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坚持每一天，做更好的自己

企业的 AI 技能递送者

“AI 懂你的业务，却无法触碰你的系统？我们负责连接。”

eBay 技术负责人 · 多年金融系统和AI赋能经验

持有两项美国机器学习专利

分布式系统架构 · 实时流处理 · 支付风控
图神经网络 · LLM

SOLO项目 AI 前沿情报开源热点

项目里程碑

公众号上线

2026年1月

「谢先生的AI深析札记」创刊，专注 AI 技术深度解析与行业洞察

「谢先生的AI读典实录」视频号开播，AI 驱动的经典解读

视频号运营

2026年2月

硬件升级

2026年3月

购置 MacBook Pro M5 Max 64GB，搭建本地 AI 研究工作台

督友小程序上线

2026年4月

强迫症式轻社群自律监督小程序，坚持每一天，遇见更好的自己

duyou.me 首页发布，展示项目与研究成果

域名上线

2026年4月

博客系统上线

2026年4月

Solo 日志博客系统发布，记录一人公司的成长与思考

公众号文章向系列化与深度化转型，首重技术深度；「谢先生的AI读典实录」《黄帝内经》系列播放量突破 1,000。

媒体运营升级

2026年5月

业务与生产力升级

2026年5月

启动 AI 跨境电商项目探索；正式订阅启用 Kimi 专业版，提升团队生产力。

AI 情报页面升级

2026年7月

重构 briefings.astro 情报详情页，优化 Scout Agent 分类展示与外部来源链接，全面提升 AI 前沿情报的阅读体验

《拉普拉斯的盲点》第一卷《地球囚笼》在番茄小说完本，点击阅读

番茄小说完本

2026年8月

iOS 应用上线

2026年8月

万事宝与如意宝 iOS 应用正式上线，万事宝（生活实用） / 如意宝（精神疗愈）

「谢先生的AI读典实录」与「谢先生的AI深析札记」进入从完成到完善、再到完美的持续打磨阶段；完成《拉普拉斯的盲点》后续各卷；深化 iOS 应用的体验深度与趣味性；探索 AI 视频长短剧新赛道

持续创作

进行中

核心成果

最后更新：2026年8月18日

AI 研究成果

公众号「谢先生的AI深析札记」已发布文章，涵盖产业分析、Agent 架构、本地部署实战。

→ 中国 AI 产业格局一超多强、四龙夺珠

→ Agent 思考模式智能体决策链设计

进入研究库 →

督友小程序

强迫症式轻社群自律监督应用。采用混合云架构，支持离线网络缓存自动降级，打造无缝体验。

→ 架构设计API 优先 + 本地回退

→ 离线支撑断网环境无缝打卡

查看详情 →

企业 AI 技能递送

与其支付高昂的人力完成繁琐录入，不如交付一套“听话、高效、不出错”的自动化流程。让 AI 真正接管您的老旧系统与专业软件。

● 降本增效比雇佣初级文员更划算

● 落地闭环交付不休息的自动化生产力

● 安全合规数据不出内网，账号原生安全

查看详情 & 深度演示 →

Agent Gateway 架构

从简单 Proxy 到工业级 Agent Gateway：通过 LiteLLM 构建分层容灾与多级重试架构，让 Claude Code 完美运行在 NVIDIA NIM 免费额度上。

● 分层容灾 Tier 1 高智力 + Tier 2 高稳定兜底

● 工具清洗 Schema Enforcement 过滤幻觉参数

● 永不宕机层内重试 + 层间切换保障稳定性

阅读完整文章 →

Harness Engineering 系列

2026 年 AI 工程师的新必修课。从入门到精通，再到生产级实战，全面解析如何给 Agent 装上缰绳，让模型能力变得可靠、可控、可评估。

● 从入门到精通控制循环、工具路由、护栏、记忆系统

● 从精通到大师长周期任务、容错自愈、成本控制

● 生产级架构五层稳定架构、神经符号分离

● 最新：记忆工程 Agent 失忆问题与解决方案（5月12日）

阅读完整系列 →

小说

科幻长篇小说《拉普拉斯的盲点》第一卷《地球囚笼》在番茄小说完本，构建基于拉普拉斯妖思想的硬科幻世界观。

→ 第一卷完本《地球囚笼》

→ 连载平台番茄小说

阅读小说 →

苹果 App

万事宝与如意宝 iOS 应用正式上线，覆盖生活实用与精神疗愈两大场景。

→ 万事宝生活实用助手，万事如意

→ 如意宝精神疗愈陪伴，事事如意

万事宝 → 如意宝 →

支付与财务 AI 深度研究

深耕支付行业多年。专注于支付风控、金融科技合规以及企业财务 AI 化转型的深度融合探索。

● 研究预研中 · 2026 Q3 发布

敬请期待

Core Achievements

Last updated: August 18, 2026

AI Research

Articles published on "Mr. Xie's AI Deep Analysis Notes," spanning industry analysis, Agent architecture, and on-premises deployment.

