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It's interesting how over centuries China was eroding the role of aristocracy while upholding Imperial autocracy that rules over civilian society. In the West, and in Japan, Aristocracy and Royalty were intertwined to the end of their relevance.

It's interesting how over centuries China was eroding the role of aristocracy while upholding Imperial autocracy that rules over civilian society. In the West, and in Japan, Aristocracy and Royalty were intertwined to the end of their relevance.

Not saying this is an optimal arrangement. Of course not every Emperor is good. Not even every good Emperor can be a decent crisis manager. The succession problem is a mess. But good Emperors can manage catastrophic coordination problems, and that's their selling point.

avatar for Teortaxes▶️ (DeepSeek 推特🐋铁粉 2023 – ∞)
Teortaxes▶️ (DeepSeek 推特🐋铁粉 2023 – ∞)
Fri Nov 28 00:29:54
like, i genuinely enjoy the idea phase a lot, it's just with meds i can enjoy the idea phase + learn a lot more working through details + develop something very unique and probably way more useful/interesting that i can be proud of.

like, i genuinely enjoy the idea phase a lot, it's just with meds i can enjoy the idea phase + learn a lot more working through details + develop something very unique and probably way more useful/interesting that i can be proud of.

hiring agentic humans @hud_evals/ https://t.co/Bz6A6SJeB8 | owned @AIHubCentral (1 million users,acq.) ex climate protester🦦 dont do the deferred life plan

avatar for Minh Nguyen✈️NeurIPS
Minh Nguyen✈️NeurIPS
Fri Nov 28 00:29:45
RT @stalkermustang: wtf did bros at xai just read in that Qwen-Genshin paper and decide to train grok-5-mini in the same fashion?

https://…

RT @stalkermustang: wtf did bros at xai just read in that Qwen-Genshin paper and decide to train grok-5-mini in the same fashion? https://…

We're in a race. It's not USA vs China but humans and AGIs vs ape power centralization. @deepseek_ai stan #1, 2023–Deep Time «C’est la guerre.» ®1

avatar for Teortaxes▶️ (DeepSeek 推特🐋铁粉 2023 – ∞)
Teortaxes▶️ (DeepSeek 推特🐋铁粉 2023 – ∞)
Fri Nov 28 00:27:16
Not sure why people say meds make ADHD people less creative. I feel way more creative making deep progress on 3 strong ideas than jumping between 30 vague ideas.

Not sure why people say meds make ADHD people less creative. I feel way more creative making deep progress on 3 strong ideas than jumping between 30 vague ideas.

like, i genuinely enjoy the idea phase a lot, it's just with meds i can enjoy the idea phase + learn a lot more working through details + develop something very unique and probably way more useful/interesting that i can be proud of.

avatar for Minh Nguyen✈️NeurIPS
Minh Nguyen✈️NeurIPS
Fri Nov 28 00:27:14
The only guy «too big to fail» in China is Xi himself.
Such is the entire function of the Emperor. He only fails when he loses the Mandate.
They'll deflate this bubble and make it out on the other side with leaner, healthier economy.

The only guy «too big to fail» in China is Xi himself. Such is the entire function of the Emperor. He only fails when he loses the Mandate. They'll deflate this bubble and make it out on the other side with leaner, healthier economy.

It's interesting how over centuries China was eroding the role of aristocracy while upholding Imperial autocracy that rules over civilian society. In the West, and in Japan, Aristocracy and Royalty were intertwined to the end of their relevance.

avatar for Teortaxes▶️ (DeepSeek 推特🐋铁粉 2023 – ∞)
Teortaxes▶️ (DeepSeek 推特🐋铁粉 2023 – ∞)
Fri Nov 28 00:25:04
Claude Opus 4.5 虽强,Claude Code 框架才是关键 —— Yam Peleg 使用 Claude Opus 4.5 后的感受

