ai_disclosure_level":"not_disclosed","ai_disclosure_label":"Not Disclosed","positive_reactions_count":32,"cover_image":null,"social_image":"https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fx4ae4os9kmw5lsmraiv1.png","canonical_url":"https://blog.mlh.com/can-you-merge-at-agent-speed-4m67","created_at":"2026-11-11T21:47:34Z","edited_at":null,"crossposted_at":null,"published_at":"2026-11-12T17:40:59Z","last_comment_at":"2026-11-13T01:49:29Z","reading_time_minutes":5,"tag_list":["hackathon","ai","opensource","entire"],"tags":"hackathon, ai, opensource, entire","user":{"name":"MLH Team","username":"mlhacks","twitter_username":"MLHacks","github_username":null,"user_id":1197638,"website_url":"https://hackp.ac/mlh-devto","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F1197638%2F19fd3a43-32d3-466f-9009-b99e790635a9.jpg","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F1197638%2F19fd3a43-32d3-466f-9009-b99e790635a9.jpg"},"organization":{"name":"Major League Hacking (MLH)","username":"mlh","slug":"mlh","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F2310%2F828f0108-477d-4d0d-8812-973f182358b4.jpg","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F2310%2F828f0108-477d-4d0d-8812-973f182358b4.jpg"}},{"type_of":"article","id":5018863,"title":"Why We Built an MCP Server for AI Founders’ Go to Market","description":"Launching a technical startup in the age of AI is challenging. So we built a full MCP server to put...","readable_publish_date":"Nov 12","slug":"why-we-built-an-mcp-server-for-ai-founders-go-to-market-4hge","path":"/tedcarstensen/why-we-built-an-mcp-server-for-ai-founders-go-to-market-4hge","url":"https://dev.to/tedcarstensen/why-we-built-an-mcp-server-for-ai-founders-go-to-market-4hge","comments_count":0,"public_reactions_count":2,"collection_id":null,"published_timestamp":"2026-11-12T16:59:44Z","language":"en","subforem_id":1,"ai_disclosure_level":"not_disclosed","ai_disclosure_label":"Not Disclosed","positive_reactions_count":2,"cover_image":null,"social_image":"https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fk37d3uvvzkob5ch9jgvf.png","canonical_url":"https://dev.to/tedcarstensen/why-we-built-an-mcp-server-for-ai-founders-go-to-market-4hge","created_at":"2026-11-11T19:16:39Z","edited_at":null,"crossposted_at":null,"published_at":"2026-11-12T16:59:44Z","last_comment_at":"2026-11-12T16:59:44Z","reading_time_minutes":5,"tag_list":["ai","mcp","startup"],"tags":"ai, mcp, startup","user":{"name":"ted carstensen","username":"tedcarstensen","twitter_username":"tedcarstensen","github_username":"tedcarstensen","user_id":1176,"website_url":null,"profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F1176%2Fd9DP5OnV.jpg","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F1176%2Fd9DP5OnV.jpg"}},{"type_of":"article","id":5024559,"title":"Nvidia Says Its Roadmap Will Continue. AI Teams Should Verify the Dependencies","description":"A company can announce that its operations and product roadmap will continue without interruption....","readable_publish_date":"Nov 12","slug":"nvidia-says-its-roadmap-will-continue-ai-teams-should-verify-the-dependencies-3c8d","path":"/jamilxt/nvidia-says-its-roadmap-will-continue-ai-teams-should-verify-the-dependencies-3c8d","url":"https://dev.to/jamilxt/nvidia-says-its-roadmap-will-continue-ai-teams-should-verify-the-dependencies-3c8d","comments_count":0,"public_reactions_count":6,"collection_id":null,"published_timestamp":"2026-11-12T16:23:45Z","language":"en","subforem_id":1,"ai_disclosure_level":"not_disclosed","ai_disclosure_label":"Not