→ China AI Landscape One giant, many contenders

→ Agent Reasoning Decision-chain design for intelligent agents

Explore Research →

Duyou Mini Program

An OCD-friendly lightweight community for self-discipline accountability. Hybrid cloud architecture with offline cache auto-fallback for a seamless experience.

→ Architecture API-first + local fallback

→ Offline Resilience Seamless check-in without network

Learn More →

Delivering AI Skills to Enterprise

Rather than paying steep labor costs for tedious data entry, deliver an automated process that is obedient, efficient, and error-free. Let AI truly take over your legacy systems and professional software.

● Cut Costs More economical than hiring junior staff

● End-to-End Delivery Non-stop automated productivity

● Secure & Compliant Data stays on-premises, native account safety

Learn More & Deep Demo →

Agent Gateway Architecture

From Simple Proxy to Industrial-grade Agent Gateway: Build tiered resilience and multi-level retry architecture with LiteLLM, running Claude Code flawlessly on NVIDIA NIM free credits.

● Tiered Resilience Tier 1 high-intelligence + Tier 2 stability fallback

● Tool Sanitization Schema Enforcement filters hallucinated parameters

● Never Down Intra-tier retry + inter-tier switching ensures stability

Read Full Article →

Harness Engineering Series

The new essential skill for AI engineers in 2026. From beginner to master, then to production实战, comprehensively explaining how to put reins on Agents, making model capabilities reliable, controllable, and evaluable.

● Beginner to Master Control loops, tool routing, guardrails, memory systems

● Master to Grandmaster Long-running tasks, fault tolerance, cost control

● Production Architecture Five-layer stable architecture, neuro-symbolic separation

● Latest: Memory Engineering Agent amnesia problem & solutions (May 12)

Read Full Series →

Novel

Completed Book One: Earth Cage of the sci-fi novel "Laplace's Blind Spot" on Fanqie Novel, building a hard sci-fi world around Laplace's demon.

→ Book One Complete Earth Cage

→ Platform Fanqie Novel

Read the Novel →

Apple Apps

Launched WanShiBao and Ruyibao iOS apps, covering practical life tools and spiritual wellness.

→ WanShiBaoPractical life assistant

→ RuyibaoSpiritual wellness companion

WanShiBao → Ruyibao →

Payment & Finance AI Research

Many years immersed in the payment industry. Focused on payment risk control, fintech compliance, and the deep convergence of enterprise finance and AI transformation.

● Research in progress · Q3 2026 release

Coming Soon

AI 前沿周报

最后更新：2026年10月19日

Brand Studio 简介：由您的品牌提供支持的创意制作平台

2026-10-19

我们很高兴推出 Stability AI 的 Brand Studio，这是一个由您的品牌提供支持的端到端创意制作平台。

Stability AI News

分享使用稳定音频的新方法

2026-10-19

我们将分享两种使用 Stable Audio 3.0 的新方法。我们现在在StableAudio.com 上有一个 DAW 插件和更先进的生成体验。

Stability AI News

AuditKIT：用于对大型语言模型和智能体系统进行基准测试、判断和比较的统一评估脊柱

2026-10-19

增强现实Xiv:2610.22511v1 公告类型：新摘要：评估语言模型和智能体需要结合基准准确性、基于判断的评估、运行时性能、工具使用行为和检索...

Arxiv (AI/CL)

面向生成智能体的自适应且与实际调查一致的模拟城市出行行为

2026-10-19

增强现实Xiv：2610.22407v1 公告类型：新摘要：在现有的基于智能体的多模式城市流动性模拟中，代表人类的智能体可以使用离散选择或......

Arxiv (CS/MA)

RealCLI：对 CLI 智能体的人机协作进行统一评估

2026-10-19

增强现实Xiv：2610.22507v1 公告类型：新摘要：命令行界面（CLI）智能体越来越多地执行长期任务，但现有基准要么假设用户指令保持固定......

