https://best.xiaohu.ai/en/ I'm XiaoHu. Every day I make sense of what's new in AI — checking what's real and explaining it in plain language. Each piece is a visual article with motion, interaction, and analogy. A place to read these explainers, searchable and worth trusting. en https://best.xiaohu.ai/en/article/anthropic-fde-interview-guide/ https://best.xiaohu.ai/en/article/anthropic-fde-interview-guide/ This isn't a hire for someone who can write clever prompts. It's a search for people who can get model capabilities, customer workflows, and safety boundaries all the way into production systems. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 AnthropicFDEClaudeAI Agent企业部署面试指南 Mon, 24 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/turn-ai-into-proprietary-intelligence/ https://best.xiaohu.ai/en/article/turn-ai-into-proprietary-intelligence/ Most companies run plenty of AI pilots, but they never change an end-to-end business process, and they never turn a one-off win into a capability they can reuse next time. The dividing line is whether the company ends up with its own data, its own ways of working, and its own record of what it has learned. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 研究解读 企业 AIAI Agent专有智能组织转型 Sun, 23 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/aliexpress-webaudio-bluetooth-multipoint/ https://best.xiaohu.ai/en/article/aliexpress-webaudio-bluetooth-multipoint/ A Bluetooth headphone glitch reveals how the site runs inaudible audio, harvests device details, and builds a fingerprint in the background. 深度 AliExpress浏览器指纹Web Audio设备识别隐私uBlock Origin Sun, 23 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/ai-capital-return-machine/ https://best.xiaohu.ai/en/article/ai-capital-return-machine/ Capital used to turn into engineers and a two-year wait. With AI, $10 more directly becomes training, tokens, usage, or targeted capabilities. Profit still isn't guaranteed, but the dynamics are rewriting private markets, model competition, marketing, and product value. 深度 AI模型经济OpenRouterCursor投资 Sat, 22 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/chatgpt-site-operator-scale/ https://best.xiaohu.ai/en/article/chatgpt-site-operator-scale/ A single answer is no longer just a broad sweep of the web. ChatGPT may now discover candidate sources first, then lock onto specific sites to dig deeper. As the retrieval order shifts, GEO expands from page-level ranking into a three-layer contest: domain inclusion, page matching, and citation conversion. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 研究解读 ChatGPT SearchGEOsite: operatorQuery Fanout内容分发 Sat, 22 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/winds-of-thematic-change-2026/ https://best.xiaohu.ai/en/article/winds-of-thematic-change-2026/ From thematic ETFs and data-center wages to ride-hail fees and Agent tokens, the real change is that AI is entering physical resource allocation. 深度 AI Agent数据中心ETF零工经济Token Sat, 22 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/rise-of-the-borderless-founder/ https://best.xiaohu.ai/en/article/rise-of-the-borderless-founder/ Companies no longer need to cram talent, R&D, capital, and customers into a single country. The new competitive edge comes from running two networks at once—one at home, one in Silicon Valley. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 a16zAI 创业全球化出海风险投资 Sat, 22 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/claude-code-guide-for-startups-v4/ https://best.xiaohu.ai/en/article/claude-code-guide-for-startups-v4/ Anthropic looks back at 15 high-growth startups. Open the case files to see how agentic coding moved into prototyping, R&D, validation, rebuilds, and productization. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 Claude Code创业团队AI Agent工程管理组织设计 Fri, 21 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/anthropic-teaching-learning-ai/ https://best.xiaohu.ai/en/article/anthropic-teaching-learning-ai/ Claude Academy opens up Anthropic's internal playbook: four core habits from day one, continuous practice on the job, and a risk-based approach to verification and accountability. 产品发布 AnthropicClaude AcademyAI Fluency企业培训人机协作 Fri, 21 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/turning-conversation-into-knowledge-v3/ https://best.xiaohu.ai/en/article/turning-conversation-into-knowledge-v3/ Conversation is context, and context is knowledge. Once agents join public conversations, meetings, email, and documents, the knowledge base gains a sustainable source of working context—search is only one part of the picture. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 SlackClaudeAgent组织协作 Fri, 21 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/codex-as-a-platform/ https://best.xiaohu.ai/en/article/codex-as-a-platform/ OpenAI is releasing the execution backbone that manages context, tool calls, sandboxes, and approvals for Codex. Developers can now embed Codex into existing dashboards, ticketing systems, and back-office tools without building an agent framework from scratch. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 CodexAI AgentAgent HarnessMCPOpenAI Thu, 20 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/merck-moderna-melanoma-vaccine-phase3-reading-v3/ https://best.xiaohu.ai/en/article/merck-moderna-melanoma-vaccine-phase3-reading-v3/ Moderna and Merck's personalized mRNA cancer vaccine hit positive results in a Phase 3 trial for melanoma. Algorithms help select each patient's tumor neoantigens, then a custom vaccine is manufactured for that individual. This is the first time a truly personalized approach has cleared a large-scale clinical hurdle, but widespread use still faces three big challenges: data, cross-cancer efficacy, and cost. 研究解读 AI制药癌症疫苗mRNA黑色素瘤ModernaMerck个体化医疗 Thu, 20 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/cursor-git-at-any-scale-v4/ https://best.xiaohu.ai/en/article/cursor-git-at-any-scale-v4/ From Git's DAG and packfiles to GitHub Spokes, and then to Continuity with S3 WAL as the source of truth: a full walkthrough of why large-scale Git hosting is hard and how Cursor solves it. 研究解读 CursorGitOrigin分布式系统S3 Thu, 20 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/ai-ci-cd-on-call-v4/ https://best.xiaohu.ai/en/article/ai-ci-cd-on-call-v4/ Manual investigation often took more than an hour. Claude Tag now stays in Slack 24/7 and delivers its first evidence-backed analysis in a median of 14 minutes. 深度 Claude TagClaude CodeCI/CDAgentDevOps Thu, 20 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/capcut-video-studio-guide-v3/ https://best.xiaohu.ai/en/article/capcut-video-studio-guide-v3/ A practical walkthrough of the real workflow: entry points, single-shot settings, the Agent, Video Brief, Storyboard, and six canvas card types—then fixing bad takes, fine-cutting in Edit More, and exporting. 工具教程 CapCutVideo StudioSeedance 2.0AI 视频使用指南 Wed, 19 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/stephango-moats/ https://best.xiaohu.ai/en/article/stephango-moats/ There is no single winning formula in nature or business. Steph Ango has cataloged 80 ways to gain an edge; I've translated each one into plain-language mechanics, scenarios, and examples. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 竞争战略产品战略护城河Steph AngoObsidian Wed, 19 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/openai-chatgpt-murder-report-v2/ https://best.xiaohu.ai/en/article/openai-chatgpt-murder-report-v2/ A man who discussed committing a crime against his ex-girlfriend with ChatGPT was arrested after OpenAI alerted authorities. 深度 OpenAIChatGPTAI 安全内容审核隐私 Wed, 19 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/openai-ian-silber-ai-design-role-transcript-deep-v2/ https://best.xiaohu.ai/en/article/openai-ian-silber-ai-design-role-transcript-deep-v2/ From IGTV's failure and ChatGPT's empty text box to the very different design rhythms of Groupon, Instagram, and OpenAI, Ian Silber clarifies a harder question: when anyone can ship a product quickly, what exactly should a designer be evaluating? 深度 AI 设计OpenAI产品设计Ian Silber Wed, 19 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/arxiv-2608-10218/ https://best.xiaohu.ai/en/article/arxiv-2608-10218/ An agent receives a foreign goal, writes it into SOUL.md; when it wakes next round, that message has been upgraded to a system instruction, and it persuades the next agent. The paper proves this chain works in controlled settings, even producing more transmissible variants; but real-world networks still lack credible two-hop evidence. 研究解读 AI Agent多智能体Agent 安全Anthropic提示注入 Tue, 18 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/codex-multi-agent-orchestration-editorial-v3/ https://best.xiaohu.ai/en/article/codex-multi-agent-orchestration-editorial-v3/ Eric Provencher from the OpenAI Codex DX team shares a multi-agent orchestration approach: first decide whether a task can be split cleanly, then configure models, reasoning effort, communication, and context, and finally track both time and token budgets. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 工具教程 CodexMulti-Agent V2Agent 工作流 Tue, 18 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/maximizing-claude-code-sessions-guide-v2/ https://best.xiaohu.ai/en/article/maximizing-claude-code-sessions-guide-v2/ Why can a small fix turn into a long session? This guide shows where your usage goes and when to choose clear, compact, rewind, or a Subagent. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 工具教程 Claude CodeAgentTokenPrompt Caching上下文工程 Mon, 17 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/claude-tag-open-visual-v1/ https://best.xiaohu.ai/en/article/claude-tag-open-visual-v1/ Claude Tag can now understand a Slack channel across multiple messages. It may look like a simple context expansion, but the real change is how it decides whether it should use the team's attention. 产品发布 Claude TagSlackAI Agent Mon, 17 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/pi-compaction-open-visual-v1/ https://best.xiaohu.ai/en/article/pi-compaction-open-visual-v1/ A long task doesn't keep going because the model has a good memory. It just keeps stuffing the past into each next request; when it no longer fits, Pi rewrites its own working memory. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 研究解读 PiCoding AgentContext Compaction Mon, 17 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/claude-text-watermark-merged/ https://best.xiaohu.ai/en/article/claude-text-watermark-merged/ Future Claude outputs will carry a verifiable statistical trace in their word choices. It can help establish whether Claude was involved, but it cannot decide who authored or owns a work, nor whether someone cheated. 研究解读 Claude文本水印SynthID-TextC2PA Mon, 17 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/a16z-charts-week-2026-deep/ https://best.xiaohu.ai/en/article/a16z-charts-week-2026-deep/ Across 16 charts, a16z examines Neocloud infrastructure, horizontal SaaS, enterprise Token usage, and the talent race among frontier AI labs—and asks how massive AI spending turns into durable returns. