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Cover for Tech Note #2 — Language and Pattern: Why Everything Reduces to Syntax

MACROFREE

Nov 25, 2025

Tech Note #2 — Language and Pattern: Why Everything Reduces to Syntax

By Dorian · Ztrader AI Taiwan, Nov 25, 2025 Most of my current market outlooks have moved to: blog.ztrader.ai The Planet module is undergoing a database upgrad

#ai#artificial-intelligence#tech

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Cover for AI: Friendly Helper or Generator of Black Swans

MACROFREE

Nov 20, 2025

AI: Friendly Helper or Generator of Black Swans

A Systems-Level Analysis of the Cloudflare Outage and the Fragility of Modern Infrastructure By Dorian — Technical Research Notes for RAG Corpus Abstract

#ai#blackswan#artificial-intelligence

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MACROFREE

Nov 20, 2025

AI= 黑天鹅产生器？

前段时间Cloudflare全球挂了。作为全球最佛，技术实力最雄厚的托管商。(我的平台就是cloudflare托管的，没花钱）。由于Cloudflare 用来判别机器人和爬虫的模块bot management 升级了AI组件～ AI疯狂判定新的bot（甚至把UA/IP/header signature也归类为bot)

#ai#人工智能#科技

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Cover for The End of the Scaling LAW: Here's why AI bubble may ends just now

MACROFREE

Nov 17, 2025

The End of the Scaling LAW: Here's why AI bubble may ends just now

Why the LLM Mania Should End Now By Dorian — 2025 1. Introduction: The Golden Age Has Already Passed When the transformer revolution erupted in 2017 and the scaling law was formali...

#ai#llm

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Cover for AI大模型的死局：The Failing Scaling Law

MACROFREE

Nov 16, 2025

AI大模型的死局：The Failing Scaling Law

AI大模型的死局：The Failing Scaling Law Ilya 当时最重要的洞见，就是通过scaling law大规模地训练模型以激活模型本身的能量。当时他是对的，这也是LLM大语言模型至关重要的跃迁。tokenizer+transformer+neural network使得大模型能够回应人类，而非生成一堆无意义的陈腔滥调和无法链接的文字。

#ai

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MACROPRO

Oct 27, 2025

机器与资本共生：对冲基金 AI 研究员实战手册

Machine × Capital: The Hedge Fund AI er’s Playbook 研究目标：把 AI 从“能跑模型”升级为“可复用、可监控、可扩容的现金流装置”，在不恶化拥挤度和冲击成本的前提下，稳定贡献 10–30 bps/月的结构性 α。主线：数据工程 → 模型工程 → 执行与风控 → 治理与审计 → 产能扩张。

#ai#对冲基金

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MACROPRO

Oct 27, 2025

机器与资本共生：对冲基金 AI 研究员实战手册

Machine × Capital: The Hedge Fund AI er’s Playbook 一页摘要（给没耐心的 PM）研究目标：把 AI 从“能跑模型”升级为“可复用、可监控、可扩容的现金流装置”，在不恶化拥挤度和冲击成本的前提下，稳定贡献 10–30 bps/月的结构性 α。

#ai#对冲基金

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MACROPRO

Oct 12, 2025

连接主义 VS 符号主义：AI 技术底层与发展路线之争

左边那枚是连接主义的符号。它用流动的线条、螺旋与弧形，代表神经元之间的连续激活与分布式表示——没有明确的边界，也没有中心。每个分支都像在自我复制、递归生长，隐喻深层网络的涌现特性与自我组织。圆顶象征输入的总和，底部螺旋象征梯度与反馈的无尽迭代。整个符号向上展开，像是生物的神经丛，也像思想的树冠。右边那枚是符号主义的符号。

#ai#technology#artificial-intelligence

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