Arxiv (AI/CL)

测试时持续学习的特定于绑定的重新学习节省

2026-10-19

增强现实Xiv:2610.22381v1 公告类型：新摘要：当事实变得更难从语言模型中得出时，模型是否丢失了它，或者只是变得更难以访问？参数更新测试时间...

Arxiv (AI/LG)

查看全部周报

开源热点周报

由 GitHub Scout Agent 自动追踪的最具潜力的开源项目

最后更新：2026 年 10 月 19 日

本周 GitHub 热点继续围绕一个核心主题：

1. 把大语言模型压缩成可本地运行、可审计的个人工具。从 agentic IDE 到多模型编排层，开源社区正在把"智能体"从 demo 变成基础设施。对一人公司而言，这意味着可以把昂贵的工程团队压缩成一套本地优先、零信任的生产栈。 2. AI 输出的"最后一公里"体验成为新战场。去 AI 味改写、材质插画、3D 代码库可视化等工具说明：能生成已不够，关键是输出是否自然、可用、能否直接嵌入工作流。

不要追逐最新模型版本或越狱提示词。真正的杠杆在于：选一个熟悉的工具链，把重复决策自动化，把模型能力封装成可复用的个人工作流。

⭐ Arekejoker/qwen21-nsfw-pose-skill：Qwen-Image 2.1 NSFW/姿势出图 skill：作者级提示词配方 + NSFW LoRA + 136 姿势 VNCCS

⭐ 3048

AI 智能体与基础设施

Qwen-Image 2.1 NSFW/姿势出图 skill：作者级提示词配方 + NSFW LoRA + 136 姿势 VNCCS 人偶控制；适用 Claude Code / Codex / Cursor / OpenClaw

GitHub →

⭐ Gathin23/tv-vibehack：Your TV, minus the ads

⭐ 2399

AI 智能体与基础设施

Your TV, minus the ads. Debloat any Android TV or Google TV over Wi-Fi and swap the ad-filled home screen for a clean Apple TV-style launcher. No root, fully reversible.

GitHub →

⭐ Leonxlnx/earshot：Ears for coding agents: let AI hear, review and make sound

⭐ 917

AI 智能体与基础设施

Ears for coding agents: let AI hear, review and make sound. CPU-only, open source.

GitHub →

⭐ feder-cr/git-ai：Git designed for AI agents.

⭐ 2316

其他值得关注的项目

Git designed for AI agents.

GitHub →

⭐ HeyPuter/everything：We're rebuilding and open-sourcing the world’s software from scratch.

⭐ 2239

其他值得关注的项目

We're rebuilding and open-sourcing the world’s software from scratch.

GitHub →

⭐ ahwootech/BRUTAL：A free, open source C# framework for making games, or your own game

⭐ 1922

其他值得关注的项目

A free, open source C# framework for making games, or your own game engine. Direct access to native APIs and Vulkan, with the low-level libraries around them. The foundation under Kitten Space Agency and RimWorld's Waylith engine.

GitHub →

查看全部开源速递

Open Source Weekly

Most promising open-source projects, auto-tracked by GitHub Scout Agent

Last updated: October 19, 2026

This week’s GitHub hot spots continue to revolve around a core theme:

1. Compress large language models into personal tools that can be run locally and audited. From agentic IDEs to multi-model orchestration layers, the open source community is turning "agents" from demos into infrastructure. For one-person companies, this means condensing expensive engineering teams into a local-first, zero-trust production stack. 2. The "last mile" experience of AI output has become a new battlefield. Description of tools such as AI-flavored rewriting, material illustration, and 3D code base visualization: being able to generate is no longer enough. The key is whether the output is natural, usable, and whether it can be directly embedded in the workflow.

Don't chase the latest model version or jailbreak prompts. The real leverage lies in: choosing a familiar tool chain, automating repetitive decisions, and encapsulating model capabilities into reusable personal workflows.

⭐ Arekejoker/qwen21-nsfw-pose-skill: Qwen-Image 2.1 NSFW/posture rendering skill: author-level prompt word recipe + NSFW LoRA + 136 poses VNCCS puppet

⭐ 3048

AI Agents & Infrastructure

Qwen-Image 2.1 NSFW/posture rendering skill: author-level prompt word recipe + NSFW LoRA + 136 poses VNCCS puppet control; applicable to Claude Code / Codex / Cursor / OpenClaw

GitHub →

⭐ Gathin23/tv-vibehack: Your TV, minus the ads

⭐ 2399

AI Agents & Infrastructure

Your TV, minus the ads. Debloat any Android TV or Google TV over Wi-Fi and swap the ad-filled home screen for a clean Apple TV-style launcher. No root, fully reversible.

