TTRL: Test-Time RL Breakthrough for LLMs
NeurIPS 2025 paper TTRL lets LLMs self-improve via test-time RL using unlabeled data, delivering 211% performance gains on math benchmarks with open-source code gaining 1.1k GitHub stars.
588
分享空间
优质的内容分享空间，更深度更准确的信息在这里
香港启动埃博拉戒备应变级别 防控细节一览
2026年5月17日香港同步世卫启动埃博拉戒备应变级别，本次疫情源自刚果（金）与乌干达的本迪布焦毒株，香港本地爆发风险低。港府已落实口岸筛查、医疗通报等防控措施，内地同步要求入境人员21天健康监测。
105
Reflexion: Breakthrough Verbal RL for LLM Agents
This 2023 NeurIPS paper introduces Reflexion, a verbal reinforcement learning framework for LLM agents that uses self-reflection memories instead of weight updates. It delivers state-of-the-art results across coding, reasoning, and decision benchmarks with widespread industry and academic adoption.
2308
Self-Refine: A Game-Changing LLM Iterative Refinement Fra...
This NeurIPS 2023 paper introduces Self-Refine, letting LLMs self-refine outputs via feedback loops. It delivers ~20% average performance gains across most tasks, with top improvements in dialogue and code tasks, and has over 4,300 citations.
2076
Why Developers Prefer Firefox Over Chrome in 2025–2026
Developers choose Firefox for privacy-first defaults, 18-29% better RAM efficiency, working uBlock Origin post-Chrome Manifest V3, and superior CSS/accessibility DevTools, plus critical cross-browser Gecko engine testing support.
274
2025-2026: The Most Memory-Efficient Browsers
This report ranks 2025-2026 desktop browser memory usage: Edge is best for Windows, Safari for macOS, Chrome uses the most RAM. It also covers high-tab scenarios, memory-saving features, and lightweight options for low-RAM PCs.
1422
红楼判词"子系中山狼"：解析迎春悲剧与小人隐喻
本文解析《红楼梦》贾迎春判词"子系中山狼，得志便猖狂"，通过拆字法指出"子系"暗指其夫孙绍祖，结合"中山狼"典故揭露其忘恩负义本性，同时详解判词其他句的寓意与文化影响。
190
洛克王国世界争议事件全梳理：暗改、BUG与团队疑云
本报告梳理了2026年《洛克王国：世界》S2赛季争议事件完整时间线，验证了工作室架构、1300万DAU等核心事实，同时指出暗改女角色动作、BUG回归等争议细节，也明确了部分传闻缺乏公开信源支撑。
2966
2026年NSFW图像转AI视频全指南：工具、流程与技巧
本指南汇总了2026年可用的无审查NSFW图像转AI视频工具，包括HackAIGC、ZenCreator等平台的优缺点与定价，还提供了详细的操作流程、画质优化技巧和常见问题解答，帮助用户高效完成动画创作。
321
DeepSeek-Coder Next不存在？官方产品线核查结果
本次核查确认DeepSeek-Coder Next并非DeepSeek官方产品，搜索混淆源于阿里Qwen3-Coder-Next名称相似。同时梳理了DeepSeek官方编码模型完整产品线，并给出了编码模型选型建议，信息置信度极高。
52
2026年4月金融数据核查报告：核心数据属实存解读偏差
本次核查针对知乎2026年5月发布的4月金融数据分析文章，核心信贷、货币数据均与央行官方数据一致，但存在表述时效性和观点偏向性问题，如"资产负债表衰退"定性存在学术争议，"社零长期萎靡"需结合最新数据调整。
702
2026新高考I卷长征作文备考升级指南
本报告针对2026年新高考I卷长征主题作文备考，从冷门细节、思辨论证、教材对接等7个维度补充素材，帮助考生从一类卷要求升级，包含彝海结盟、9岁红小鬼等差异化素材，以及可直接化用的金句段落和2026年最新纪念动态。
736
2026 Guide to AI Erotic Storytelling
This 2026 guide covers uncensored AI tools, prompt techniques, and workflows for erotic fiction writing, including top platforms like HackAIGC and ErosWriter, plus best practices for consistent, high-quality results.
442
What Is Uncensored ChatGPT? 2026 Updated Guide
This guide explains uncensored ChatGPT, notes GPT-5 has made traditional jailbreaks largely ineffective, and introduces trusted alternatives like HackAIGC with full unrestricted and privacy-focused AI tools.
556
2026 Grok Jailbreak Tactics & Risks
This report covers 2026 Grok jailbreak methods including persona-based attacks, multi-stage prompts, plus risks of account bans and regulatory enforcement, with verified technical vulnerability data.
1634
2026 Gemini Jailbreak Techniques & Risks
This report covers 2026 Gemini jailbreak methods like PAIR and policy puppetry, their effectiveness against updated Gemini 3.5, plus security risks and ethical guidelines for responsible research.
2505
AI时代什么能力重要？教育该教什么？
本报告整理了权威视频资源，指出AI时代需重点培养批判性思维、创造力、人机协同等不可替代能力，教育应从知识传授转向能力培养、个性化与跨界融合，还提供了TED、B站、YouTube等多平台精选视频链接。
170
浏览器自动填表提交的6种实用方案
本报告汇总了6种浏览器自动填表提交的方法，包括Playwright等主流自动化框架、Chrome DevTools协议、Manifest V3浏览器扩展、原生浏览器API等，还对比了各方案的技术门槛、适用场景，给出了2026年的最优选择建议。
77
2026's Best fal.ai Alternative for Video Generation: Kinovi
This 2026 guide breaks down top fal.ai video generation alternatives, highlighting Kinovi as the best overall pick with up to 43% lower costs than fal.ai Pro and access to top models like HappyHorse 1.0 and Seedance 2.0.
1189
2026 Best Replicate Video API Alternatives
This guide covers top Replicate alternatives in 2026, including Kinovi, Atlas Cloud, and more, highlighting fixes for Replicate's cold start, opaque pricing issues, and model comparisons to help teams migrate smoothly.
578
2026's Best Free Sora AI Video Alternatives
After OpenAI shut down Sora in 2026, the free AI video generator market boomed. This guide ranks 8 top alternatives, and highlights Kinovi AI's credit-based, no-recursion-fee studio tools for creators.
37
2026 Cheap AI Video Generation API Complete Guide
This 2026 guide breaks down the competitive AI video API market, with Kinovi AI standing out as a cost-effective, API-first option. It includes real-world pricing comparisons, free tier details, integration code, and budget optimization strategies for developers and content teams.
264
2026年Fal Seedance替代方案全指南：API文档与成本对比
2026年AI视频生成市场已涌现多款Fal Seedance替代方案，Kinovi.ai凭借38%-43%的成本优势、统一API和完整文档成为首选。本文对比了8款主流替代平台的定价、API特性与适用场景，还提供了多模型生产流水线搭建与成本优化策略。
188
2026 Seedance API: Replicate vs Kinovi & More
This guide breaks down 2026 Seedance 2.0 API costs, platform comparisons, and developer insights, highlighting up to 38% savings with Kinovi and hidden billing risks for Replicate users.
1692
