← Home · Research archive
See the structure
Text index for Fed / macro / vol / quant notes. Cover cards and PRO/FREE badges live on the home page; this archive is the lean reading directory.
#ai
- Aug 27, 2026
Nvidia Just Proved My AI Pivot Thesis Is Getting Closer
Market-cap growth has fallen from 169% to 41% to 16% in three years. Capex just outran the cash flow that funds it. This is what a pivot looks like from the inside.
MEMBERS - Aug 26, 2026
THE $500 BILLION QUESTION BEHIND NVIDIA'S EARNINGS
Nvidia is no longer just the company that sells GPUs and graphics cards. It is becoming the money printer — the collateralized center of a massive, self-reinforcing pool of value.
MEMBERS - Aug 22, 2026
The Babel Tollbooth: How AI Gatekeepers Became the New Landlords
Picture humans building a gigantic and marvelous tower, and we name it the Babel Tower. And yet there is one big and ugly tollbooth — it blocks the main entrance for everyone trying to enter the Babel Tower.
- Jul 29, 2026
Korea's AI Chip Trade Broke Its Own Market
Inside the KOSPI's record crash — how a leverage structure built for a semiconductor supercycle unwound into a rate hike and an oil shock at the same time.
- Jul 20, 2026
Weekly Macro | Chips Down. Oil Up.
Markets ended the week under pressure from two shocks that affect valuation through different channels.
MEMBERS - Jun 16, 2026
The Moat Was Never the Model. The Market Hasn't Figured That Out Yet.
The real battle is economic — and when a $500M capability can be extracted, compressed, and re-injected for $30M, the implications for frontier AI valuations are something the market has not yet priced.
- Jun 14, 2026
The Model Is the Nation: Claude Opus 4.8 and the US–China AI Cold War
Using Claude Opus 4.8 as the current anchor of American AI national power, this analysis dissects the real fault lines across four simultaneous battlegrounds: the model gap, distillation infiltration, chip blockade, and compute bifurcation.
- May 12, 2026
The Four Operations of Intelligence
The Four Operations of Intelligence The Four Operations of Intelligence Most people think AI is about models. Bigger models. More parameters. More agents. More automation.
MEMBERS - May 07, 2026
Life as Cognitive Dice
I · THE INHERITANCE You Did Not Choose Your Starting Weights In April 2026, Anthropic published a paper in Nature with a name almost deliberately mundane: "Language models transmit...
MEMBERS - May 06, 2026
Palantir Is Not Just Another SaaS
Here's why Michael Burry is wrong about Palantir..
- May 05, 2026
The 20 Prompts Every Options Traders Should Use
These are top 20 options trading prompts and how to use them
MEMBERS - May 04, 2026
The 20 Prompts Every Trader Should Have Before They Touch a Chart
These are top 20 prompts for every traders to learn before they trade.
- Apr 29, 2026
Productivity in the AI Era (Part III) The Real Moat Is Not Prompting. It Is Workflow Ownership.
Prompts is not everything. Workflow defines quality of everything you prompted
MEMBERS - Apr 12, 2026
Roughly Square - The Ugly TRUTH OF LLMs
approximation error discrete steps ideal curve ZTRADER · AI RESEARCH | APRIL 2026 | COGNITIVE INFRASTRUCTURE SERIES · ISSUE 01 Research Paper — Full Report Roughly Square The Ugly
- Mar 27, 2026
The AI Productivity Empires 01
Every technological revolution eventually becomes a power redistribution event. History never remembers the invention. It remembers who reorganized production around it.
- Dec 14, 2025
AI Capital Is Running Ahead of AI Earnings
Oracle’s Miss and the Growing Gap Between Compute Investment and Cash Flow The easiest way to misunderstand an AI bubble is to look for the 1999 version: vaporware companies with n...
MEMBERS - 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
- 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
- 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)
- 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...
- 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。
- 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。
MEMBERS - 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。
MEMBERS - 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。
MEMBERS