GitHub →

⭐ Leonxlnx/earshot: Ears for coding agents: let AI hear, review and make sound

⭐ 917

AI Agents & Infrastructure

Ears for coding agents: let AI hear, review and make sound. CPU-only, open source.

GitHub →

⭐ feder-cr/git-ai: Git designed for AI agents.

⭐ 2316

Other Notable Projects

Git designed for AI agents.

GitHub →

⭐ HeyPuter/everything: We’re rebuilding and open-sourcing the world’s software from scratch.

⭐ 2239

Other Notable Projects

We’re rebuilding and open-sourcing the world’s software from scratch.

GitHub →

⭐ ahwootech/BRUTAL: A free, open source C# framework for making games, or your own game engine

⭐ 1922

Other Notable Projects

A free, open source C# framework for making games, or your own game engine. Direct access to native APIs and Vulkan, with the low-level libraries around them. The foundation under Kitten Space Agency and RimWorld's Waylith engine.

GitHub →

Explore All Projects

duyou.me | 独有·我

duyou.me | Duyou·Me

项目里程碑

公众号上线

视频号运营

硬件升级

督友小程序上线

域名上线

博客系统上线

媒体运营升级

业务与生产力升级

AI 情报页面升级

番茄小说完本

iOS 应用上线

持续创作

Project Milestones

WeChat Official Account

Video Channel

Hardware Upgrade

Duyou Mini Program Launch

Site Launched

Blog System Launch

Media Operations Upgrade

Business & Productivity

AI Intelligence Page Overhaul

Fanqie Novel Published

iOS Apps Launched

Keep Building

核心成果

AI 研究成果

督友小程序

企业 AI 技能递送

Agent Gateway 架构

Harness Engineering 系列

小说

苹果 App

支付与财务 AI 深度研究

Core Achievements

AI Research

Duyou Mini Program

Delivering AI Skills to Enterprise

Agent Gateway Architecture

Harness Engineering Series

Novel

Apple Apps

Payment & Finance AI Research

AI 前沿周报

Brand Studio 简介：由您的品牌提供支持的创意制作平台

分享使用稳定音频的新方法

AuditKIT：用于对大型语言模型和智能体系统进行基准测试、判断和比较的统一评估脊柱

面向生成智能体的自适应且与实际调查一致的模拟城市出行行为

RealCLI：对 CLI 智能体的人机协作进行统一评估

测试时持续学习的特定于绑定的重新学习节省

AI Frontiers Weekly

Introducing Brand Studio: The creative production platform powered by your brand

Sharing a new way to work with Stable Audio

AuditKIT: A Unified Evaluation Spine for Benchmarking, Judging, and Comparing Large Language Models and Agentic Systems

Towards Adaptive and Real-Survey-Aligned Simulated Urban Mobility Behaviour of Generative Agents

RealCLI: Toward a Unified Evaluation of Human-Agent Collaboration for CLI Agents

Binding-Specific Relearning Savings for Test-Time Continual Learning

开源热点周报

⭐ Arekejoker/qwen21-nsfw-pose-skill：Qwen-Image 2.1 NSFW/姿势出图 skill：作者级提示词配方 + NSFW LoRA + 136 姿势 VNCCS

⭐ Gathin23/tv-vibehack：Your TV, minus the ads

⭐ Leonxlnx/earshot：Ears for coding agents: let AI hear, review and make sound

⭐ feder-cr/git-ai：Git designed for AI agents.

⭐ HeyPuter/everything：We're rebuilding and open-sourcing the world’s software from scratch.

⭐ ahwootech/BRUTAL：A free, open source C# framework for making games, or your own game

Open Source Weekly

⭐ Arekejoker/qwen21-nsfw-pose-skill: Qwen-Image 2.1 NSFW/posture rendering skill: author-level prompt word recipe + NSFW LoRA + 136 poses VNCCS puppet

⭐ Gathin23/tv-vibehack: Your TV, minus the ads

⭐ Leonxlnx/earshot: Ears for coding agents: let AI hear, review and make sound

⭐ feder-cr/git-ai: Git designed for AI agents.

⭐ HeyPuter/everything: We’re rebuilding and open-sourcing the world’s software from scratch.

⭐ ahwootech/BRUTAL: A free, open source C# framework for making games, or your own game engine