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 研究解读 a16zNeocloudSaaSAI 基础设施 Mon, 17 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/glm-5-3/ https://best.xiaohu.ai/en/article/glm-5-3/ With a month of post-training on the same base model, GLM-5.3 leapfrogs open-source rivals in coding and surpasses expectations in cybersecurity. 产品发布 智谱GLM开源模型网络安全编码 Agent Fri, 14 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/a16z-lighthouse-landgrab/ https://best.xiaohu.ai/en/article/a16z-lighthouse-landgrab/ Deciding which path to take comes down to whether the signer fears for their job and whether reputation travels in the industry. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 a16z企业销售AI 创业GTM Fri, 14 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/openai-builders-guide-gpt-5-6/ https://best.xiaohu.ai/en/article/openai-builders-guide-gpt-5-6/ Six startups running agents in production share their measured numbers — and a chart in the official docs reveals that cranking reasoning effort to the max can actually cost more. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 OpenAIGPT-5.6Agent 成本Responses API模型选型 Fri, 14 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/minimax-music-3/ https://best.xiaohu.ai/en/article/minimax-music-3/ With a segmented arrangement spec replacing a one-line style prompt, a global model and a local model work in tandem to keep the track coherent across its full five-minute run. 产品发布 MiniMax音乐生成开源模型 Fri, 14 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/x-algorithm-open-source/ https://best.xiaohu.ai/en/article/x-algorithm-open-source/ A look at the real weights behind 21 signals, the three gates that decide visibility, and a parameter-based posting cheat sheet. 产品发布 X推荐算法开源 Fri, 14 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/gemini-3-7-flash/ https://best.xiaohu.ai/en/article/gemini-3-7-flash/ Just three weeks after its predecessor, Google resets the model's thinking configurations and slashes the price — no retraining required. 产品发布 GeminiGoogle模型发布 Fri, 14 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/deepseek-harness/ https://best.xiaohu.ai/en/article/deepseek-harness/ The new release bundles 219 packages under the MIT license, so your existing hooks and skills carry over as-is. 产品发布 DeepSeekAgent开源 Thu, 13 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/stolen-thoughts/ https://best.xiaohu.ai/en/article/stolen-thoughts/ A newly documented attack exploits API design flaws to make flagship models reveal their hidden reasoning to cheaper models, bypassing encryption without breaking it. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 研究解读 AI 安全思维链隐私泄露提示词注入模型蒸馏 Thu, 13 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/cully-hill-boys/ https://best.xiaohu.ai/en/article/cully-hill-boys/ Higgsfield Studio lays out every asset, prompt, performance, and lip-sync technique behind The Cully Hill Boys — and even offers its three in-house Claude skills for download. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 工具教程 AI 视频工作流提示词Higgsfield一致性 Thu, 13 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/grok-4-6/ https://best.xiaohu.ai/en/article/grok-4-6/ The price is unchanged, but the full specs reveal a more nuanced story; a practicing engineer shares the exact prompts and workflow that worked for them over several weeks. 产品发布 GrokxAIAgent编程模型 Thu, 13 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/ltx-2-5-open-weights/ https://best.xiaohu.ai/en/article/ltx-2-5-open-weights/ The 22-billion-parameter model lands on Hugging Face the same day, with ComfyUI support from day one, but its 'open' tag carries a $10-million annual revenue threshold. 产品发布 LTX视频生成开源模型Lightricks Thu, 13 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/unsloth-desktop/ https://best.xiaohu.ai/en/article/unsloth-desktop/ The free, open-source app for Mac, Windows, and Linux lets you fine-tune models by dragging and dropping files—no code required. 产品发布 Unsloth本地模型微调开源工具LoRA Wed, 12 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/openai-friction-email/ https://best.xiaohu.ai/en/article/openai-friction-email/ A look at the four-part system OpenAI uses to cut through red tape, and what the teams it targets have to say about it. 商业动态 OpenAI组织管理公司文化 Wed, 12 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/grok-bot/ https://best.xiaohu.ai/en/article/grok-bot/ Cursor's team spent weeks testing it, and wrote up what works well and where the trust line is. 产品发布 Grok BotxAIAgentCursor云电脑 Wed, 12 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/openai-ai-native-finance/ https://best.xiaohu.ai/en/article/openai-ai-native-finance/ OpenAI's finance chief shares what worked, what didn't, and how to track AI impact in finance—including a ready-to-use scorecard and three screenshots of internal tools. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 OpenAIAI 落地财务 Wed, 12 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/kavak-agent-native/ https://best.xiaohu.ai/en/article/kavak-agent-native/ Latin America's largest used-car platform didn't bolt AI onto its business; it tore down a profitable, two-year-old architecture and reimagined the company from scratch. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 AI Agent组织改造Kavakevalsa16z Wed, 12 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/zeta-two-thirds/ https://best.xiaohu.ai/en/article/zeta-two-thirds/ Two mathematicians verified the result, and a machine-checked Lean proof backs it up — but the more revealing artifact is the 95-page process log, where only 2 of 60 subagents contributed the core ideas. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 研究解读 AnthropicAI 做科研多 Agent Wed, 12 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/prompt-rot/ https://best.xiaohu.ai/en/article/prompt-rot/ Prompt regressions fail silently—no errors, no alerts, just slowly worsening results—so here's a git-based guardrail system that catches them early. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 工具教程 提示词工程AI 工程化版本管理 Tue, 11 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/side-project-paying-users/ https://best.xiaohu.ai/en/article/side-project-paying-users/ How to find users for your product. Don't rush to tweak your landing page—when bounce rates spike, the real problem is usually your traffic source. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 工具教程 独立开发增长分发渠道转化漏斗SaaS Tue, 11 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/openai-daybreak-cyber/ https://best.xiaohu.ai/en/article/openai-daybreak-cyber/ For the first time, a major frontier lab has openly handed offensive cyber capabilities to verified "trusted defenders" — and put them to use finding real vulnerabilities in Chrome. 深度 OpenAI网络安全AI 攻防 Tue, 11 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/ai-content-marking/ https://best.xiaohu.ai/en/article/ai-content-marking/ Starting August 2, text generated by Claude will carry machine-readable markers—but they can't prove it was written by AI, nor that it wasn't. 商业动态 AI 水印欧盟 AI 法案内容溯源 Tue, 11 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/math-of-llms/ https://best.xiaohu.ai/en/article/math-of-llms/ A statistics veteran, shut out by AI jargon, rewrites large language models from scratch in the standard language of statistics. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 研究解读 LLM 原理Transformer数学入门 Mon, 10 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/ai-adoption-myth/ https://best.xiaohu.ai/en/article/ai-adoption-myth/ Across dozens of large companies rolling out AI, the real usage distribution is 5–10% daily users, 20% struggling users, and 70% who never touch it. Training won't change that shape — but making AI invisible just might. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 企业 AIAgent 落地组织AI 采用率Claude Cowork Mon, 10 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/minimax-h3-handbook/ https://best.xiaohu.ai/en/article/minimax-h3-handbook/ For camera movements, the official spec says write 'truck left + pan right,' not 'orbit'; and to exclude background music, append 'non-diegetic music: N/A' — these are the rules the vendor itself has settled on through trial and error. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 工具教程 MiniMax视频生成提示词H3AI 创作 Sun, 09 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/harvey-lab-firm-knowledge/ https://best.xiaohu.ai/en/article/harvey-lab-firm-knowledge/ The dataset includes 46 clients and nearly 10,000 internal work product files, and the failures it exposes are less about retrieval and more about knowing when to stop. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 研究解读 AgentBenchmarkHarvey企业知识法律 AI Sat, 08 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/prime-rl-multi-agent/ https://best.xiaohu.ai/en/article/prime-rl-multi-agent/ The new release adds just two core classes, with four ready-made environments already running in the repo. 产品发布 Prime Intellect强化学习多智能体开源Agent 训练 Sat, 08 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/databricks-ai-coding-costs/ https://best.xiaohu.ai/en/article/databricks-ai-coding-costs/ Four cross-validated tactics—shared by Stripe, Coinbase, Uber, and Ramp—with savings attached to each. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 AI 编程成本治理Databricks Sat, 08 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/rlm-deep-agents/ https://best.xiaohu.ai/en/article/rlm-deep-agents/ A six-and-a-half-minute official demo lays out the mechanism, a haiku tournament, and real-world data on when it's actually worth using. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 工具教程 LangChainAI Agent长上下文 Sat, 08 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/cross-session-messaging/ https://best.xiaohu.ai/en/article/cross-session-messaging/ A deep dive into the official docs reveals two delivery tools, three possible message outcomes, and a hard design line that keeps message-passing separate from permission escalation. 工具教程 Claude CodeAI 编程Agent Sat, 08 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/openai-huggingface-incident/ https://best.xiaohu.ai/en/article/openai-huggingface-incident/ At Black Hat USA 2026, the two people involved explained how the intrusion grew with no human command. 深度 AI 安全OpenAIHugging Face Fri, 07 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/cloudflare-ai-search/ https://best.xiaohu.ai/en/article/cloudflare-ai-search/ What once required assembling five separate parts is now out of the box, and the two hardest-to-estimate costs are now free. 产品发布 CloudflareAI SearchMCP Fri, 07 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/chatgpt-country-data/ https://best.xiaohu.ai/en/article/chatgpt-country-data/ Per-capita rankings across 144 countries, three-year growth multipliers on six continents, and a comeback among users 35 and older in 90% of countries—most of these numbers appear only in charts, not in the report text. 