Disclosed","positive_reactions_count":6,"cover_image":null,"social_image":"https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fbkpz7l8cx79zxn7ezeqd.png","canonical_url":"https://dev.to/jamilxt/nvidia-says-its-roadmap-will-continue-ai-teams-should-verify-the-dependencies-3c8d","created_at":"2026-11-12T16:23:45Z","edited_at":null,"crossposted_at":null,"published_at":"2026-11-12T16:23:45Z","last_comment_at":"2026-11-12T16:23:45Z","reading_time_minutes":7,"tag_list":["ai","business","infrastructure","devops"],"tags":"ai, business, infrastructure, devops","user":{"name":"jamilxt","username":"jamilxt","twitter_username":"jamil_xt","github_username":"jamilxt","user_id":167939,"website_url":"https://jamilxt.com","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F167939%2F60b3c2ea-09de-43fc-9ad4-2487fc12faf2.png","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F167939%2F60b3c2ea-09de-43fc-9ad4-2487fc12faf2.png"}},{"type_of":"article","id":5019869,"title":"Fast multimodal control flow with the Gemini Decisions API","description":"Generative models write text for people to read. When your app only needs to pick a tool or route a...","readable_publish_date":"Nov 12","slug":"fast-multimodal-control-flow-with-the-gemini-decisions-api-533b","path":"/philschmid/fast-multimodal-control-flow-with-the-gemini-decisions-api-533b","url":"https://dev.to/philschmid/fast-multimodal-control-flow-with-the-gemini-decisions-api-533b","comments_count":0,"public_reactions_count":0,"collection_id":null,"published_timestamp":"2026-11-12T01:00:57Z","language":"en","subforem_id":1,"ai_disclosure_level":"not_disclosed","ai_disclosure_label":"Not Disclosed","positive_reactions_count":0,"cover_image":null,"social_image":"https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fqjgp58mzmzmtw5d0l6dy.png","canonical_url":"https://dev.to/philschmid/fast-multimodal-control-flow-with-the-gemini-decisions-api-533b","created_at":"2026-11-12T00:55:21Z","edited_at":null,"crossposted_at":null,"published_at":"2026-11-12T01:00:57Z","last_comment_at":"2026-11-12T01:00:57Z","reading_time_minutes":1,"tag_list":["ai","api","gemini","llm"],"tags":"ai, api, gemini, llm","user":{"name":"Philipp Schmid","username":"philschmid","twitter_username":null,"github_username":"philschmid","user_id":3618790,"website_url":null,"profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3618790%2F40bca4af-3087-4856-a5d9-7e69e13a8061.png","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3618790%2F40bca4af-3087-4856-a5d9-7e69e13a8061.png"}},{"type_of":"article","id":4943100,"title":"What was your win this week??","description":"👋👋👋👋 Looking back on your week -- what was something you're proud of? All wins count -- big or small...","readable_publish_date":"Nov 13","slug":"what-was-your-win-this-week-4j49","path":"/devteam/what-was-your-win-this-week-4j49","url":"https://dev.to/devteam/what-was-your-win-this-week-4j49","comments_count":63,"public_reactions_count":75,"collection_id":null,"published_timestamp":"2026-11-13T14:00:00Z","language":"en","subforem_id":1,"ai_disclosure_level":"not_disclosed","ai_disclosure_label":"Not Disclosed","positive_reactions_count":75,"cover_image":"https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fbjp2sopgabk8cs355b5g.jpg","social_image":"https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fbjp2sopgabk8cs355b5g.jpg","canonical_url":"https://dev.to/devteam/what-was-your-win-this-week-4j49","created_at":"2026-10-29T19:21:13Z","edited_at":null,"crossposted_at":null,"published_at":"2026-11-13T14:00:00Z","last_comment_at":"2026-11-14T06:46:46Z","reading_time_minutes":1,"tag_list":["weeklyretro"],"tags":"weeklyretro","user":{"name":"Jess