Cần tư vấn cách tự host LLM nhỏ gọn nhất cho ứng dụng production?
🧠 Người dùng đang phát triển extension trình duyệt cần backend AI, muốn dùng model mã nguồn mở để tiết kiệm chi phí API.
Yêu cầu chính:
- Chạy 24/7 dạng API endpoint
- Chi phí thấp nhất có thể
Bạn có kinh nghiệm gì chia sẻ?
#SelfHosting #TựHost #AI #Chatbot #OpenSource #DeveloperTips #APIs
https://www.reddit.com/r/selfhosted/comments/1qsktes/cheapest_way_to_selfhost_a_small_llm_for_a/
Question to all developers/people on IT:
I used to have a small website with HTML and CSS when I was younger.
I’ve been thinking about getting back into coding. I’ve studied some basic ICT courses at a university of applied sciences but don't have any ideas for a practical beginner project I could work on.
What would you recommend as a first step? Like a super, super beginner and easy!
Don't waste your back pressure
https://banay.me/dont-waste-your-backpressure/
#HackerNews #BackPressure #Optimization #DeveloperTips #SoftwareEngineering #TechInsights
Back pressure for agents You might notice a pattern in the most successful applications of agents over the last year. Projects that are able to setup structure around the agent itself, to provide it with automated feedback on quality and correctness, have been able to push them to work on longer horizon tasks. This back pressure helps the agent identify mistakes as it progresses and models are now good enough that this feedback can keep them aligned to a task for much longer. As an engineer, this means you can increase your leverage by delegating progressively more complex tasks to agents, while increasing trust that when completed they are at a satisfactory standard.
📣 Just Blogged: Unlock @Sitecore system fields in Edge GraphQL for XP/XM 10.x+. Access `__Created` & `__Updated` dates easily🔗 https://www.amitk.net/blog/sitecore-headless-services-get-system-fields/
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#Sitecore #SitecoreMVP #SUGCON #GraphQL #Headless #AvanadeDoWhatMatters #SitecoreLearning #NextJS #HeadlessCMS #Git #DevOps #AI #DeveloperTips #Programming #Coding #WebDev #JavaScript #ReactJS #SEO #DynamicRouting #TechTwitter #Developer #Frontend #Jamstack #WebPerformance #DXPlatforms
Live Chat Spam Lockdown in 60 Seconds
Sliding window rate limit that saves your live event.
#python #php #ratelimiting #livechat #spamprotection #slidingwindow #viralcoding #codecomparison #realtime #developertips #performance

PHP Spaceship Operator Explained
Discover the PHP spaceship operator and its surprising behavior! Learn how three-way comparison works in PHP.
In this quick tutorial, you'll see how 5 compared to 3 and 3 compared to 5 produces different results with this powerful operator.
Perfect for PHP developers looking to level up their coding skills!
#PHP #PHPTutorial #CodingTips #Programming #WebDevelopment #PHPTricks #LearnPHP #DeveloperTips

The Compiler Is Your Best Friend, Stop Lying to It
https://blog.daniel-beskin.com/2025-12-22-the-compiler-is-your-best-friend-stop-lying-to-it
#HackerNews #TheCompilerIsYourBestFriend #StopLyingToIt #CodingBestPractices #DeveloperTips #ProgrammingInsights
📣 Just Blogged: Implementing dynamic wildcard pages in #SitecoreAI with Next.js App Router!
📌 Full guide: https://www.amitk.net/blog/nextjs-app-router-content-sdk-sitecore-wildcard-pages/
#Sitecore #SitecoreMVP #SUGCON #AvanadeDoWhatMatters #SitecoreLearning #NextJS #HeadlessCMS #Git #DevOps #AI #DeveloperTips #Programming #Coding #WebDev #JavaScript #ReactJS #SEO #DynamicRouting #TechTwitter #Developer #Frontend #Jamstack #WebPerformance #DXPlatforms
📣 Just Blogged: 🚫 Git "dubious ownership" error blocking your #SitecoreAI setup?
📌 Complete guide for #Sitecore devs: https://www.amitk.net/blog/sitecoreai-fix-git-dubious-ownership-error/
#SitecoreMVP #SUGCON #AvanadeDoWhatMatters #SitecoreLearning #NextJS #HeadlessCMS #Git #DevOps #AI #DeveloperTips #Programming #Coding