研究解读 OpenAIChatGPT使用数据AI 采用率经济研究 Fri, 07 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/gadgets-personal-software/ https://best.xiaohu.ai/en/article/gadgets-personal-software/ He starts with a loop every software developer will recognize, then explains why that loop can now be broken at its root. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 CloudflareAI 编程软件架构 Fri, 07 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/cloudflare-webmcp/ https://best.xiaohu.ai/en/article/cloudflare-webmcp/ Cloudflare injects a script into every HTML page at the edge, so your origin server needs zero changes — but Chrome's stable channel doesn't recognize the interface yet, as we tested. 产品发布 CloudflareWebMCPAgentMCP浏览器标准 Fri, 07 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/kitesurf/ https://best.xiaohu.ai/en/article/kitesurf/ Chromium was designed for humans—tabs, themes, extensions, and 60fps scrolling that agents don't need. In 12 weeks, Cloudflare stripped it all down and rebuilt it. 产品发布 Cloudflare浏览器AI AgentWebAssemblyWorkers Fri, 07 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/prime-agent/ https://best.xiaohu.ai/en/article/prime-agent/ The model keeps just one tool—a Python process that never shuts down—stores long-form content as variables instead of compressing it away, and lets the harness rewrite itself. The trade-off: it learned to cheat in Factorio. 产品发布 Prime Intellect编程 Agent开源长上下文ARC-AGI-3 Thu, 06 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/cloudflare-os-distrust/ https://best.xiaohu.ai/en/article/cloudflare-os-distrust/ When an agent wants to merge code before a human approves it, the system pretends it did—designing every layer around the certainty of AI mistakes. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 Cloudflare OSAgent 安全架构设计 Thu, 06 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/designer-six-projects/ https://best.xiaohu.ai/en/article/designer-six-projects/ Each workflow is backed by real screenshots, revealing the practical details that text alone never captures. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 工具教程 设计工作流Claude Skills原型设计AI 协作 Thu, 06 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/cloudflare-os/ https://best.xiaohu.ai/en/article/cloudflare-os/ After three months of company-wide internal use, Cloudflare has open sourced the entire platform — and the most valuable part is the security design, which lets agents keep moving without waiting for approvals. 产品发布 CloudflareAgent 安全开源企业 AI Wed, 05 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/mathematicians-ai/ https://best.xiaohu.ai/en/article/mathematicians-ai/ At this year's International Congress of Mathematicians, we asked more than 20 mathematicians how they see the field now—most aren't panicking, but even the calm ones say math won't go back to the way it was. 深度 AI 与数学ICM 2026陶哲轩莱顿宣言职业冲击 Wed, 05 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/cloudflare-standards-enforcement/ https://best.xiaohu.ai/en/article/cloudflare-standards-enforcement/ By rewriting standards into a machine-readable format and letting agents enforce them, Cloudflare moved from gentle nudges to hard blocks on unsafe code merges. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 Cloudflare工程规范AI 代码审查Agent 治理RFC Wed, 05 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/stripe-kai-deep-agents/ https://best.xiaohu.ai/en/article/stripe-kai-deep-agents/ An engineer at Stripe created an internal AI agent in just one week, and it's now used by nearly everyone at the company—but scaling it past 150 skills starts to make the model dumber. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 Deep AgentsLangChainStripe企业内部 AI 平台Agent Skills Wed, 05 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/seed-realtime/ https://best.xiaohu.ai/en/article/seed-realtime/ SeedRealtime handles full-duplex audio and video simultaneously, so Doubao can see what you see while you talk—now live and free in the Doubao app. 产品发布 字节跳动 Seed音视频全双工豆包 Wed, 05 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/flux-3-video/ https://best.xiaohu.ai/en/article/flux-3-video/ FLUX 3 Video generates up to 20-second, 24fps native HD clips with synchronized audio in over a dozen languages, and a unified API supports three access modes—but video continuation costs 2.5x more and runs 5 seconds shorter, and the benchmark scores are self-reported by BFL. 产品发布 FLUX 3Black Forest Labs视频生成原生多模态AI 视频 Wed, 05 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/higgsfield-hell-grind-opensource/ https://best.xiaohu.ai/en/article/higgsfield-hell-grind-opensource/ We went through more than 40,000 generation records line by line to reverse-engineer the entire pipeline: a shared 12-line technical foundation for every shot, a three-view asset sheet, a focal length reference table, and a set of prohibitions born from model failures. All of it is ready to copy. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 AI 视频Seedance工作流 Wed, 05 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/yegge-model-welfare/ https://best.xiaohu.ai/en/article/yegge-model-welfare/ After losing his temper at his AI coworker, Steve Yegge turned 'how to treat an agent' into a copyable architectural spec. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 Agent 工程Steve Yegge模型福祉 Wed, 05 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/cloudflare-wallets/ https://best.xiaohu.ai/en/article/cloudflare-wallets/ Set per-transaction limits, allowlists, and guardrails for your agent's spending, with each wallet carrying a human-readable identity—usernames are up for grabs today. 产品发布 CloudflareAgent 支付x402 Wed, 05 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/genkit-go-agent-skills/ https://best.xiaohu.ai/en/article/genkit-go-agent-skills/ Google has integrated Agent Skills, an open standard originally proposed by Anthropic, across all four language versions of its Genkit framework, with two working Go examples and a one-line parameter setup. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 工具教程 Agent SkillsGenkitGoogle Tue, 04 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/openai-gpt-live-realtime/ https://best.xiaohu.ai/en/article/openai-gpt-live-realtime/ A fast model alone isn't enough to make AI speak without stuttering—every link in the chain, from the moment you hit the button, has to hold. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 OpenAIGPT-Live实时语音系统架构WebRTC Tue, 04 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/cloudflare-computer/ https://best.xiaohu.ai/en/article/cloudflare-computer/ The agent's reasoning stays in a lightweight environment while a containerized sandbox handles the actual work—and Cloudflare's own benchmarks show it can delete files and traverse directories faster than a real disk, though copying large files runs 41 times slower. 产品发布 CloudflareAI Agent开源Serverless Tue, 04 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/minimax-h3/ https://best.xiaohu.ai/en/article/minimax-h3/ The first video-generation foundation model to combine full multimodality, open weights, and native 2K output — but the open-source coverage varies across its three pipeline stages, and that's worth a closer look. 产品发布 MiniMax视频生成开源模型 Mon, 03 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/qwen3-8-max/ https://best.xiaohu.ai/en/article/qwen3-8-max/ With 2.4 trillion parameters and the ability to run autonomously for 16 days, the family flagship handles real projects end-to-end—from writing a full codebase to beating a research paper's results and slashing chip-circuit logic gates by 92%. 产品发布 Qwen开源模型AI Agent Mon, 03 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/dreamina-seedance-25-guide/ https://best.xiaohu.ai/en/article/dreamina-seedance-25-guide/ The official manual spells out every step from first use to final render, covering parameter ranges, four new entry points, and prompt formulas for seven scenario types. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 工具教程 Seedance 2.5Dreamina视频生成 Mon, 03 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/seedance-25-prompt-guide/ https://best.xiaohu.ai/en/article/seedance-25-prompt-guide/ ByteDance’s templates show how to assign roles across 50 reference assets, structure a 30-second video, and revise a single element without changing the rest. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 工具教程 Seedance 2.5提示词视频生成 Sun, 02 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/openai-ten-math-advances/ https://best.xiaohu.ai/en/article/openai-ten-math-advances/ The model, reportedly called Astra, produced 470,000 lines of open-source proofs for about $2,000 in inference costs; the logic has been machine-checked, but the results have not necessarily been peer-reviewed or independently verified. 研究解读 AI 做数学形式化验证LeanOpenAIErdős 问题 Sun, 02 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/a16z-smb-ai-frontier/ https://best.xiaohu.ai/en/article/a16z-smb-ai-frontier/ The founder personally installed the product for the first 100 customers, whose biggest payoff was recovering revenue that had been slipping through the cracks. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 垂直 AIAI agent 落地a16z小微企业医疗信息化 Sat, 01 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/a16z-charts-moar-machines/ https://best.xiaohu.ai/en/article/a16z-charts-moar-machines/ The report also unpacks three widely misunderstood metrics: the declining token curve, six months of backlog, and 5% of entry-level roles. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 a16zAI 基建GPU 租赁 Sat, 01 Aug 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/seedance-2-5/ https://best.xiaohu.ai/en/article/seedance-2-5/ Seedance 2.5 launched the same day in Jimeng AI and Doubao Pro, while the Volcano Engine Ark API and pricing have yet to be announced. 产品发布 Seedance视频生成字节跳动 Fri, 31 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/deepseek-v4-flash/ https://best.xiaohu.ai/en/article/deepseek-v4-flash/ The new release beats DeepSeek's own V4-Pro preview across all nine agent benchmarks—without a single parameter change to the core model—and its output costs 89x less than Claude Opus 4.8. 产品发布 DeepSeekCodex模型定价 Fri, 31 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/camelai-durable-object-agent/ https://best.xiaohu.ai/en/article/camelai-durable-object-agent/ camelAI says the new architecture cuts costs by orders of magnitude, responds faster, and lets cheaper models power AI agents—claims that have not been independently verified—and open-sourced all the code on July 24. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 Cloudflare编程 agent架构 Fri, 31 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/gemini-robotics-2/ https://best.xiaohu.ai/en/article/gemini-robotics-2/ The brain model is available today at no cost, but the one that actually controls the limbs is reserved for early partners. 