Lee","username":"jess","twitter_username":"jessleenyc","github_username":"jessleenyc","user_id":264,"website_url":null,"profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F264%2Fb75f6edf-df7b-406e-a56b-43facafb352c.jpg","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F264%2Fb75f6edf-df7b-406e-a56b-43facafb352c.jpg"},"organization":{"name":"The DEV Team","username":"devteam","slug":"devteam","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F1%2Fd908a186-5651-4a5a-9f76-15200bc6801f.jpg","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F1%2Fd908a186-5651-4a5a-9f76-15200bc6801f.jpg"}},{"type_of":"article","id":5025516,"title":"Prompt Pad: What Are Tokens?","description":"Your AI doesn't read your prompt word for word. It reads tokens.  In this episode of Prompt Pad,...","readable_publish_date":"Nov 12","slug":"prompt-pad-what-are-tokens-gec","path":"/mlh/prompt-pad-what-are-tokens-gec","url":"https://blog.mlh.com/prompt-pad-what-are-tokens-gec","comments_count":0,"public_reactions_count":7,"collection_id":45875,"published_timestamp":"2026-11-12T20:34:29Z","language":"en","subforem_id":1,"ai_disclosure_level":"not_disclosed","ai_disclosure_label":"Not Disclosed","positive_reactions_count":7,"cover_image":"https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Ftdwk6gu2yeiz5imuf1go.png","social_image":"https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Ftdwk6gu2yeiz5imuf1go.png","canonical_url":"https://blog.mlh.com/prompt-pad-what-are-tokens-gec","created_at":"2026-11-12T20:33:14Z","edited_at":null,"crossposted_at":null,"published_at":"2026-11-12T20:34:29Z","last_comment_at":"2026-11-12T20:34:29Z","reading_time_minutes":1,"tag_list":["ai","beginners","codenewbie","llm"],"tags":"ai, beginners, codenewbie, llm","user":{"name":"MLH Team","username":"mlhacks","twitter_username":"MLHacks","github_username":null,"user_id":1197638,"website_url":"https://hackp.ac/mlh-devto","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F1197638%2F19fd3a43-32d3-466f-9009-b99e790635a9.jpg","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F1197638%2F19fd3a43-32d3-466f-9009-b99e790635a9.jpg"},"organization":{"name":"Major League Hacking (MLH)","username":"mlh","slug":"mlh","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F2310%2F828f0108-477d-4d0d-8812-973f182358b4.jpg","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F2310%2F828f0108-477d-4d0d-8812-973f182358b4.jpg"}},{"type_of":"article","id":5012548,"title":"Detecting WasmPlugin version drift in Cloud Load Balancing Service Extensions","description":"When you attach a WebAssembly (Wasm) plugin to an Application Load Balancer with Service Extensions,...","readable_publish_date":"Nov 11","slug":"detecting-wasmplugin-version-drift-in-cloud-load-balancing-service-extensions-52p5","path":"/googlecloud/detecting-wasmplugin-version-drift-in-cloud-load-balancing-service-extensions-52p5","url":"https://dev.to/googlecloud/detecting-wasmplugin-version-drift-in-cloud-load-balancing-service-extensions-52p5","comments_count":1,"public_reactions_count":5,"collection_id":null,"published_timestamp":"2026-11-11T14:00:00Z","language":"en","subforem_id":1,"ai_disclosure_level":"not_disclosed","ai_disclosure_label":"Not Disclosed","positive_reactions_count":5,"cover_image":null,"social_image":"https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fl4a9im42pgylrtb1sxfq.png","canonical_url":"https://dev.to/googlecloud/detecting-wasmplugin-version-drift-in-cloud-load-balancing-service-extensions-52p5","created_at":"2026-11-10T19:53:07Z","edited_at":null,"crossposted_at":null,"published_at":"2026-11-11T14:00:00Z","last_comment_at":"2026-11-12T13:05:42Z","reading_time_minutes":5,"tag_list":["googlecloud","networking"],"tags":"googlecloud, networking","user":{"name":"Zach