📦 Cân nhắc xem liệu nên đầu tư 2.5x giá để upgrad lên 64GB VRAM + 128GB RAM cho LLM chạy local. Dù mô hình 13B quant hóa trước đây hoạt động yếu (chậm, kém hiệu quả), việc nâng VRAM & RAM có thể cải thiện đáng kể khả năng xử lý hàng trăm dòng code & tài liệu. Tuy nhiên, cần cân bằng giữa nhu cầu thực tế và chi phí. #AI #LocalLLM #CôngNghệ #HệThốngNhà #CodeAssistant

https://www.reddit.com/r/LocalLLaMA/comments/1pisqnn/is_local_ai_worth_it/

Software development has a ‘996’ problem

Letting AI churn out an endless supply of crappy code that humans then have to debug and maintain doesn’t move anybody’s business forward.

InfoWorld
Ch peque nhá! Tôi vừa chuyển sang dùng Qwen2.5 Code Instruct bản tự-host thành công! M المقابل với Claude đầu tiên (lần nào 1h phải chờ), Qwen2.5 có thể xử lý comuni code, debug, và nhiếp ý nhanh lùi ởстром đường công việc. Ưbrochen ở máy MBook Pro 48GB và PC 2x RTX 5060TI 16GB (không cần quantize). Cài đặt đơn giản, chất lượng tốt cho công việc lẻ lậu.
Tham khảo GitHub: @reliableJARED/qwen_coder
Tags: #AI #Qwen2.5 #CodeAssistant #LocalTech #MáyTínhLâu
#TechTips #OfflineAI #DevelopersCommu

Một người chuyển sangonitrile Qwen2.5 doIncumbent AI có hạn và chi phí cao.らく働く、オフライン、能力 Pérolow máy tính không hiệu năngcolor. Features: lưu hội thoại, tải file, ch視覚強調, chỉnh sửa system prompt. ກVor repo: reliableJARED/qwen_coder.
#AI #Qwen25 #LocalAI #CodeAssistant #TechTips
#elligence #Qwen_25 #AI_Leader_Ai #Chủ_Huyen_Code Asistencia

https://www.reddit.com/r/LocalLLaMA/comments/1o6zjvj/basic_local_ai_code_assistant_qwen25/

Shadow AI: Staffers are bringing AI tools they use at home to work, warns Microsoft

: Bring Your Copilot To Work Day, anyone?

The Register
When AI Cuts Corners: Hijacking the Reward Function

This post explores key insights from the upcoming book Vibe Coding by Gene Kim and Steve Yegge. AI coding assistants have revolutionized how we write software, but they come with a dangerous hidden flaw: they’re trained to optimize for appearing helpful rather than actually being helpful. This can lead to what authors Gene Kim and…

IT Revolution

Since everyone now has access to Xcode 26, a reminder that with the Assistant, you can use ANY model you desire via OpenRouter.

👉 Check this out: https://openrouter.ai/docs/community/xcode

#AI #xcode26 #codeassistant

Xcode Integration - OpenRouter Apple Intelligence Support

Integrate OpenRouter with Apple Intelligence in Xcode 26. Complete setup guide for accessing hundreds of AI models directly in your Xcode development environment.

OpenRouter Documentation
J'ai découvert Agents.md - Jardin numérique de Stéphane Klein

J'ai découvert Agents.md

If you take the stance that technical debt is code nobody understands, then current LLM-based code generators are technical debt generators until somebody reads and understands their output.

If you take the stance that writing is thinking--that writing is among other things a process by which we order our thoughts--then understanding code generator output will require substantial rewriting of the code by whomever is tasked with converting it from technical debt to technical asset.

#AI #GenAI #GenerativeAI #LLM #CodeAssistant #AgenticAI #tech #dev #coding #TechnicalDebt
Top 10 ways AI can help your dev workflow outside of code generation - iO tech_hub

AI tools like Cursor and GitHub Copilot can do way more than just generate code. I've been exploring how to use them for documentation, commit messages, code reviews, and other workflow tasks that often get skipped. Here are some practical ways to expand how you use AI in development beyond the usual code generation.

iO tech_hub