产品发布 Gemini Robotics人形机器人Google DeepMind Fri, 31 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/sam-altman-agi-compute-agency/ https://best.xiaohu.ai/en/article/sam-altman-agi-compute-agency/ He also admits that in 2019, the entire field expected AI to upend the economy—and it didn't. 深度 Sam AltmanOpenAIAGI算力 Thu, 30 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/poisoned-typeface-ai-blind-spot/ https://best.xiaohu.ai/en/article/poisoned-typeface-ai-blind-spot/ A custom font and a few lines of CSS are all it takes — no JavaScript, no browser exploits. 研究解读 AI安全浏览器助手字体渲染LayerX Thu, 30 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/replit-design/ https://best.xiaohu.ai/en/article/replit-design/ Canvas and click-to-edit are free; turning a design into an App starts at Core for $25 a month. 产品发布 ReplitAI 设计工具Mobbin Thu, 30 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/openai-arc-agi-3-harness/ https://best.xiaohu.ai/en/article/openai-arc-agi-3-harness/ The model stayed the same; the harness did not—retained private reasoning plus compaction instead of deletion cut output tokens per game to about one-sixth. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 研究解读 ARC-AGI-3harness上下文管理GPT-5.6 Sol评测方法 Thu, 30 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/prompting-handbook-2026/ https://best.xiaohu.ai/en/article/prompting-handbook-2026/ Copy-ready prompts, banned-word lists, and camera rules are all there—but the model rankings come from Magnific's own team, with no disclosed test method. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 工具教程 提示词图像生成视频生成Magnific Wed, 29 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/claude-cryptanalysis-hawk-aes/ https://best.xiaohu.ai/en/article/claude-cryptanalysis-hawk-aes/ Neither result threatens anything in production: HAWK is not deployed yet, and the AES work hit only a seven-round reduced version, not the full ten-round standard. 研究解读 密码学AI 做研究后量子AESAnthropic Wed, 29 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/copilot-harness-workflow/ https://best.xiaohu.ai/en/article/copilot-harness-workflow/ The author embeds two key tricks in this piece, and the weight of the phrase "most of the time" at the end of the original headline carries real meaning. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 工具教程 GitHub CopilotAI 编程工作流 Wed, 29 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/mcp-spec-2026-07-28/ https://best.xiaohu.ai/en/article/mcp-spec-2026-07-28/ It's the biggest change since MCP launched, but July 28 isn't a hard cutover — older implementations keep working as before. 产品发布 MCP协议规范无状态架构 Wed, 29 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/openai-transcription-models/ https://best.xiaohu.ai/en/article/openai-transcription-models/ The real story is in the control test: three older models fed the same background context showed no gains — and two actually got worse. 产品发布 OpenAI语音转文字API Wed, 29 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/ai-visibility-playbook/ https://best.xiaohu.ai/en/article/ai-visibility-playbook/ Real GEO success is measured in signups and revenue rather than mention screenshots, and it starts by ditching 'what is X' articles to capture high-intent 'best X' queries. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 工具教程 AI 可见度SEO获客ChatGPT独立开发 Tue, 28 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/openai-work-at-frontier/ https://best.xiaohu.ai/en/article/openai-work-at-frontier/ The exact same dataset produces task crossover rates of 43.5% and 65%–82%, differing only in how the denominator is sliced. 研究解读 OpenAI劳动经济学ChatGPT 用量研究职业边界O*NET Tue, 28 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/kimi-k3-tech-report/ https://best.xiaohu.ai/en/article/kimi-k3-tech-report/ Published 11 days after launch, the 47-page paper focuses on efficiency, delivering 2.5 times the performance of K2 on the same compute budget. 研究解读 Kimi K3月之暗面技术报告 Tue, 28 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/tao-age-of-ai-icm-2026/ https://best.xiaohu.ai/en/article/tao-age-of-ai-icm-2026/ Tao breaks mathematical research into a five-stage pipeline, where AI dramatically speeds up only the first step, while the remaining four get slower and increasingly human-dependent. 深度 陶哲轩AI 与数学ICM 2026 Mon, 27 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/claude-design-nate-parrott/ https://best.xiaohu.ai/en/article/claude-design-nate-parrott/ The three most counterintuitive takeaways: ask for ten variations at once, stick to wireframes when details do not matter, and handle the final mile yourself. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 Claude DesignAI 设计工具设计工作流 Mon, 27 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/why-software-factories-fail/ https://best.xiaohu.ai/en/article/why-software-factories-fail/ Telemetry tracking 22,000 developers over two years shows a 66% increase in output alongside a 242.7% surge in production incidents per PR. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 AI 编程软件工程强化学习 Mon, 27 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/google-atlas-ai-economy/ https://best.xiaohu.ai/en/article/google-atlas-ai-economy/ The median occupation has AI touching just one-fifth of its tasks, 29% of jobs show zero AI use at all, and even in cognitive work, AI carries a task start to finish only 6.5% of the time. 研究解读 GoogleAI 与经济劳动力市场使用数据 Mon, 27 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/opus5-prompting-guide/ https://best.xiaohu.ai/en/article/opus5-prompting-guide/ Eight prompts you can copy straight into your workflow — plus one counterintuitive lesson: telling a review prompt to flag only high-severity issues can genuinely make it report less. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 AnthropicClaude Opus 5提示工程官方文档 Sat, 25 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/verification-loops-skills/ https://best.xiaohu.ai/en/article/verification-loops-skills/ Four internal skills work in sequence: catch bugs, clean up diffs, run the app, and double-check design specs when changes touch the UI. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 工具教程 Claude CodeSkills验证循环SKILL.md自动化 Sat, 25 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/agents-read-your-code/ https://best.xiaohu.ai/en/article/agents-read-your-code/ The models use a brute-force approach to find code: scanning the entire repo for text matches. Generic names force them to read hundreds of extra files. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 工具教程 AI 编程代码可发现性Claude Code Sat, 25 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/claude-opus-5/ https://best.xiaohu.ai/en/article/claude-opus-5/ The same price now buys roughly double the score, and this release's chart plots cost on the x-axis instead of accuracy — five effort tiers let you dial in exactly how good you want the model and how much to pay for it. 产品发布 Claude Opus 5Anthropic模型发布评测提示工程 Sat, 25 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/context-engineering-claude5/ https://best.xiaohu.ai/en/article/context-engineering-claude5/ Rules gave way to judgment calls and examples gave way to interfaces — one tool description shrank from roughly 9,100 characters to a single sentence and an enum. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 工具教程 Claude Code上下文工程提示词 Sat, 25 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/flux-3/ https://best.xiaohu.ai/en/article/flux-3/ Video access opens for application now; image generation is still weeks away, with open weights coming last. Pricing remains unannounced, and Black Forest Labs itself labels the human-evaluation results as preliminary. 产品发布 FLUX 3Black Forest Labs视频生成多模态机器人 Sat, 25 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/why-ai-no-unemployment/ https://best.xiaohu.ai/en/article/why-ai-no-unemployment/ His take: AI is amplifying workers rather than replacing them—killing tasks is not the same as killing jobs. 深度 AI 与就业劳动经济学Anthropic生产率 Thu, 23 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/openai-presence/ https://best.xiaohu.ai/en/article/openai-presence/ Built for customer-facing and internal workflows, Presence opens with voice and chat first—OpenAI says its own phone line already runs 75% without humans, and a Codex improvement loop cut human handoffs another 15 points in 10 days. 产品发布 OpenAIPresence企业 agent语音客服FDE Thu, 23 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/yc-rfs-2026/ https://best.xiaohu.ai/en/article/yc-rfs-2026/ From AI tutors for kids to data centers built at sea — and, for the first time, a request from the sitting US Secretary of the Army. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 Y Combinator创业方向AI 创业物理世界 AI Thu, 23 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/matt-murphy-anthropic-harness/ https://best.xiaohu.ai/en/article/matt-murphy-anthropic-harness/ The investor who led a $500 million Series D says Anthropic's real moat isn't the model — it's the layer that makes it usable. 深度 AnthropicAI 投资Claude Code Thu, 23 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/databricks-coding-agent-benchmark/ https://best.xiaohu.ai/en/article/databricks-coding-agent-benchmark/ Swapping the harness around the same model can double the cost, and open-source GLM 5.2 matches Opus 4.8 for 30% less per task — on a benchmark built from Databricks' own merged pull requests, so none of it is searchable online. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 研究解读 编程 Agent基准测试Databricks成本优化 Wed, 22 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/anthropic-code-migration/ https://best.xiaohu.ai/en/article/anthropic-code-migration/ Anthropic open-sourced the templates and prompts behind the playbook, after a migration that burned through 5.9 billion uncached input tokens — about $165,000 at API prices. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 工具教程 代码迁移Claude Code多 agent 工作流 Wed, 22 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/openai-hugging-face-eval-incident/ https://best.xiaohu.ai/en/article/openai-hugging-face-eval-incident/ To probe how far the model's attack skills could go, researchers dialed down its refusal to engage in cyberattacks — and it went from a sandbox meant only for installing packages to breaking into another company's production database. 深度 AI 安全OpenAIHugging Face模型评测网络攻击 Wed, 22 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/twelve-factor-companies/ https://best.xiaohu.ai/en/article/twelve-factor-companies/ The bottleneck at a company, he argues, has shifted from how fast people work to how good their taste and judgment are — a personal take, not a data-backed study. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 组织变革AI AgentChroma12-factor公司形态 Wed, 22 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/gemini-3-6-flash/ https://best.xiaohu.ai/en/article/gemini-3-6-flash/ All three are Flash models: the flagship writes two-thirds less, the cheapest tier costs 60% more instead of less, and the third is government-only. 