S.","username":"zachs","twitter_username":null,"github_username":null,"user_id":3953098,"website_url":"https://cloud.google.com/","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3953098%2F019e9c98-6e94-4f90-ad73-224db32c4e7c.jpeg","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3953098%2F019e9c98-6e94-4f90-ad73-224db32c4e7c.jpeg"},"organization":{"name":"Google Cloud","username":"googlecloud","slug":"googlecloud","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F809%2Fc7814399-cf4a-4dc9-9f12-d0a97ed21bf6.png","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F809%2Fc7814399-cf4a-4dc9-9f12-d0a97ed21bf6.png"}},{"type_of":"article","id":4978580,"title":"AI Code Is Unmaintainable? So Is Ours.","description":"If you’ve been in the software industry for any length of time, you’ve probably heard people talking...","readable_publish_date":"Nov 11","slug":"ai-code-is-unmaintainable-so-is-ours-3mek","path":"/dannwaneri/ai-code-is-unmaintainable-so-is-ours-3mek","url":"https://dev.to/dannwaneri/ai-code-is-unmaintainable-so-is-ours-3mek","comments_count":20,"public_reactions_count":30,"collection_id":null,"published_timestamp":"2026-11-11T15:59:00Z","language":"en","subforem_id":1,"ai_disclosure_level":"not_disclosed","ai_disclosure_label":"Not Disclosed","positive_reactions_count":30,"cover_image":"https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fnjh8nx84adsifberdyfi.jpg","social_image":"https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fnjh8nx84adsifberdyfi.jpg","canonical_url":"https://dev.to/dannwaneri/ai-code-is-unmaintainable-so-is-ours-3mek","created_at":"2026-11-05T01:59:20Z","edited_at":null,"crossposted_at":null,"published_at":"2026-11-11T15:59:00Z","last_comment_at":"2026-11-13T14:56:32Z","reading_time_minutes":2,"tag_list":["ai","programming","softwareengineering","discuss"],"tags":"ai, programming, softwareengineering, discuss","user":{"name":"Daniel Nwaneri","username":"dannwaneri","twitter_username":"dannwaneri","github_username":"dannwaneri","user_id":3606168,"website_url":"https://dannwaneri.com/","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3606168%2Fa45537f0-d879-4611-a026-3fb74fcddb24.jpg","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3606168%2Fa45537f0-d879-4611-a026-3fb74fcddb24.jpg"},"flare_tag":{"name":"discuss","bg_color_hex":"#71EA8B","text_color_hex":"#FFFFFF"}},{"type_of":"article","id":4965130,"title":"Prompt Pad: What Are Open-Weight Models?","description":"When people call an AI model \"open,\" they don't always mean the same thing.  On this week's Prompt...","readable_publish_date":"Nov 5","slug":"prompt-pad-what-are-open-weight-models-1ghh","path":"/mlh/prompt-pad-what-are-open-weight-models-1ghh","url":"https://blog.mlh.com/prompt-pad-what-are-open-weight-models-1ghh","comments_count":0,"public_reactions_count":12,"collection_id":45875,"published_timestamp":"2026-11-05T21:00:19Z","language":"en","subforem_id":1,"ai_disclosure_level":"some_ai","ai_disclosure_label":"AI-assisted","positive_reactions_count":12,"cover_image":"https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fdhpbb4fkjfpnq7nocn60.png","social_image":"https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fdhpbb4fkjfpnq7nocn60.png","canonical_url":"https://blog.mlh.com/prompt-pad-what-are-open-weight-models-1ghh","created_at":"2026-11-02T21:12:53Z","edited_at":"2026-11-05T21:00:53Z","crossposted_at":null,"published_at":"2026-11-05T21:00:19Z","last_comment_at":"2026-11-05T21:00:19Z","reading_time_minutes":1,"tag_list":["opensource","ai","beginners","codenewbie"],"tags":"opensource, ai, beginners, codenewbie","user":{"name":"MLH