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Product ReviewsTesting ChatGPT 5.2, Gemini 3 Pro, and Claude 4.5 building Super Mario 64 from scratch with the same prompt. Gemini wins overall with best playability, ChatGPT has best visuals but only 1 fps, Claude fails at collision detection.
TutorialsHow to use prompt engineering to make AI break from conventional solutions and create unique paths? This article details three strategies—exclusion, constraint-driven, and multi-round iteration—with a real generative design rocket thruster case.
TutorialsStep-by-step OpenManus local deployment guide covering Conda setup, DeepSeek API config, and Playwright installation. Real-world testing reveals performance, Token costs, and current limitations.
Product ReviewsIn-depth hands-on review of MiniMax M2.7 agentic model: coding ability rivals Claude Opus 4.6 at 50x lower input cost. Real-world tests include MacOS system generation, game dev, and dynamic landing pages.
Deep DivesDeep dive into AI Agent core principles: the Sense-Plan-Act-Observe decision loop, and how Planning, Memory, and Tools components transform LLMs into autonomous digital employees.
Deep DivesDeep dive into Harness Engineering: its definition, six core components, and production practices. Learn why Prompt and Context Engineering aren't enough for production-grade AI Agent systems.
ResearchMEME 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.
Product ReviewsFull 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.
Tech FrontiersGoogle's 2025 spam policy update brings manipulation of AI Overview and AI Mode results under formal penalties. Deep dive into policy changes, new AI search manipulation tactics, and SEO impact.
TutorialsComplete guide to AI short drama production covering track selection, viral script structure, emotional hooks, LLM script generation, and storyboard refinement techniques for beginners.
Product ReviewsDetailed review of 4 free AI video generators—Grok, Google AI Studio, Doubao, and Jimeng—covering tutorials, free quotas, and feature comparisons to find your ideal tool.
TutorialsA deep dive into enterprise Deep Research Agent deployment: architecture design, LangChain framework, and solutions to the top 10 pain points including tool chaos, context contamination, and cost control.
Product ReviewsReal-world comparison of Claude 4.6 Opus/Sonnet vs Gemini 3.1 Pro for AI novel writing. Multi-model workflow: Claude for outlines, Gemini for prose, with full reference-based setup process.
Expert OpinionsAI coding agents are reshaping the economics of software rewrites. Real migration cases reveal how language lock-in is breaking down, turning tech choices into reversible decisions.
Expert OpinionsA developer Vibe Coded with AI for 7 months, made 234 commits and 1,690 lines of code, then the project collapsed. Five hard lessons reveal AI's true limits: it builds features, not architecture.
Deep DivesDeep dive into Claude Code Auto Mode: how the independent Classifier reviews AI operations, three-level graceful degradation prevents system deadlocks, SubAgent triple review with Prompt Injection protection, plus setup and plan requirements.
Industry InsightsAI coding unicorn Windsurf, valued at $3B, was dismantled in one week — OpenAI deal collapsed, Google aquihired the team, Cognition grabbed the remains. A deep dive into AI startup moat fragility.
Deep DivesA clear breakdown of MCP (Model Context Protocol): its core concepts, three standard primitives, real-world use cases, and ecosystem status. Learn how Anthropic's open-source unified tool integration standard is changing AI development.
Tech FrontiersOpenAI's $3B Windsurf acquisition collapsed over a Microsoft IP-sharing clause. Google then swooped in with a $2.4B acqui-hire. A deep dive into the AI giants' power struggle.
Industry InsightsAlienware was once synonymous with uncompromising performance. Now Dell launches budget Alienware 15 laptops. Deep analysis of brand dilution amid the RAMageddon memory crisis.