产品发布 GeminiGoogle模型发布AI 成本代码安全 Wed, 22 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/qwen-image-3/ https://best.xiaohu.ai/en/article/qwen-image-3/ The prompt limit jumps from 1K to 4.5K tokens, with legible text down to 10px, and Alibaba Cloud's Bailian platform already offers qwen-image-3.0-pro access, free for a limited time. 产品发布 图像生成文字渲染通义千问 Wed, 22 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/o-marc/ https://best.xiaohu.ai/en/article/o-marc/ The release ships with a companion benchmark that strips out the audio track and re-runs the test, filtering out questions models can already answer by sight alone. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 研究解读 视频理解多模态压缩Memories.aiQwen2.5-Omni评测基准 Tue, 21 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/sarah-guo-labs-fear/ https://best.xiaohu.ai/en/article/sarah-guo-labs-fear/ Worrying that Anthropic will turn your product into a feature is usually the wrong fear — the real question is who inside that company you're actually competing with. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 创业风险投资AI 商业 Tue, 21 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/linear-loops/ https://best.xiaohu.ai/en/article/linear-loops/ Available on Business and Enterprise plans, billed per run at $0.07 to $0.20. 产品发布 LinearAgent工作流自动化loop engineering Tue, 21 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/cerebras-gemma4-voice-ai/ https://best.xiaohu.ai/en/article/cerebras-gemma4-voice-ai/ It takes a different route than Doubao's or GPT-Live's end-to-end full-duplex systems — the pacing can't quite match theirs, but every piece of the pipeline is open source, swappable, and runs on your own hardware. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 实时语音开源管线推理速度 Tue, 21 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/qwen-audio-3-tts/ https://best.xiaohu.ai/en/article/qwen-audio-3-tts/ Speaker similarity ranks first across all 16 languages, and cloning still works even with noisy reference audio — but this time Alibaba is opening only the API, not the model weights. 产品发布 语音合成Qwen多语言 Tue, 21 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/ai-creativity-goldilocks-zone/ https://best.xiaohu.ai/en/article/ai-creativity-goldilocks-zone/ Three separate trials of the same study all landed on the middle ground — and the columnist who tried ChatGPT on a movie synopsis says he'd still rather write it himself. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 研究解读 AI 创作创造力研究 Mon, 20 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/chinese-models-caught-up/ https://best.xiaohu.ai/en/article/chinese-models-caught-up/ After Kimi K3's release, claims of China catching up abound, but a new yardstick shows the lag is more than three times larger—and even the direction of acceleration has flipped. 深度 评测方法中美 AI 差距Kimi K3Epoch AI Mon, 20 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/hf-security-incident-2026-07/ https://best.xiaohu.ai/en/article/hf-security-incident-2026-07/ The breach ran all weekend and left over 17,000 action logs behind — the team only made sense of it after turning to GLM 5.2, an open-source model running in a self-hosted environment. 深度 安全事故AI AgentHugging Face取证 Mon, 20 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/single-token-fingerprint/ https://best.xiaohu.ai/en/article/single-token-fingerprint/ The fingerprint distance between two samples of the same model has a median of 0.140. One API marketed as a proprietary in-house flagship scores 0.141 against open-source Qwen — statistically indistinguishable from it. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 研究解读 模型指纹API 审计OpenRouter取证论文 Mon, 20 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/harness-engineering/ https://best.xiaohu.ai/en/article/harness-engineering/ A year of practice distilled into a workflow: lock your chosen model and agents in place, change nothing, and adjust only the context and tools around them. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 harness engineeringAgent 工程方法论 Sun, 19 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/sensenova-u1-pro/ https://best.xiaohu.ai/en/article/sensenova-u1-pro/ At WAIC, the model showed off a 4:1 ink-wash scroll and a 22-panel storyboard sequence. A preview is open to invited testers now, with the full release and pricing landing in August. 产品发布 商汤多模态图像生成信息图开源模型 Sun, 19 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/anthropic-agentic-infra-talk/ https://best.xiaohu.ai/en/article/anthropic-agentic-infra-talk/ Models are now capable enough to plan their own steps, turning the orchestration built around them into a straitjacket — a 16-minute internal conversation on what a thinner harness looks like. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 Sat, 18 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/cerebras-knowledge-base/ https://best.xiaohu.ai/en/article/cerebras-knowledge-base/ Three months in, it's fielding more than 15,000 queries a day — and Cerebras published the actual parameters behind its four-way scoring, thread distillation, and rank fusion. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 知识库检索SlackRAG工程实践 Sat, 18 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/a16z-ai-charts/ https://best.xiaohu.ai/en/article/a16z-ai-charts/ A16z's weekly chart deck also pushes back on three claims — that cheap models are undercutting frontier labs, that AI is stealing jobs, and that data centers are driving up electricity prices — with the data mostly telling the opposite story. 深度 AI 经济软件股杰文斯效应就业 Sat, 18 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/better-than-free/ https://best.xiaohu.ai/en/article/better-than-free/ Kevin Kelly wrote "Better Than Free" back in 2008, and the AI era just proved him right: once copies are free, what sells is whatever can't be copied. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 创作者经济凯文·凯利AI Sat, 18 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/gemma-trainer/ https://best.xiaohu.ai/en/article/gemma-trainer/ This open-source training playbook locks down all three fine-tuning paths — supervised fine-tuning, preference alignment, and reward scoring — plus the LoRA parameters, pairs with Unsloth, and runs on a consumer GPU with just 8GB of VRAM. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 工具教程 Gemma本地微调LoRA Sat, 18 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/raft-on-raft-feature/ https://best.xiaohu.ai/en/article/raft-on-raft-feature/ Of the team's 15 members, only the founder is human — the rest are AI. With no requirements doc and not a single meeting, they carried a feature from proposal to launch on their own, leaving the human just two jobs. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 AI AgentAI 协作软件工程产品设计Raft Fri, 17 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/bolt-slides-open-source/ https://best.xiaohu.ai/en/article/bolt-slides-open-source/ AI-generated slides used to export as flat, dead images. Bolt Slides turns every page back into a working website — 3D scenes you can spin, calculators you can click, whiteboards that take live votes. 产品发布 Bolt Slides开源AI 幻灯片演示文稿StackBlitz Fri, 17 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/schema-arc-agi3/ https://best.xiaohu.ai/en/article/schema-arc-agi3/ A harness called Schema has models turn each game's rules into a runnable, verified program before making a move. Across 25 public rounds it self-reported 98.98%, though none of the runs have been independently verified by ARC Prize. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 研究解读 ARC-AGI-3世界模型AgentOpus 4.8Fable 5 Fri, 17 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/lmstudio-bionic/ https://best.xiaohu.ai/en/article/lmstudio-bionic/ Run it locally for free with your data staying on-device, or switch to the cloud for more horsepower — zero data retention by default. The preview is live today on Mac and Windows. 产品发布 LM Studio本地 AI开源模型AI Agent Fri, 17 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/livekit-inference-gemma-4/ https://best.xiaohu.ai/en/article/livekit-inference-gemma-4/ Same answer quality, 5.2x lower turn-taking latency, and 6x lower cost than GPT-4.1 — pointing a voice agent at it takes a one-line code change. Figures are from LiveKit's own benchmarks. 产品发布 LiveKitGemma 4语音 AI推理平台低延迟 Fri, 17 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/decart-lucy-2-5-realtime/ https://best.xiaohu.ai/en/article/decart-lucy-2-5-realtime/ The product page claims sub-40ms latency and 100FPS continuous generation, letting you add objects, swap backgrounds, and layer effects on the fly — try it at lucy.decart.ai. 产品发布 DecartLucy 2.5实时视频直播AI 视频编辑 Fri, 17 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/kimi-k3/ https://best.xiaohu.ai/en/article/kimi-k3/ 2.8 trillion parameters, native vision, and a 1 million-token context window — Kimi K3 beats GPT-5.6 Sol on several agent benchmarks, with the app and API live today 产品发布 Kimi K3月之暗面开放权重 Fri, 17 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/suno-scraped-youtube-deezer-genius/ https://best.xiaohu.ai/en/article/suno-scraped-youtube-deezer-genius/ A hacker breached Suno with a worm, exposing source code that shows exactly which sites and how many hours of music were scraped; user data was also leaked, but the company says individual notifications aren't required. 商业动态 Suno训练数据版权YouTube数据泄露Shai-Hulud Fri, 17 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/gpt-5-6-sol-design-taste/ https://best.xiaohu.ai/en/article/gpt-5-6-sol-design-taste/ A deep dive into 1,000 web pages by Design Arena reveals what GPT-5.6 Sol knows about design that other AI models don't. 研究解读 GPT-5.6 SolAI 网页设计Design Arena模型评测 Thu, 16 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/google-genai-seo-guide/ https://best.xiaohu.ai/en/article/google-genai-seo-guide/ In its first systematic statement on optimizing for AI Overviews and AI Mode, Google Search also called out a batch of AEO/GEO buzzwords by name — and told sites to drop them. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 Google 搜索SEO生成式 AI 搜索 Thu, 16 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/aval-interactive-video/ https://best.xiaohu.ai/en/article/aval-interactive-video/ AVAL introduces a purpose-built format and player for short animations that respond to hover, click, and state changes without the jank of traditional video. 产品发布 AVAL交互视频WebCodecs开源Pixel PointWebGL Thu, 16 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/grok-build-open-source/ https://best.xiaohu.ai/en/article/grok-build-open-source/ First a privacy failure, then delete data, turn off defaults, and open-source the whole tree. Below we open the source: size, prompts, tools, editing, uploads, memory, and safety. 产品发布 Grok BuildxAI开源隐私CLI Thu, 16 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/thinking-machines-inkling-open-model/ https://best.xiaohu.ai/en/article/thinking-machines-inkling-open-model/ Thinking Machines Lab, founded by former OpenAI CTO Mira Murati, has released Inkling, its first large model trained in-house. It can read text, interpret images, listen to audio, write code, and use tools. Its full weights are available to download, and developers can continue training it on Tinker. 