#SCA
8104 related articles
Tutorials·3 min
OpenAI Open-Sources GPT-OSS: Run O4-Level Models on 16GB VRAM — Complete Deployment Guide
OpenAI open-sources GPT-OSS (20B/120B) with MOE architecture and native FP4 precision. Run O3-level reasoning on a single RTX 4090. Full deployment guide for Ollama, vLLM, and more.
Read more →
Tutorials·3 min
AI Agent Prompt Engineering: A Practical Guide to the Three-Layer Architecture
A practical guide to AI Agent prompt engineering using a three-layer architecture: System Layer, Input Layer, and Action Layer — with n8n examples.
Read more →
Research·4 min
MEME Benchmark Reveals Critical Flaws in LLM Memory Systems: Dependency Reasoning Accuracy Below 50%
MEME benchmark first evaluates LLM memory dependency reasoning across 6 major systems—best accuracy only 42%. Deep analysis of cascade and missing task failures reveals path to next-gen AI memory.
Read more →
Product Reviews·3 min
AntiGravity + SkillBoss Hands-On: AI One-Click Video, Podcast, and E-commerce Website Generation Full Workflow
Hands-on testing Google AntiGravity IDE with SkillBoss plugin: AI video generation, podcast creation, and e-commerce deployment workflow, plus skill injection architecture and $15 full-stack setup.
Read more →
Product Reviews·4 min
HIX AI Full Review: Is the All-in-One AI Presentation, Video & Image Generator Actually Good?
Full hands-on review of HIX AI's all-in-one AI Agent platform covering AI presentations, Seedance 2.0 video generation, 4K image creation, and integration of top models like GPT-5.4 Pro and Sora 2 Pro.
Read more →
Tutorials·3 min
Novi AI + Seedance 2.0 Hands-On Review: Complete Tutorial for One-Click 5-Minute AI Short Drama Generation
Hands-on review of Novi AI Agent with Seedance 2.0: one-click generation of 5-minute AI short dramas from script to final cut. Detailed workflow, results, and pricing analysis.
Read more →
Tutorials·4 min
Shopify Agent Cold Start in Practice: A Three-Step Method for Training Production-Grade AI with Zero Conversation Data
Shopify's production AI Agent cold start approach: zero real conversation data, reverse-engineering training samples from existing business workflows, fine-tuning Qwen-32B for 2.2x speed gain and 60% cost reduction.
Read more →
Industry Insights·4 min
AI Projects Command 2x the Rates While Traditional IT Struggles to Get Approved: The Real Freelance Market in 2024
In 2024, AI projects command day rates up to 4,000 RMB while traditional IT budgets shrink. A freelance developer's real experience reveals AI premiums, workflow orchestration differentiation, and B2B survival strategies.
Read more →
Tech Frontiers·4 min
Windows 11 Taskbar Can Now Be Freely Moved! Start Menu Size Is Also Adjustable
Microsoft is testing a movable taskbar and resizable Start menu in the Windows 11 Insider Experimental channel. Users can place the taskbar at the top, bottom, or sides and customize Start menu size.
Read more →
Tutorials·4 min
Google AI Studio Tutorial: Free Watermark-Free Image Generation, AI Voice & Zero-Code Apps
Master Google AI Studio: watermark-free AI image generation, multi-character text-to-speech, zero-code app building with Firebase. Covers Playground settings, Build features, and quota tips.
Read more →
Deep Dives·4 min
Five Core Concepts of AI Programming: A Complete Guide from Prompt to Harness Engineering
A clear breakdown of five core AI programming concepts — Prompt Engineering, Context Engineering, Agent, Skill, and Harness Engineering — with real-world use cases and advice for indie developers.
Read more →
Product Reviews·3 min
MeMo Open-Source AI Agent Platform In-Depth Review: Long-Term Memory + MCP Protocol + Multi-Bot Collaboration in Practice
In-depth review of MeMo, an open-source AI Agent platform. Covers long-term memory, MCP protocol, multi-Bot container isolation, omni-channel deployment, with setup tutorials and usage tips.
Read more →
Research·4 min
Skills-Oriented Programming: Domain Knowledge Engineering for Efficient Code Generation by Code Agents
Alibaba Mama's Skills-Oriented Programming methodology uses three-layer Skill structures, progressive disclosure, and four-layer anti-corruption systems to achieve 90%+ code generation accuracy for Code Agents in complex enterprise codebases.
Read more →
Tutorials·4 min
Anthropic's Official Agent Building Guide: A Complete Breakdown of Workflows vs. Agents
Deep dive into Anthropic's Building effective agents guide: workflow vs. agent distinctions, the technical selection pyramid, and framework pitfalls for building efficient LLM agents.
Read more →
Industry Insights·4 min
Why AI-Generated Test Cases Fall Short — And Why Agent Platforms Are the Real Solution
Deep analysis of 5 common pitfalls in AI-generated test cases and how Agent+Skill platforms solve them with automated requirement splitting, precise generation, and end-to-end test execution.
Read more →
Tech Frontiers·3 min
arXiv's New Rule: Upload AI Slop Papers and Face a Ban
arXiv's new policy bans authors who submit AI-generated low-quality papers. Learn about AI slop in academia, enforcement criteria, and the deeper challenges to scholarly integrity.
Read more →
Deep Dives·3 min
Deep Dive into OpenAI Agent Kit: Can It Really Replace Dify and n8n?
Deep analysis of OpenAI's Agent Kit visual workflow system: feature breakdown, comparison with Dify/n8n, scenario limitations, and the strategic intent behind its launch.
Read more →
Deep Dives·3 min
Deep Dive into OpenAI Agent Kit: Can It Replace Dify or n8n?
In-depth analysis of OpenAI's Agent Kit visual workflow tool vs Dify, n8n, and Coze—examining its real capabilities, strategic intent, and actual impact on the AI workflow automation ecosystem.
Read more →
Product Reviews·3 min
2025 Comparison of Six Major Agent Development Frameworks: AutoGen/LangChain/LangGraph Selection Guide
In-depth comparison of six AI Agent frameworks—AutoGen, LangChain, LangGraph, Google ADK, OpenAI Agents, AgentScope—covering architecture, ecosystem maturity, and practical selection advice.
Read more →
Product Reviews·4 min
Claude Code vs Cursor vs Windsurf: In-Depth 2025 AI Coding Tool Comparison & Selection Guide
In-depth comparison of Claude Code, Cursor, and Windsurf's core differences and use cases. Covers Codex, Devin, CodeRabbit, practical workflows, and the best AI coding tool combination for 2025.
Read more →