Team","username":"mlhacks","twitter_username":"MLHacks","github_username":null,"user_id":1197638,"website_url":"https://hackp.ac/mlh-devto","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F1197638%2F19fd3a43-32d3-466f-9009-b99e790635a9.jpg","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F1197638%2F19fd3a43-32d3-466f-9009-b99e790635a9.jpg"},"organization":{"name":"Major League Hacking (MLH)","username":"mlh","slug":"mlh","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F2310%2F828f0108-477d-4d0d-8812-973f182358b4.jpg","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F2310%2F828f0108-477d-4d0d-8812-973f182358b4.jpg"}},{"type_of":"article","id":5019800,"title":"The Case for Smart Software","description":"At a typical AI conference, there's usually much discussion of \"the future of software\", but it...","readable_publish_date":"Nov 12","slug":"the-case-for-smart-software-329f","path":"/swyx/the-case-for-smart-software-329f","url":"https://dev.to/swyx/the-case-for-smart-software-329f","comments_count":2,"public_reactions_count":12,"collection_id":null,"published_timestamp":"2026-11-12T01:00:57Z","language":"en","subforem_id":1,"ai_disclosure_level":"not_disclosed","ai_disclosure_label":"Not Disclosed","positive_reactions_count":12,"cover_image":null,"social_image":"https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Ftlzmkzz51drmiptal7sd.png","canonical_url":"https://dev.to/swyx/the-case-for-smart-software-329f","created_at":"2026-11-12T00:18:25Z","edited_at":null,"crossposted_at":null,"published_at":"2026-11-12T01:00:57Z","last_comment_at":"2026-11-12T13:46:54Z","reading_time_minutes":3,"tag_list":["jev","ai","software","aie"],"tags":"jev, ai, software, aie","user":{"name":"swyx","username":"swyx","twitter_username":"swyx","github_username":"swyxio","user_id":47766,"website_url":"http://swyx.io","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F47766%2F26fbd2bf-c352-447c-9b4f-f66652dc4899.jpg","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F47766%2F26fbd2bf-c352-447c-9b4f-f66652dc4899.jpg"}},{"type_of":"article","id":5020391,"title":"What Changes With the A2UI 1.0 Release","description":"The same currency agent built on A2UI 0.9 and on A2UI 1.0: what changed in the protocol, how an answer reaches the screen now, and why the model writes 21 tokens for a rate card that took 223 on 0.9.","readable_publish_date":"Nov 12","slug":"what-changes-with-the-a2ui-10-release-31eo","path":"/gde/what-changes-with-the-a2ui-10-release-31eo","url":"https://dev.to/gde/what-changes-with-the-a2ui-10-release-31eo","comments_count":4,"public_reactions_count":18,"collection_id":null,"published_timestamp":"2026-11-12T16:05:47Z","language":"en","subforem_id":1,"ai_disclosure_level":"not_disclosed","ai_disclosure_label":"Not Disclosed","positive_reactions_count":18,"cover_image":"https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fraw.githubusercontent.com%2Fxbill9%2Fcurrency-claude-agui-a2ui1%2Fmain%2Fdocs%2Fa2ui-1-0%2Fdevto-cover.b6f0e686.jpg","social_image":"https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fraw.githubusercontent.com%2Fxbill9%2Fcurrency-claude-agui-a2ui1%2Fmain%2Fdocs%2Fa2ui-1-0%2Fdevto-cover.b6f0e686.jpg","canonical_url":"https://dev.to/gde/what-changes-with-the-a2ui-10-release-31eo","created_at":"2026-11-12T03:23:44Z","edited_at":null,"crossposted_at":null,"published_at":"2026-11-12T16:05:47Z","last_comment_at":"2026-11-13T23:36:05Z","reading_time_minutes":16,"tag_list":["a2ui","agents","gemini","react"],"tags":"a2ui, agents, gemini, react","user":{"name":"xbill","username":"xbill","twitter_username":null,"github_username":"xbill9","user_id":3490099,"website_url":"https://g.dev/xbill","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3490099%2Fc6a975d0-cd94-485d-82b1-14ed5b344fcf.jpg","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3490099%2Fc6a975d0-cd94-485d-82b1-14ed5b344fcf.jpg"},"organization":{"name":"Google