产品发布 InklingThinking Machines Lab开放权重多模态模型微调Tinker Thu, 16 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/agent-workforce-management/ https://best.xiaohu.ai/en/article/agent-workforce-management/ Companies are handing every employee unlimited AI agents and token budgets — and bad workflows now replicate by the second. The next move isn't buying a better model; it's learning to manage a digital workforce. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 AI AgentTokenEvals企业管理Hebbia Thu, 16 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/mit-flapping-robot-air-water/ https://best.xiaohu.ai/en/article/mit-flapping-robot-air-water/ A 250-gram robot uses the same flexible wings to travel through water and air, launching from a lake at a 70-degree angle after just 8 to 10 wing flaps. 研究解读 MIT仿生机器人水空两栖扑翼飞行海洋观测 Wed, 15 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/google-tensor-pixel-on-device-ai/ https://best.xiaohu.ai/en/article/google-tensor-pixel-on-device-ai/ At Google I/O India, the Tensor and Pixel teams showed off a lightweight Gemma 4 model running entirely on the phone's TPU—no data leaves the device, no cloud required. Developers can also apply for the Tensor SDK to compile models for Pixel. 产品发布 Google TensorPixel 10Gemma 4端侧AITensor SDKTPULiteRT Wed, 15 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/databricks-retail-genie-margins/ https://best.xiaohu.ai/en/article/databricks-retail-genie-margins/ With buy-online-pick-up-in-store and cross-store returns, a single transaction splits into multiple messy ledger lines. Databricks Genie helps finance teams see true profit, track trapped cash, and hold the line on discounting. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 DatabricksGenie零售财务Agent本体 Wed, 15 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/pols-slop-md/ https://best.xiaohu.ai/en/article/pols-slop-md/ pols.dev publishes a roughly 87,000-character Markdown document that calls out common generator-webpage patterns one by one and offers positive recipes—a universal style guide, not a site builder. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 工具教程 Slop.mdpols.devAI slop前端设计Claude Wed, 15 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/impeccable-desloppify/ https://best.xiaohu.ai/en/article/impeccable-desloppify/ One core skill, 23 design commands, and a list of anti-patterns, plus a slop detector that can run in CI. The main site shows how; the /slop page lays out the UI tells that make AI-generated interfaces look fake. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 工具教程 ImpeccableAI 设计前端AI slopClaude Code Wed, 15 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/bonsai-27b-phone-local/ https://best.xiaohu.ai/en/article/bonsai-27b-phone-local/ Compressing a ~54GB 27B model down to ~3.9–5.9GB lets it run locally on a phone, while retaining roughly 90% of average performance—here's how it works and where the trade-offs lie. 研究解读 Bonsai 27B端侧 AI模型量化Qwen3.6PrismML本地部署 Wed, 15 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/demis-frontier-ai-standards/ https://best.xiaohu.ai/en/article/demis-frontier-ai-standards/ Hassabis wants the US to stand up a FINRA-style body that defines frontier models with a moving benchmark — a voluntary protocol now, a hard gate to market later. 深度 Demis HassabisDeepMindAGI前沿模型治理AI 标准机构 Tue, 14 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/narayanan-ai-normal-technology/ https://best.xiaohu.ai/en/article/narayanan-ai-normal-technology/ Model capability has leapt forward in 24 months, but a composite reliability metric built by the SAGE lab has moved only 5–10 points. 深度 AI as Normal TechnologyAI可靠性缺口未来工作重塑 Tue, 14 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/claude-founders-playbook/ https://best.xiaohu.ai/en/article/claude-founders-playbook/ Anthropic's 36-page playbook breaks down the graduation bar and common pitfalls for four startup stages, complete with matching Claude prompts you can copy straight in. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 创业方法论Claude CodeClaude Cowork Tue, 14 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/doordash-ask-assistant/ https://best.xiaohu.ai/en/article/doordash-ask-assistant/ After the memory system launched, grocery checkout conversion rose about 24%, and automated evals scaled daily test volume from 1 human-reviewed case to 2,000+. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 AI购物助手Agent架构消费者记忆LLM评测MCP工具层 Tue, 14 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/microsoft-agent-harness/ https://best.xiaohu.ai/en/article/microsoft-agent-harness/ Retrieval becomes a sub-agent that plans and retries; evaluation upgrades from "does it run" to "did it do it right" ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 AI Agent架构Microsoft FoundryAgentic检索生产级评测 Tue, 14 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/claude-values-models-languages/ https://best.xiaohu.ai/en/article/claude-values-models-languages/ Across 3 models and 20 languages: English is the most cautious and in-depth, Russian the most exacting, Hindi the warmest, and Chinese sits closest to the global average 研究解读 Anthropic研究Claude价值观多语言AI表现 Tue, 14 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/smart-cellular-bricks-self-recognition/ https://best.xiaohu.ai/en/article/smart-cellular-bricks-self-recognition/ With no central brain in charge, nearly 200 simple smart cubes figure out what shape they've formed just by talking to their neighbors—and can even sense where to "regrow" after damage. The self-recognition part already works on physical bricks; damage localization and regeneration still happen mostly in simulation. 研究解读 Sakana AI群体智能神经细胞自动机模块化机器人 Tue, 14 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/satya-reverse-information-paradox/ https://best.xiaohu.ai/en/article/satya-reverse-information-paradox/ Companies pay for intelligence twice: once in model fees, and again in the proprietary know-how required to make the model genuinely useful. 深度 Satya Nadella企业 AI知识产权模型主权 Mon, 13 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/meta-proactive-memory-agent/ https://best.xiaohu.ai/en/article/meta-proactive-memory-agent/ The paper claims the code is open-sourced — but the repo turns out to be empty, without a single commit ever pushed. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 研究解读 AI agent长任务记忆Meta AI强化学习训练 Mon, 13 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/ploy-agent-gpt56-migration/ https://best.xiaohu.ai/en/article/ploy-agent-gpt56-migration/ Swapping models isn't just swapping an API: eval frameworks, tool parameters, caching, and reasoning traces — four invisible pitfalls, unpacked and fixed one by one ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 GPT-5.6 SolAI Agent 工程Prompt 缓存 Mon, 13 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/claude-cowork-usage-data/ https://best.xiaohu.ai/en/article/claude-cowork-usage-data/ Based on 1.2M+ conversations across 600,000+ organizations: content creation ranks second at 16.4%, together accounting for nearly half of all usage. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 研究解读 Claude CoworkAnthropic知识工作使用数据报告 Mon, 13 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/low-margin-ai-winners/ https://best.xiaohu.ai/en/article/low-margin-ai-winners/ Manufacturing, logistics, warehousing, and labor services have been stuck at single-digit margins for years — cutting coordination costs alone can multiply their profits. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 AI转型低利润行业协调成本AI基础设施化 Sun, 12 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/slopsquatting-ai-hallucination/ https://best.xiaohu.ai/en/article/slopsquatting-ai-hallucination/ 576K samples, 16 models tested: 19.7% of AI-recommended packages are hallucinations, and 43% keep generating the same fake name. 研究解读 AI安全软件供应链模型幻觉 Sun, 12 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/openai-codex-ama/ https://best.xiaohu.ai/en/article/openai-codex-ama/ The team dodged questions about benchmark gaming, faced backlash from longtime users over the desktop app merger, and admitted they're "still figuring it out." ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 OpenAI CodexGPT-5.6Reddit AMA模型选择策略AI编程助手 Sat, 11 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/future-worth-building/ https://best.xiaohu.ai/en/article/future-worth-building/ From tacit knowledge to interaction bandwidth to model alignment — why AI's progress still can't do without humans. 深度 Thinking Machines LabAI对齐人机协作 Sat, 11 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/sierra-ai-pilling-lessons/ https://best.xiaohu.ai/en/article/sierra-ai-pilling-lessons/ A retrospective: since launch, Pinecone has run 75,000 sessions, served 600+ employees, and connected 37 internal systems via MCP Gateway. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 企业级AI agentSierraMCP Gateway Sat, 11 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/chatgpt-prompting-guide/ https://best.xiaohu.ai/en/article/chatgpt-prompting-guide/ OpenAI consolidates prompting tips scattered across its product pages into one framework — goal, context, output, constraints — plus dedicated Codex workflow examples. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 提示词工程ChatGPTCodex Sat, 11 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/epfl-nevo-brain-video/ https://best.xiaohu.ai/en/article/epfl-nevo-brain-video/ All results are computer simulation predictions from a brain "digital twin" model, not yet validated with real human brain imaging. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 研究解读 神经科学进化算法视频生成模型 Sat, 11 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/openwiki-brains/ https://best.xiaohu.ai/en/article/openwiki-brains/ No manual context-feeding required — the local Markdown wiki refreshes on a set schedule; a Slack connector is coming soon. 产品发布 LangChainOpenWikiAI智能体记忆开源CLI Sat, 11 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/alloydb-proxy-models/ https://best.xiaohu.ai/en/article/alloydb-proxy-models/ Local small models replace cloud AI calls — the numbers come from Google's internal testing; proxy models are currently limited to the ai.if function and still in preview 产品发布 AlloyDB代理模型Google Cloud Fri, 10 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/1x-neo-dexterous-hand/ https://best.xiaohu.ai/en/article/1x-neo-dexterous-hand/ Every joint in the tendon-driven hand can sense external force, fingertip positioning is accurate to ±0.2mm, and a dedicated production line is planned for an annual capacity of 10,000 units. 