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MCP's Progress is Staggering, But Poor Design Can Backfire
MCP technology makes no-code connections between AI and tools incredibly simple, but community discussions reveal that its design quality directly impacts the user experience. This article compiles developers' real discussions on MCP's efficiency and limitations, while introducing how the full-stack tool xpander.ai addresses core pain points.
When AI Faces PhD-Level Algorithm Problems: The Truth Behind the 1% Accuracy Rate
New research tests large language models' algorithmic reasoning with challenging dynamic programming problems, revealing current technological limits.
Microsoft's Open-Source AI Agent Starter Course: The Learning Path Behind a 36k-Star Project
Microsoft's open-source community has launched a new 12-lesson beginner tutorial on AI agents, covering a full-stack knowledge system from basic concepts to production deployment. The GitHub repository gained 36k stars within two weeks.
Coding with GLM 4.5 is so cheap it doesn't feel like an open-source model
Tested GLM 4.5 on Claude Code to build a Next.js CRM app—cost just $0.5 with performance rivaling Sonnet 4.
Mystery Model Sonoma Alpha Launches: 2M Context Window for Free, But Don't Celebrate Too Soon
OpenRouter suddenly released two stealth models codenamed Sonoma, offering a 2M-token context window completely free. But users quickly discovered these might be xAI's Grok in disguise, with all conversation data logged for training.
Nano Banana Hackathon: Showcase 'Wow' Moments with Gemini-2.5-Flash-Image
Google AI Studio, in collaboration with multiple organizations, is launching the Nano Banana Hackathon, where participants will develop products or demos using the advanced image model Gemini-2.5-Flash-Image.
Remotely Control Local AI Workflows from Your Phone: Hands-on with the Open-Source Solution
A fully open-source solution that lets you remotely run AI tools like Claude Code, Cursor, and Gemini CLI from your phone, complete with 100+ practical tutorials.
Automating the Generation of Thousands of Ad Variants with n8n—But Is It Really Necessary?
While the Google Nano Banana model can produce high-quality static ad images, it only generates one at a time. Someone built a fully automated batch solution using n8n, but the comments section also offered more pragmatic alternatives.
When Writing Recommendations Becomes a Technical Task
A discussion on how to use AI to generate high-quality article recommendations, revealing the art and limitations of prompt design.
Why Small Language Models (SLMs) Could End the Hegemony of Large Models
NVIDIA's latest research reveals that lightweight small language models (SLMs) tailored for specific tasks outperform large models in cost, efficiency, and controllability, with 70% of current LLM calls being pure resource waste.