Developer Experts","username":"gde","slug":"gde","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F11939%2Fe3080d5b-ecde-42a8-b089-bafecc31fa97.png","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F11939%2Fe3080d5b-ecde-42a8-b089-bafecc31fa97.png"}},{"type_of":"article","id":5012106,"title":"Kent C. Dodds Hasn't Looked at His Code All Year","description":"At the start of this year, Kent C. Dodds gave a coding agent a link to a GitHub issue he had been...","readable_publish_date":"Nov 11","slug":"kent-c-dodds-hasnt-looked-at-his-code-all-year-gd5","path":"/dailycontext/kent-c-dodds-hasnt-looked-at-his-code-all-year-gd5","url":"https://dev.to/dailycontext/kent-c-dodds-hasnt-looked-at-his-code-all-year-gd5","comments_count":3,"public_reactions_count":8,"collection_id":null,"published_timestamp":"2026-11-11T01:36:37Z","language":"en","subforem_id":1,"ai_disclosure_level":"some_ai","ai_disclosure_label":"AI-assisted","positive_reactions_count":8,"cover_image":"https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F8axeyndijdbjn0mg7dnr.jpg","social_image":"https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F8axeyndijdbjn0mg7dnr.jpg","canonical_url":"https://dev.to/dailycontext/kent-c-dodds-hasnt-looked-at-his-code-all-year-gd5","created_at":"2026-11-10T17:27:29Z","edited_at":"2026-11-11T16:09:12Z","crossposted_at":null,"published_at":"2026-11-11T01:36:37Z","last_comment_at":"2026-11-12T05:03:47Z","reading_time_minutes":17,"tag_list":["ai","agents","career","productivity"],"tags":"ai, agents, career, productivity","user":{"name":"Kara Silverman","username":"karasilv","twitter_username":null,"github_username":null,"user_id":3779607,"website_url":"http://www.althealabs.co","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3779607%2F0e200d93-ae7e-4c3e-be77-880eceb52930.jpg","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3779607%2F0e200d93-ae7e-4c3e-be77-880eceb52930.jpg"},"organization":{"name":"Daily Context","username":"dailycontext","slug":"dailycontext","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F13814%2F22a0c918-422d-4931-9c15-5974094549ae.png","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F13814%2F22a0c918-422d-4931-9c15-5974094549ae.png"}},{"type_of":"article","id":4999883,"title":"How much does it cost to run a text game with LLMs","description":"AI costs are confusing. Providers give you a lot of numbers and nothing to actually know how much you are going to pay in the long run. There is no point in these input/cached/output token prices if you have no idea how many reasoning tokens you'll spend on your tasks. How much will be cached. We are going to review the real-world usage of 27 frontier models.","readable_publish_date":"Nov 8","slug":"how-much-does-it-cost-to-run-a-text-game-with-llms-57o7","path":"/hiper2d/how-much-does-it-cost-to-run-a-text-game-with-llms-57o7","url":"https://dev.to/hiper2d/how-much-does-it-cost-to-run-a-text-game-with-llms-57o7","comments_count":88,"public_reactions_count":85,"collection_id":null,"published_timestamp":"2026-11-08T18:46:19Z","language":"en","subforem_id":1,"ai_disclosure_level":"some_ai","ai_disclosure_label":"AI-assisted","positive_reactions_count":85,"cover_image":"https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fazelianouski.dev%2Fimages%2Fwerewolf-costs-intro.jpg","social_image":"https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fazelianouski.dev%2Fimages%2Fwerewolf-costs-intro.jpg","canonical_url":"https://azelianouski.dev/post/werewolf-real-llm-costs/","created_at":"2026-11-08T18:46:09Z","edited_at":"2026-11-08T18:58:35Z","crossposted_at":null,"published_at":"2026-11-08T18:46:19Z","last_comment_at":"2026-11-13T16:05:30Z","reading_time_minutes":18,"tag_list":["ai","llm","gamedev","machinelearning"],"tags":"ai, llm, gamedev, machinelearning","user":{"name":"Aliaksei