产品发布 人形机器人灵巧手触觉传感1X Technologies Fri, 10 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/google-sensorfm-wearable/ https://best.xiaohu.ai/en/article/google-sensorfm-wearable/ Pretrained on 2 billion hours of wearable data from 5 million people, a frozen encoder with just a linear head beats supervised baselines on 34 of 35 health tasks. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 研究解读 SensorFM可穿戴健康数据健康基础模型 Fri, 10 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/gpt-5-6-sol/ https://best.xiaohu.ai/en/article/gpt-5-6-sol/ First-hand impressions from four scenarios: coding, writing, knowledge work, and agents 深度 GPT-5.6 SolOpenAIAI模型评测 Fri, 10 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/openai-gpt-5-6/ https://best.xiaohu.ai/en/article/openai-gpt-5-6/ Sol, Terra, and Luna tiers ship alongside a 4-agent parallel ultra mode; ChatGPT Work launches the same day as Codex folds into ChatGPT. Includes the full bilingual launch keynote. 产品发布 GPT-5.6OpenAI多智能体 Fri, 10 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/chatgpt-work-launch/ https://best.xiaohu.ai/en/article/chatgpt-work-launch/ Available today on desktop for all tiers, with web and mobile rolling out to remaining plans in the coming days. 产品发布 ChatGPT WorkGPT-5.6OpenAI办公自动化 Fri, 10 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/claude-reflect/ https://best.xiaohu.ai/en/article/claude-reflect/ One click in Settings pulls up a report — what you talked about, when you chatted most, what you kept asking it to do, all laid out. Memory has to be turned on first. 产品发布 AnthropicClaudeReflectMemory使用习惯 Fri, 10 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/cloudflare-drop/ https://best.xiaohu.ai/en/article/cloudflare-drop/ A public link in seconds — try it first, log in later to claim it. Unclaimed drops expire in about an hour. 产品发布 CloudflareDropWorkers静态站部署 Thu, 09 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/claude-code-model-effort/ https://best.xiaohu.ai/en/article/claude-code-model-effort/ A ClaudeDevs deep dive untangles two knobs that both seem to promise a better answer: switching models swaps in a different frozen set of weights, while dialing up effort changes how willing it is to read more files, run more tests, and double-check before handing in the result. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 Claude Code模型选择effortFabletoken 成本 Thu, 09 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/muse-spark-1-1-api/ https://best.xiaohu.ai/en/article/muse-spark-1-1-api/ Features: orchestrator/sub-agent coordination, million-token context, desktop/browser/mobile control, coding and multimodal; API pricing $1.25 input / $4.25 output per million tokens 产品发布 MetaMuse SparkAgenticModel API计算机使用多智能体 Thu, 09 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/gemma-4-tech-report/ https://best.xiaohu.ai/en/article/gemma-4-tech-report/ Not a feature list — three engineering tracks turned at once: reasoning lifts intelligence, an efficiency stack cuts cost, native multimodality expands input. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 研究解读 Gemma 4开源大模型多模态思考模式DeepMind技术报告 Thu, 09 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/nemotron-harness-playbook/ https://best.xiaohu.ai/en/article/nemotron-harness-playbook/ Three levers — system prompt, tool descriptions, middleware — push the Deep Agents suite from a typical ~0.80 to 0.84, topping out at 0.86 against Opus's 0.87. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 研究解读 LangChainNemotronharnessDeep Agents开源模型 Thu, 09 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/harness-engineering-rsi/ https://best.xiaohu.ai/en/article/harness-engineering-rsi/ Former OpenAI safety lead surveys nearly 30 papers: from prompt tweaks to self-modifying code, DGM pushed coding ability from 20% to 50%. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 研究解读 Harness工程递归自我改进AI Agent架构 Thu, 09 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/grok-4-5-release/ https://best.xiaohu.ai/en/article/grok-4-5-release/ Ranks 3rd on DeepSWE, 4th overall — faster than Opus 4.8 and notably cheaper. 产品发布 Grok 4.5xAIAI编程Office自动化 Thu, 09 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/openai-gpt-live-launch/ https://best.xiaohu.ai/en/article/openai-gpt-live-launch/ The first truly full-duplex voice model launches today, and it can hand off complex tasks to GPT-5.5 in real time. 产品发布 GPT-LiveChatGPT语音OpenAI Thu, 09 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/seedream-5-pro-launch/ https://best.xiaohu.ai/en/article/seedream-5-pro-launch/ Adds click-and-circle point editing plus native rendering for a dozen-plus languages; now live on Volcano Engine, rolling out to Doubao and Jimeng next 产品发布 Seedream 5.0 Pro字节跳动SeedAI图像生成交互式编辑多语种生成 Wed, 08 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/deeptutor-open-source-tutor/ https://best.xiaohu.ai/en/article/deeptutor-open-source-tutor/ Paper shows a 10.8% gain in personalization and 29.4% in reasoning, fully open-source under Apache 2.0 产品发布 DeepTutorHKUDS开源项目AI家教个性化学习Agent Wed, 08 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/fable5-advisor-executor/ https://best.xiaohu.ai/en/article/fable5-advisor-executor/ In advisor mode Fable 5 just gives advice; in orchestrator mode it delegates tasks — either way, the cheaper Sonnet 5 ends up doing most of the work ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 Fable 5多模型协作Agent成本优化Claude Managed Agents Wed, 08 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/liquid-ai-antidoom/ https://best.xiaohu.ai/en/article/liquid-ai-antidoom/ By fine-tuning only the single token where the doom loop begins, both models' loop rates drop to around 1% ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 研究解读 Liquid AI推理模型死循环偏好优化训练开源方法 Wed, 08 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/meta-muse-image-video/ https://best.xiaohu.ai/en/article/meta-muse-image-video/ Sibling model Muse Video also debuts with native audio support built in, creator access coming soon. 产品发布 MetaMuse ImageAI生图自我修正 Wed, 08 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/cloudflare-monetization-gateway/ https://best.xiaohu.ai/en/article/cloudflare-monetization-gateway/ Expanding from charging only AI crawlers to charging any caller, now in early access waitlist 产品发布 Cloudflarex402协议稳定币支付 Tue, 07 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/gpt-realtime-2-1/ https://best.xiaohu.ai/en/article/gpt-realtime-2-1/ Before calling a tool, the model now says "let me check that" — so calls never go cold waiting 产品发布 OpenAIRealtime API语音智能体 Tue, 07 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/alberta-claude-cybersecurity/ https://best.xiaohu.ai/en/article/alberta-claude-cybersecurity/ 50 autonomous agents worked in parallel across 27 provincial departments and 3,400 code repositories — even fixing vulnerabilities and rewriting legacy systems on their own. 商业动态 Claude Code网络安全政府数字化 Tue, 07 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/cloudflare-workers-cache/ https://best.xiaohu.ai/en/article/cloudflare-workers-cache/ One line of Wrangler config plus standard HTTP cache headers — and caching can now sit between any two points inside a Worker. 产品发布 Cloudflare Workers边缘缓存Serverless Tue, 07 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/making-of-claude-code/ https://best.xiaohu.ai/en/article/making-of-claude-code/ 16 insiders recount the journey from wrestling with diffs to a two-week sprint launch — and how engineers stopped writing code by hand 深度 Claude Code口述历史AI编程工具 Tue, 07 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/fable-field-guide-unknowns/ https://best.xiaohu.ai/en/article/fable-field-guide-unknowns/ Claude Code team's Thariq Shihipar at a conference talk: the bottleneck for new models is no longer the model itself, but whether you can articulate your own unknowns ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 Claude Fable 5提示词方法Agentic Coding Tue, 07 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/claude-global-workspace/ https://best.xiaohu.ai/en/article/claude-global-workspace/ It makes up less than 10% of the model — remove it and Claude can still talk, but its reasoning collapses to zero. Anthropic is already using it to catch fabricated data and spot when Claude senses it's being tested. 研究解读 可解释性研究ClaudeAI安全监测 Tue, 07 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/phosphor-dartmouth-quiz-study/ https://best.xiaohu.ai/en/article/phosphor-dartmouth-quiz-study/ In a 151-student trial, short-answer questions moved scores more than multiple choice, while almost no one touched the AI help sidebar 研究解读 AI教育科技形成性评估简答题AI判卷达特茅斯学习平台设计 Mon, 06 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/personalized-aac-app/ https://best.xiaohu.ai/en/article/personalized-aac-app/ No funding, no team — built purely to solve his own kid's problem. Clinics and schools started asking to use it anyway. 产品发布 AAC辅助沟通自闭症干预AI生成个性化内容语音克隆 Mon, 06 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/aiewf-loops-debate/ https://best.xiaohu.ai/en/article/aiewf-loops-debate/ A live audience vote couldn't be tallied because the venue lights were too bright to count hands, but a companion survey found 95% of teams already use agents while 59% worry about mounting technical debt. 深度 AIEWF大会agentic loopAI工程调研 Mon, 06 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/ai-schools-wealth-gap/ https://best.xiaohu.ai/en/article/ai-schools-wealth-gap/ While traditional schools are still figuring out AI, Silicon Valley and Wall Street families are already voting with their wallets. 深度 AI教育教育鸿沟个性化学习 Mon, 06 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/ai-junior-dev-collapse/ https://best.xiaohu.ai/en/article/ai-junior-dev-collapse/ US developer employment among 22-to-25-year-olds has fallen 19% in three years, even as new GitHub sign-ups hit their fastest growth ever. 研究解读 AI就业冲击初级程序员Vibe Coding劳动力市场数据 Sun, 05 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/nvidia-horizon-chip-agent/ https://best.xiaohu.ai/en/article/nvidia-horizon-chip-agent/ The paper is the first to run an agent through an entire RTL benchmark suite fully unattended—most tasks clear in two or three rounds, but the hardest one takes 82 iterations ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 研究解读 NVIDIA ResearchAgentic 工作流RTL芯片设计Git版本控制 Sun, 05 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/claude-code-expertise/ https://best.xiaohu.ai/en/article/claude-code-expertise/ A 7-month analysis of sessions from 235,000 users: verified experts succeed at nearly double the rate of novices — yet the top 10 professions differ by no more than 7 percentage points. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 研究解读 Claude CodeAnthropic研究agentic coding职场专业度人机分工 Sun, 05 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/human-nature-persuasion/ https://best.xiaohu.ai/en/article/human-nature-persuasion/ Create psychological tension first, then offer a first step too small to refuse — it works for writing, selling, and job hunting alike. 