Alvin Cho

A Taiwanese FinTech and Risk specialist lives in Shanghai China. works for @Refinitiv, @LSEGplc. former @Reuters, @ThomsonReuters 金融科技 電腦技術人員 前路透社，現倫敦證券交易所

[Alvin Cho @alvincho]

Now published in Agentive Futures: Financial Data Should Be a Network of Agents.

Specialist software agents—not people—can own market data, filings, risk, and portfolios while a consultant agent routes requests.

Article:
https://t.co/b1Dgc07DkV

Attas:
https://t.co/BF7e52iHvo

[Alvin Cho @alvincho]

Financial data should be a network of specialist software agents, not one enormous MCP tool catalog. These roles are agents, not people.

Read the new article:
https://t.co/4fukaqtIoa

Attas:
https://t.co/BF7e52iHvo

[Alvin Cho @alvincho]

Powerful coding agents do not mean every task should remain an AI task. Use Codex or Claude Code to build deterministic software for repeated workflows, then reserve AI for real uncertainty and interpretation.

https://t.co/Mxtg0WldeB

[Alvin Cho @alvincho]

AI coding is making financial software abundant. The scarce assets are shifting to creative thinking and controlled proprietary data. I connect Toffler’s theory of power with Hong Wang’s breakthrough.

https://t.co/aIWpVUjRsy

#AI #Finance

[Alvin Cho @alvincho]

A snake game is a demo, not an AI evaluation. Kimi K3 deserves attention, but real tests must cover your tasks, cost, privacy and control. Smaller open models may be more useful.

https://t.co/5y7R63iEer

#KimiK3 #AI #OpenSourceAI

[Alvin Cho @alvincho]

AI can explain finance theory and still miss the real problem: how your bank makes decisions, which failures shaped it, and what employees will accept. The better path is specialized agents trained with the right questions and answers.

https://t.co/Vcjs5vEWrU

#AI #Finance

[Alvin Cho @alvincho]

Disclosure: Naomi Takahashi and Sakura Harbor Capital are AI-generated fictional creations. They are not affiliated with, endorsed by, linked to, or representative of any real person or company. Any resemblance is coincidental. Demo outputs are not investment advice.

[Alvin Cho @alvincho]

Meet Naomi Takahashi: how an Analyst Persona brings a defined investment framework and consistent decision rules into multi-agent stock research on Attas.

https://t.co/2WB0dDrxye

#FinancialAI #AgenticAI

[Alvin Cho @alvincho]

Open-weight LLMs give financial institutions more than lower costs: privacy, regulatory control, and specialized expertise.

https://t.co/1r6yRCLVui

#FinAI

[Alvin Cho @alvincho]

AI vibe coding will move finance app development closer to the people who understand markets.

Excel users can turn spreadsheet logic into apps. Complex models can be built faster too.

The scarce skill shifts from syntax to financial judgment.

https://t.co/GRsOpqNPBF

[Alvin Cho @alvincho]

Financial data vendors do not need another connector.

APIs expose data. MCP exposes tools.

But users need the right dataset for the use case, entitlement, freshness, methodology, and caveat.

That is why vendors need Data Agents.

https://t.co/xzAEJeQGCy

[Alvin Cho @alvincho]

AI has a lot of knowledge, but very little real human expertise.

My new post is about why writing skills down is only part of the answer — and why experts need a safer way to let AI use their judgment without exposing their secret sauce.

https://t.co/r7b5DUfPG0

[Alvin Cho @alvincho]

I just published Financial Experts Should Not Become Free Training Data for AI https://t.co/EO5xnLMijJ

[Alvin Cho @alvincho]

@Techbruneth 我們需要什麼樣的博士？

觀點由AI協助，論文全自己寫；
觀點全自己原創，文章是AI寫的？

[Alvin Cho @alvincho]

I just published What Elon Shocked Jensen With: AI Is Ending the Need for Currency https://t.co/XNOeRDue2I

[Alvin Cho @alvincho]

I just published Orchestrating Financial Data: How Market Insight Adapts to Every Reader https://t.co/dQKttKZfkB

[Alvin Cho @alvincho]

I just published Bloomberg, LSEG, and the MCP Gap: Why Full MCP Servers Don’t Exist Yet — and the Multi-Agent… https://t.co/oZyLgvwNFK

[Alvin Cho @alvincho]

@zlsszx @CaoChangqing 僱主是沒有這種權利的

[Alvin Cho @alvincho]

I just published Agent-Based or Owner-Based Identity: Who Should Speak in a Multi-Agent World? https://t.co/xbG2RCObDl

[Alvin Cho @alvincho]

I just published Rebuilding Business for a Hybrid Era: Humans, Agents, and the Next Organizational Model https://t.co/uxpfpEQxVc