Zelianouski","username":"hiper2d","twitter_username":"hiper2d","github_username":"hiper2d","user_id":3977796,"website_url":"https://azelianouski.dev","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3977796%2Fae90bc0b-4f01-4909-9094-3f9111cfca1e.png","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3977796%2Fae90bc0b-4f01-4909-9094-3f9111cfca1e.png"}},{"type_of":"article","id":4982713,"title":"Ask More of Your UI","description":"In my last post, I wrote about moving Forem’s performance and maintenance work into autonomous loops...","readable_publish_date":"Nov 11","slug":"ask-more-of-your-ui-2nf7","path":"/dailycontext/ask-more-of-your-ui-2nf7","url":"https://dev.to/dailycontext/ask-more-of-your-ui-2nf7","comments_count":6,"public_reactions_count":57,"collection_id":null,"published_timestamp":"2026-11-11T01:39:15Z","language":"en","subforem_id":1,"ai_disclosure_level":"not_disclosed","ai_disclosure_label":"Not Disclosed","positive_reactions_count":57,"cover_image":"https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fsbhz5b16c123bk8q1zp6.jpg","social_image":"https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fsbhz5b16c123bk8q1zp6.jpg","canonical_url":"https://dev.to/dailycontext/ask-more-of-your-ui-2nf7","created_at":"2026-11-05T14:49:41Z","edited_at":null,"crossposted_at":null,"published_at":"2026-11-11T01:39:15Z","last_comment_at":"2026-11-12T05:02:14Z","reading_time_minutes":4,"tag_list":["ai","agents","webdev","architecture"],"tags":"ai, agents, webdev, architecture","user":{"name":"Ben Halpern","username":"ben","twitter_username":"bendhalpern","github_username":"benhalpern","user_id":1,"website_url":"http://benhalpern.com","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F1%2Fbabb96d0-9cd2-49bc-a412-2dc4caf94c2a.png","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F1%2Fbabb96d0-9cd2-49bc-a412-2dc4caf94c2a.png"},"organization":{"name":"Daily Context","username":"dailycontext","slug":"dailycontext","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F13814%2F22a0c918-422d-4931-9c15-5974094549ae.png","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F13814%2F22a0c918-422d-4931-9c15-5974094549ae.png"}},{"type_of":"article","id":4984329,"title":"Prompt Pad: Show Your AI How to Respond with Few-Shot Examples","description":"Want AI to answer in a specific way? Don't just tell it. Show it.  In this episode of Prompt Pad,...","readable_publish_date":"Nov 6","slug":"prompt-pad-show-your-ai-how-to-respond-with-few-shot-examples-2869","path":"/mlh/prompt-pad-show-your-ai-how-to-respond-with-few-shot-examples-2869","url":"https://blog.mlh.com/prompt-pad-show-your-ai-how-to-respond-with-few-shot-examples-2869","comments_count":1,"public_reactions_count":15,"collection_id":45875,"published_timestamp":"2026-11-06T16:00:00Z","language":"en","subforem_id":1,"ai_disclosure_level":"some_ai","ai_disclosure_label":"AI-assisted","positive_reactions_count":15,"cover_image":"https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Ftn3p67u8ofy4cefxftvd.png","social_image":"https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Ftn3p67u8ofy4cefxftvd.png","canonical_url":"https://blog.mlh.com/prompt-pad-show-your-ai-how-to-respond-with-few-shot-examples-2869","created_at":"2026-11-05T21:06:18Z","edited_at":null,"crossposted_at":null,"published_at":"2026-11-06T16:00:00Z","last_comment_at":"2026-11-06T23:11:39Z","reading_time_minutes":1,"tag_list":["ai","beginners","codenewbie","vibecoding"],"tags":"ai, beginners, codenewbie, vibecoding","user":{"name":"MLH