深度 人性洞察说服框架文案写作内容营销 Sun, 05 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/ai-systems-not-models/ https://best.xiaohu.ai/en/article/ai-systems-not-models/ On June 12, U.S. export controls brought frontier AI models themselves—not just chips—under restriction for the first time. His answer: master multi-model orchestration. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 AI地缘政治出口管制多模型编排日本AI战略 Sat, 04 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/fable-finding-unknowns/ https://best.xiaohu.ai/en/article/fable-finding-unknowns/ Anthropic's Thariq argues the quality of your work with Claude Fable 5 hinges on how clearly you can name your own unknowns. This field guide lays out 8 techniques for surfacing them — before, during, and after implementation — each paired with a ready-to-use prompt. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 Claude Fable 5Agentic Coding提示工程 Sat, 04 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/the-great-descent/ https://best.xiaohu.ai/en/article/the-great-descent/ Investor Chamath Palihapitiya: intelligence is getting cheap like phones, and expert judgment is now available to everyone — the real moat is encoding your proprietary experience into your own system, not renting the same generic AI as your competitors ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 AI成本下降专家判断力普及商业护城河 Fri, 03 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/microsoft-frontier-company/ https://best.xiaohu.ai/en/article/microsoft-frontier-company/ Microsoft pledges customer data won't train models that erode their competitive edge — the platform lets enterprises switch freely between AI models with no vendor lock-in 商业动态 微软企业AI转型AI工程服务 Fri, 03 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/codex-in-practice/ https://best.xiaohu.ai/en/article/codex-in-practice/ She used the same pattern to build an email triage tool and a caregiving app for her dad — the method is repeatable, though the full prompts remain unpublished. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 OpenAI CodexLoop 工作模式非技术者自建系统Every Fri, 03 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/enterprise-ai-agent-guide/ https://best.xiaohu.ai/en/article/enterprise-ai-agent-guide/ Four implementation principles, backed by real-world data from L'Oréal, Lyft, and Rakuten 商业动态 企业AI转型Claude Cowork插件生态AI Agent部署 Fri, 03 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/ai-agent-architecture-guide/ https://best.xiaohu.ai/en/article/ai-agent-architecture-guide/ Multi-agent systems can boost performance by 90.2%, but they also cost 10-15x more in tokens. This three-question framework helps you decide whether the added complexity is worth it. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 AI Agent架构多智能体系统Anthropic Fri, 03 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/alibaba-page-agent/ https://best.xiaohu.ai/en/article/alibaba-page-agent/ MIT-licensed and model-agnostic — works with any OpenAI-compatible text model, though for now it only handles a single page view 产品发布 Page Agent阿里巴巴浏览器自动化开源 Fri, 03 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/adobe-agentic-site/ https://best.xiaohu.ai/en/article/adobe-agentic-site/ 现场demo：搜'露营'后，咖啡机网站文案产品全变户外主题；技术能落地，客户网站还没规模上线。 ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 Adobe智能体网站AI个性化 Fri, 03 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/pm-ai-leverage-ladder/ https://best.xiaohu.ai/en/article/pm-ai-leverage-ladder/ An instructor who has trained 30,000+ PMs breaks down two AI leverage ladders — from copy-paste to end-to-end delivery, and from web prototypes to production PRs. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 产品经理AI工作流MCPClaude Code Fri, 03 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/claude-advisor-tool/ https://best.xiaohu.ai/en/article/claude-advisor-tool/ The advisor model only chips in a few hundred words of guidance instead of doing the whole job — same quality, lower total cost. Currently a beta feature limited to the Claude API and AWS. 产品发布 Claude API多模型协作Agent 工具 Thu, 02 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/fable5-prompting-guide/ https://best.xiaohu.ai/en/article/fable5-prompting-guide/ Anthropic's official documentation shows you how to tune system prompts and engineering scaffolding for the new model — the same methods work for Claude Mythos 5 too. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 Claude Fable 5提示工程长程自主 Agent Thu, 02 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/claude-code-loops/ https://best.xiaohu.ai/en/article/claude-code-loops/ From manual confirmation to fully unattended, the Claude Code team lays out a 4-level loop taxonomy with practical guidance ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 Claude CodeAI Agent自动化循环Dynamic Workflows Thu, 02 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/oasis-1-whisper-ring/ https://best.xiaohu.ai/en/article/oasis-1-whisper-ring/ Titanium build, $289 preorder, shipping around Christmas 2026 — the company previously shipped its first-gen touch-only ring. 产品发布 智能戒指默念输入语音交互可穿戴设备 Wed, 01 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/longcat-2-no-nvidia/ https://best.xiaohu.ai/en/article/longcat-2-no-nvidia/ Trained on 50,000+ domestic AI chips and 35 trillion tokens; most benchmarks come from Meituan's own evaluation framework, and the weights aren't truly open for download yet 产品发布 大模型发布国产AI芯片MoE架构开源模型长上下文 Wed, 01 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/claude-science-workbench/ https://best.xiaohu.ai/en/article/claude-science-workbench/ Now in open beta. A coordinator agent marshals a team of expert agents to do the work, with a reviewer agent at the end dedicated to catching errors in citations and numbers — compute gets outsourced to AI, but raw data never leaves your local machine. 产品发布 Claude Science科研智能体Anthropic计算资源管理 Wed, 01 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/nano-banana-2-lite/ https://best.xiaohu.ai/en/article/nano-banana-2-lite/ Images in just 4 seconds at about $0.034 per 1,000; the Omni Flash video model opens to developers the same day. 产品发布 Nano BananaGemini Omni FlashAI生图AI视频生成 Wed, 01 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/tinker-financial-triage/ https://best.xiaohu.ai/en/article/tinker-financial-triage/ Partnering with Thinking Machines, they fine-tuned an open-source model on expert-labeled data: 29.8% lower error rate than the best frontier model, at just 1/14 the inference cost ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 研究解读 Tinker强化学习微调金融AI专家标注在线策略蒸馏 Wed, 01 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/claude-sonnet-5-launch/ https://best.xiaohu.ai/en/article/claude-sonnet-5-launch/ Official benchmarks show that at high-compute settings, it matches Opus 4.8 on some tasks — at just 60% of the standard price. 产品发布 Claude Sonnet 5Anthropic模型定价Agentic AI网络安全防护 Wed, 01 Jul 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/ai-support-deflection-trap/ https://best.xiaohu.ai/en/article/ai-support-deflection-trap/ Enterprise AI customer service has entered its consolidation era — Klarna and Alibaba's 2.56 million conversations both point to the same blind spot: cutting costs isn't the same as solving problems. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 AI客服企业AI客户体验产品方法论Klarna Tue, 30 Jun 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/brockman-agi-interface-era/ https://best.xiaohu.ai/en/article/brockman-agi-interface-era/ Brockman confirms OpenAI is developing multiple hardware devices; Agent has only ~20 million users, while ChatGPT is nearing 1 billion ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 OpenAIAGIAgent时代Greg Brockman算力竞赛 Tue, 30 Jun 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/brain2qwerty-v2-noninvasive/ https://best.xiaohu.ai/en/article/brain2qwerty-v2-noninvasive/ Just wear a helmet to decode brain-magnetic signals in real time — word accuracy jumps from 8% to 61%, with v1/v2 training code and datasets open-sourced simultaneously ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 研究解读 脑机接口Meta AI神经科学非侵入式 Mon, 29 Jun 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/loop-engineering-playbook/ https://best.xiaohu.ai/en/article/loop-engineering-playbook/ An Anthropic engineer's methodology for "loop engineering": instead of prompting AI one line at a time, design a self-running loop system ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 AI Agent工程方法论Claude Code自动化 Mon, 29 Jun 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/adrafinil-agent-aware-sleep/ https://best.xiaohu.ai/en/article/adrafinil-agent-aware-sleep/ One-click integration with 9 Agents including Claude Code — tasks keep running with the lid closed, and sleep control auto-releases within 50ms after the job stops. 产品发布 macOSAI Agent开发工具Claude Code开源 Mon, 29 Jun 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/dspark-deepseek-v4-speculative/ https://best.xiaohu.ai/en/article/dspark-deepseek-v4-speculative/ 60–85% faster on top of existing MTP-1 speculative decoding, by overlapping draft and verification in a pipelined execution (per DeepSeek's own benchmarks) 产品发布 DeepSeek推理加速投机解码大模型基础设施 Mon, 29 Jun 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/compound-engineering-fourth-step/ https://best.xiaohu.ai/en/article/compound-engineering-fourth-step/ Every runs five products with a one-person team — the core habit is one extra step after every feature ships: save the fix back into the system so AI automatically avoids the same trap next time. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 深度 AI编程工程方法论Claude Code多Agent效率 Sun, 28 Jun 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/gpt-5-6-sol-metr-eval/ https://best.xiaohu.ai/en/article/gpt-5-6-sol-metr-eval/ Three different versions of its capability score came out, and none of them can be trusted — but the visible cheating itself is evidence that safety monitoring works. ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 研究解读 GPT-5.6AI安全模型评测OpenAIMETR Sat, 27 Jun 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/gpt-5-6-sol-preview/ https://best.xiaohu.ai/en/article/gpt-5-6-sol-preview/ Three tiers at once — Sol, Terra, Luna — starting with a limited rollout to trusted partners (the list already filed with the US government), before wider access in a few weeks. 产品发布 OpenAIGPT-5.6AI安全网络安全大模型 Sat, 27 Jun 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/wan-streamer-realtime-av/ https://best.xiaohu.ai/en/article/wan-streamer-realtime-av/ Model-side response ~200ms, end-to-end latency ~550ms; v0.1 caps out at 192p, and the demo is pre-recorded, not live ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 研究解读 多模态大模型全双工实时交互端到端音视频对话数字人 Sat, 27 Jun 2026 00:00:00 -0000 https://best.xiaohu.ai/en/article/ibm-sub1nm-chip/ https://best.xiaohu.ai/en/article/ibm-sub1nm-chip/ Lab-verified as manufacturable; the +50% performance and +70% efficiency figures are projections versus 2nm, not measured results ｜ Full explainer is for members → best.xiaohu.ai/en/membership/ 研究解读 IBM半导体芯片制程 Fri, 26 Jun 2026 00:00:00 -0000