核心观点:模型优秀,但框架才是革命性突破
· Opus 4.5 的定位:Peleg 认为 Opus 并非“万能最佳”,而是在大多数日常编码任务中表现出色。它与 OpenAI Codex-Max 和 Google Gemini-3 各有专长,三者性能接近,但风格迥异:
  · Gemini-3:互联网搜索无敌(内置 GoogleSearch 工具优于其他模型的原生搜索Peleg 额外用 Perplexity 作为备选)。
  · Codex-Max:学术研究首选,处理复杂文献和分析更高效。
  · Opus 4.5:通用性强,尤其在编码和智能体任务中“感觉像最佳”。Peleg 已养成“直觉”:根据任务切换模型。
· Claude Code 的亮点:提供浏览器控制、配置文件管理、子智能体协作、自动化执行等功能,让 Opus 超越单纯“编码工具”,成为“全电脑使用智能体”。Peleg 曾自定义 fork 版本,但现在无需修改源码,就能通过 Agent SDK 高度定制。即便早期仅用较弱的 Sonnet 模型,这个框架已不可或缺;如今配 Opus,更是“无人能及”。
  · 优势:支持“发送并遗忘”式任务(如后台运行复杂脚本),并处理多子智能体并行。
  · 痛点:仍有 bug,例如多子智能体高负载时可能耗尽 256GB RAM,导致系统崩溃。
· 与其他工具对比:Opus + Claude Code 像“全能助手”,而 Codex 或 Gemini 更像“专业编码器”。作者不care Claude Code 非开源,因为灵活性已足够。

Peleg 的 AI 编码工作流
附带实用分享:Peleg 在 2025 年已将 LLM 融入日常,但仍主导核心:
· 高难度任务:全手动(更快、更准),不委托。
· 中低难度:拆解为小模块委托智能体,严格监督/编辑输出。AI 生成的代码风格已大幅改善,许多“一次性 hack” 无需改动。
· 规划与架构:始终自控,不外包。
Peleg 从“一年零使用”转向“每日依赖”,但强调“微观管理”而非随意“vibe coding”。

为什么重要?
这也反映了 2025 年 AI 生态的微妙转变:模型竞争白热化,但智能体框架(如 Claude Code)才是生产力“倍增器”。它反映开发者从“工具使用者”向“智能体协作者”的演进,尤其在编码/自动化领域。

Claude Opus 4.5 虽强,Claude Code 框架才是关键 —— Yam Peleg 使用 Claude Opus 4.5 后的感受 核心观点:模型优秀,但框架才是革命性突破 · Opus 4.5 的定位:Peleg 认为 Opus 并非“万能最佳”,而是在大多数日常编码任务中表现出色。它与 OpenAI Codex-Max 和 Google Gemini-3 各有专长,三者性能接近,但风格迥异: · Gemini-3:互联网搜索无敌(内置 GoogleSearch 工具优于其他模型的原生搜索Peleg 额外用 Perplexity 作为备选)。 · Codex-Max:学术研究首选,处理复杂文献和分析更高效。 · Opus 4.5:通用性强,尤其在编码和智能体任务中“感觉像最佳”。Peleg 已养成“直觉”:根据任务切换模型。 · Claude Code 的亮点:提供浏览器控制、配置文件管理、子智能体协作、自动化执行等功能,让 Opus 超越单纯“编码工具”,成为“全电脑使用智能体”。Peleg 曾自定义 fork 版本,但现在无需修改源码,就能通过 Agent SDK 高度定制。即便早期仅用较弱的 Sonnet 模型,这个框架已不可或缺;如今配 Opus,更是“无人能及”。 · 优势:支持“发送并遗忘”式任务(如后台运行复杂脚本),并处理多子智能体并行。 · 痛点:仍有 bug,例如多子智能体高负载时可能耗尽 256GB RAM,导致系统崩溃。 · 与其他工具对比:Opus + Claude Code 像“全能助手”,而 Codex 或 Gemini 更像“专业编码器”。作者不care Claude Code 非开源,因为灵活性已足够。 Peleg 的 AI 编码工作流 附带实用分享:Peleg 在 2025 年已将 LLM 融入日常,但仍主导核心: · 高难度任务:全手动(更快、更准),不委托。 · 中低难度:拆解为小模块委托智能体,严格监督/编辑输出。AI 生成的代码风格已大幅改善,许多“一次性 hack” 无需改动。 · 规划与架构:始终自控,不外包。 Peleg 从“一年零使用”转向“每日依赖”,但强调“微观管理”而非随意“vibe coding”。 为什么重要? 这也反映了 2025 年 AI 生态的微妙转变:模型竞争白热化,但智能体框架(如 Claude Code)才是生产力“倍增器”。它反映开发者从“工具使用者”向“智能体协作者”的演进,尤其在编码/自动化领域。

邵猛,中年失业程序员 😂 专注 - Context Engineering, AI Agents. 分享 - AI papers, apps and OSS. ex Microsoft MVP 合作 - 私信/邮箱:shaomeng@outlook.com 📢 公众号/小红书: AI 启蒙小伙伴

avatar for meng shao
meng shao
Fri Nov 28 00:24:54
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