Chia sẻ một bước tiến kỹ thuật giúp mình tránh được đống rắc rối tuần này: thay vì dùng YouTube Data API hay scraper tự viết (rối, bị chặn, dữ liệu bẩn), mình chuyển sang dùng Transcript API để lấy bản ghi lời thoại rõ ràng, có dấu thời gian. Kết quả: giảm độ trễ, xử lý 200+ video không lỗi, và tập trung vào tính năng chính thay vì sửa lỗi liên tục. Nếu bạn làm AI/video, đừng tự xây pipeline transcript – rất tốn thời gian! Dùng công cụ sẵn có hiệu quả hơn. #AI #VideoProcessing #DeveloperTips #Lậ

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!

#programming #developertips

Don't waste your back pressure ·

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.

Live Chat Spam Lockdown in 60 Seconds #PHP

YouTube

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

#php #phpt...

https://www.youtube.com/watch?v=rsyORPwvcrM

PHP Spaceship Operator Explained #phpspaceshipoperator

YouTube
The Compiler Is Your Best Friend, Stop Lying to It - Daniel Beskin's Blog

The compiler is a powerful tool, yet many developers have a painful relationship with it. Can we do better?