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Research notes

How the desk thinks about isolation, seating, and sources. Not a trade diary.

September 3, 2026

Isolated research vs division of labor: two ways an AI investment committee writes

Isolated seats cannot see each other. Division of labor lets later pipeline steps read earlier notes — still not a 61-person ChatGPT thread.

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September 3, 2026

Stock analysis tools compared: Yahoo Finance, Seeking Alpha, ChatGPT, and a committee

Quote terminals and article mills are not an investment committee. A chatbot that agrees with you is not equity research.

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September 3, 2026

How to research a stock before you buy — without a buy button

A due diligence checklist for intermediate US investors: filings, cycle, classification, inversion, timing, exit. AI can staff the seats. It cannot take the risk.

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September 3, 2026

Warren Buffett and Cathie Wood on the same ticker — why isolation matters

Quality investing and disruptive-innovation research are different tests. Averaging Buffett and Wood into one rating is how you get a fake committee.

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September 2, 2026

Red-team a stock idea before the bull case gets fluent

Einhorn, Burry, Icahn, Loeb, Singer — short-side seats that try to kill the thesis. Inversion is not a vibe. It is a pipeline step.

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September 2, 2026

Bitcoin research is not a P/E. On-chain analysis needs a different desk.

Forcing cash-flow multiples onto BTC, ETH, or SOL is how equity tools fail crypto. Settlement, usage, and policy are the file.

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September 1, 2026

AI agents for investing: committee, copilot, or parlor trick?

Agentic stock analysis only works if agents cannot see each other until a clerk pass — and if empty seats stay empty.

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August 31, 2026

Why masters write alone before anyone assembles

A 61-person group chat contaminates judgment and burns tokens. Isolated briefs plus one clerk pass are cheaper and harder to fake-consensus.

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August 31, 2026

Analyst 16, Associate 29, Principal 48, two grades of 61

Seating is the product. Empty seats stay empty. Compute scales with isolated prompts, not with a louder chat.

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August 30, 2026

Personas from books and letters, not gossip

Hard rules from published work. Wikipedia is a seed. Quote graphics and tip groups never enter the model.

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September 5, 2026

ChatGPT stock analysis: what a fluent memo cannot do

ChatGPT writes a fast AAPL memo. It cannot keep 16–61 methodologies from collapsing into one paragraph. Isolation is the product difference.

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September 5, 2026

A Seeking Alpha alternative that refuses a rating

Seeking Alpha sells a byline and a score. Agents61 publishes splits. Keep SA if you read authors. Add the desk when you need inversion.

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September 5, 2026

Koyfin vs a research committee: terminals are not desks

Koyfin wins at charts and multiples. Agents61 wins after you already have the numbers. Not a cheaper Bloomberg. Not a FactSet replacement.

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September 5, 2026

Best AI for stock research in 2026 — score the job, not the demo

The best AI for stock research is the one that isolates methods, refuses a buy button, and leaves empty seats empty. Chatbots win speed. Committees win inversion.

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September 5, 2026

How to red-team NVDA without a sell button

A worked inversion on a crowded name: earnings quality, cycle, concentration, and what would kill the leftover belief. Research simulation — not a call.

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September 5, 2026

ETF research without a star rating

QQQ, sector funds, and thematic wrappers need holdings, cycle, and inversion — not five stars. A committee can write. It will not rate the wrapper.

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September 5, 2026

Pre-IPO research is a simulation — treat it like one

Private boards have fewer filings and more narrative. Isolated seats should stay inconclusive when facts are missing. Not a 13F. Not a allocation ticket.

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September 5, 2026

On-chain due diligence: a desk that will not invent a P/E

BTC, ETH, SOL, and the rest of the board need issuance, usage, and policy — not equity ratios. How to run the crypto committee without a coin rating.

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