MiniMax-M2.1 Review: Outperforms Gemini 3 Flash at Half the Cost
MiniMax-M2.1 outperforms Gemini 3 Flash in benchmarks while costing half as much, excelling in programming tasks.
MiniMax-M2.1 outperforms Gemini 3 Flash in benchmarks while costing half as much, excelling in programming tasks.
An AI stress test explores whether accounting system foundations are structurally equivalent to mathematical logic and philosophical concepts.
Test shows GPT 5.2 coding performance lags behind Claude, revealing gap between marketing claims and real-world capabilities.
ChatGPT 5.2 thinking mode shows inconsistent output capabilities in performance tests, with unstable token generation observed.
Claude Sonnet 4.5 outperforms GPT and Gemini in hallucination tests with 0% error rate.
Gemini vs ChatGPT memory test: Gemini frequently forgets key details in conversations, while ChatGPT maintains context better.
Gemini Flash beats Claude Opus in Chinese idiom test, showing AI cultural understanding gaps.
IT certification computer-based test reform brings increased difficulty with focus on emerging technologies, lowering pass rates for IT professionals.
AutoQA-Agent: Write tests in Markdown, execute with AI+Playwright, auto-export scripts. Self-healing, detailed logs, CI integration.
AI generates 3D Ace Combat game using MiniMax-M2.1 - practical test shows potential for creative programming and rapid prototyping.
Testing reveals Google's Gemini 3 Pro High and Low versions may be identical, hitting quota limits at the same time.
Minimax opens M2.1 beta access for programming tests. AI enthusiasts invited to test and compare model performance.
Gemini 3 Pro outperformed other AIs in a matchmaking test, showing superior logic, especially on counter-intuitive social problems.
GPT-5.2-Codex test shows 50% speed increase over GPT-5.2, with similar output quality but no capability improvements.
Xiaomi MiMo-V2-Flash excels in AI programming test, outperforming competitors in LeetCode challenge.
Xiaomi AI model tests show IP-based service variations, raising concerns about AI fairness and transparency.
Hands-on review of Google's Gemini 3 Pro reveals underwhelming performance in coding and research tasks.
DeepSeek V3.2 ranks 3rd in data analysis in Livebench tests, showing strong performance against leading AI models like Claude and GPT-5.
最新评论
朝鲜的互联网基础设施一直是黑箱,这次调查很有价值。光纤网络的物理布局确实能反映很多信息,比如重点区域和网络拓扑。
RSS+AI的组合确实很有价值,信息过载时代确实需要智能筛选。建议增加一下跨来源的内容去重功能,避免重复推送同一话题。
侧边栏调用Gemini的思路很实用,不需要切换标签页就能使用AI。不过想了解一下是否支持自定义API Key,使用官方API可能会有限制。
登录重定向问题确实很烦人,特别是对于刚上线的项目。这个解决方案的思路很清晰,不过不同框架的实现可能需要调整。
注册流程的漏洞分析很有价值,小号入侵是很多平台都面临的问题。建议补充一下防御机制的实现细节,比如设备指纹和行为分析。
ClaudeCode在复杂项目上的表现确实不错,特别是对上下文的理解能力。不过想了解一下生成代码的可维护性如何,是否需要大量人工调整?
小团队确实需要更精简的技术栈,AI优先的思路很有前瞻性。不过团队成员的技术栈可能会比较分散,维护成本如何控制?
云服务的credits使用策略确实容易踩坑,特别是对于第三方模型的限制。建议用户在使用前仔细阅读服务条款,避免浪费额度。