Team","username":"mlhacks","twitter_username":"MLHacks","github_username":null,"user_id":1197638,"website_url":"https://hackp.ac/mlh-devto","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F1197638%2F19fd3a43-32d3-466f-9009-b99e790635a9.jpg","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F1197638%2F19fd3a43-32d3-466f-9009-b99e790635a9.jpg"},"organization":{"name":"Major League Hacking (MLH)","username":"mlh","slug":"mlh","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F2310%2F828f0108-477d-4d0d-8812-973f182358b4.jpg","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F2310%2F828f0108-477d-4d0d-8812-973f182358b4.jpg"}},{"type_of":"article","id":5015421,"title":"Google AI Classroom Part 9: Gamified \"Bingo\" Active Presence Verification \u0026 Zero-Trust Proctored Exam Mode on Google Cloud","description":"Interactive Classroom Bingo comprehension checks and zero-trust proctored exam lockdown with forensic .docx dossiers on Google Cloud.","readable_publish_date":"Nov 11","slug":"google-ai-classroom-part-9-gamified-bingo-active-presence-verification-zero-trust-proctored-52dg","path":"/gde/google-ai-classroom-part-9-gamified-bingo-active-presence-verification-zero-trust-proctored-52dg","url":"https://dev.to/gde/google-ai-classroom-part-9-gamified-bingo-active-presence-verification-zero-trust-proctored-52dg","comments_count":1,"public_reactions_count":17,"collection_id":null,"published_timestamp":"2026-11-11T07:49:09Z","language":"en","subforem_id":1,"ai_disclosure_level":"not_disclosed","ai_disclosure_label":"Not Disclosed","positive_reactions_count":17,"cover_image":"https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fraw.githubusercontent.com%2Fwongcyrus%2FGoogle-AI-Classroom%2Fmain%2Fdocs%2Fblogs%2Fimages%2Fblog09_cover_gamified_bingo_exam_mode.png%3Fv%3D2","social_image":"https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fraw.githubusercontent.com%2Fwongcyrus%2FGoogle-AI-Classroom%2Fmain%2Fdocs%2Fblogs%2Fimages%2Fblog09_cover_gamified_bingo_exam_mode.png%3Fv%3D2","canonical_url":"https://github.com/wongcyrus/Google-AI-Classroom/blob/main/docs/blogs/09-gamified-bingo-active-presence-and-zero-trust-exam-mode.md","created_at":"2026-11-11T07:49:09Z","edited_at":null,"crossposted_at":null,"published_at":"2026-11-11T07:49:09Z","last_comment_at":"2026-11-11T07:55:13Z","reading_time_minutes":16,"tag_list":["firebase","gamification","googlecloud","gemini"],"tags":"firebase, gamification, googlecloud, gemini","user":{"name":"Cyrus Wong","username":"cyruswong","twitter_username":null,"github_username":null,"user_id":3941197,"website_url":null,"profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3941197%2Fd1db6555-35f6-4f44-95ca-109af7dd19a0.JPG","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3941197%2Fd1db6555-35f6-4f44-95ca-109af7dd19a0.JPG"},"organization":{"name":"Google Developer Experts","username":"gde","slug":"gde","profile_image":"https://media2.dev.to/dynamic/image/width=640,height=640,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F11939%2Fe3080d5b-ecde-42a8-b089-bafecc31fa97.png","profile_image_90":"https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Forganization%2Fprofile_image%2F11939%2Fe3080d5b-ecde-42a8-b089-bafecc31fa97.png"}}]