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不积小流，无以成江海

Great journeys begin with small steps;
mighty rivers grow from little streams.

Quantitative Assessment of the Oracle–OpenAI $300B Deal

对甲骨文–OpenAI 300B美元交易的量化评估 摘要 甲骨文（Oracle）与OpenAI签署的 3000亿美元、为期五年的算力交易（自2027年起，与Stargate基础设施建设相关）推动了公司历史上最大规模的单日估值重估之一。我们的量化建模显示，虽然在乐观情境下该交易理论上可能 使甲骨文的每股收益（EPS）翻倍，但标题数字掩盖了执行风险、对交易对手的依赖以及资本开支压力。 ...

Posted on September 14, 2025 at 05:54 PM

Quantitative Assessment of the Oracle–OpenAI $300B Deal

Investment Report: Quantitative Assessment of the Oracle–OpenAI Deal Executive Summary Oracle’s reported $300 billion, five-year compute deal with OpenAI (beginning in 2027, linked to the Star...

Posted on September 14, 2025 at 05:47 PM

Traditional Singaporean Coffee Breakfast – A Delicious Everyday Meal for the People

A $2 Taste of Tradition: Singapore’s Classic Coffee Breakfast For months now, my mornings have begun the same way: with a short walk to a neighborhood coffee shop, just a couple of hundred met...

Posted on September 13, 2025 at 10:55 AM

新加坡传统咖啡早餐

新加坡传统咖啡早餐 - 平民的一顿早餐美味 最近几个月都是在家，每天早晨必去的就是家附近的一家邻里咖啡店(地点：咖啡店google地址，Queenstown地铁站附近200米左右)，去吃一顿传统的咖啡早餐。最重要的是价格喜人，一顿这样的早餐只需2个新币。同样的早餐，在很多咖啡店都要至少3块以上了。这在新加坡店铺租金年年涨，通货膨胀的今天，着实不容易。在同一家咖啡店，也有一家印度煎饼...

Posted on September 13, 2025 at 10:50 AM

Analysis of Claude can now create and edit files

Impact analysis: Claude can now create and use files Anthropic has introduced a significant enhancement to its Claude AI platform: the ability to create and edit files directly within the applic...

Posted on September 12, 2025 at 11:54 PM

Mercor Strategic Position in the AI Data Race - A Comparative Analysis

Mercor’s Strategic Position in the AI Data Race - A Comparative Analysis Mercor, an AI recruiting startup founded by three 21-year-old Thiel Fellows, has rapidly ascended in the AI data sector. I...

Posted on September 12, 2025 at 11:45 PM

OpenWav - Empowering Artists to Take Back the Music Industry

OpenWav: Empowering Artists to Take Back the Music Industry The music industry is broken. That’s the sentiment echoed by Grammy winner Wyclef Jean, and it’s the driving force behind OpenWav, a new...

Posted on September 12, 2025 at 11:33 PM

How Ribera is Using AI to Transform Healthcare for Patients and Doctors

How Ribera is Using AI to Transform Healthcare for Patients and Doctors Healthcare systems worldwide are under growing pressure. Rising demand from aging populations, the prevalence of chronic c...

Posted on September 12, 2025 at 11:20 PM

垂直领域AI创业现状 - 2025年第二季度报告

垂直领域AI创业现状（2025年第二季度报告） Euclid Ventures 报告摘要 阅读原始报告 市场概览 美国和加拿大共完成 784 笔垂直 AI 融资，金额达 174 亿美元 垂直 AI 占 57% 的交易数量，36% 的融资金额 42% 的交易 > 1000 万美元，10% > 5000 万美元 医疗与金融服务占 58% 的融资额、52%...

Posted on September 11, 2025 at 09:36 AM

大语言模型的系统性评估-企业集成前的必要步骤

大语言模型的系统性评估：企业集成前的必要步骤 大语言模型（LLMs）正在改变企业的运营方式——赋能客户支持、知识管理和自动化决策。然而，如果在缺乏充分评估的情况下集成这些模型，可能会给组织带来错误信息、偏见、隐私泄露以及运营失败等风险。 本指南提出了一套系统性框架，用于在企业部署前对 LLMs 进行评估，以确保安全性、可靠性和合规性。 为什么要评估 LLMs？ 在集成 LLM...

Posted on September 11, 2025 at 09:35 AM

Changtai Yangtze River Bridge Opens to Traffic, Setting 10 World Records

Changtai Yangtze River Bridge Opens to Traffic, Setting 10 World Records The Changtai Yangtze River Bridge officially opened today after six years of construction, establishing itself as a new l...

Posted on September 10, 2025 at 09:39 PM

Implementation Guidelines for Developing Corporate AI Safety, Governance, and Regulatory Compliance Policies

Corporate AI Safety, Governance & Regulatory Compliance Policies 1. AI Safety Policies (Mostly internal corporate best practices — no single law, but based on global standards) NIST AI ...

Posted on September 07, 2025 at 05:40 PM

Corporate AI Compliance Checklist

Corporate AI Compliance Checklist 1. AI Safety Risk assessment conducted for all AI systems (safety, robustness, misuse). Bias and fairness testing performed (e.g., using datasets like Ster...

Posted on September 07, 2025 at 04:11 PM

AI Safety & Governance - Open-Source Tools & Benchmarks

AI Safety & Governance Open-Source Tools & Benchmarks A curated list of open-source GitHub repositories for evaluating large language models (LLMs) across various dimensions of safety, f...

Posted on September 07, 2025 at 04:01 PM

Systematic Evaluation of Large Language Models Before Corporate Integration

Systematic Evaluation of Large Language Models Before Corporate Integration Large Language Models (LLMs) are transforming the way businesses operate—powering customer support, knowledge manageme...

Posted on September 07, 2025 at 03:40 PM

Summary of The State of Vertical AI Q2

The State of Vertical AI (Q2 2025) Summary of Euclid Ventures Report Read the original report Market Overview $17.4B raised across 784 vertical venture financings (US & Canada) 57% of d...

Posted on September 06, 2025 at 12:00 AM

Quantitative Investment Screening & Scoring Pipeline

A Quantitative Framework for Identifying High-Potential Sectors and Companies This document outlines a repeatable, quantitative research framework for analyzing industry sectors, companies, and ma...

Posted on September 06, 2025 at 12:00 AM

LLM Safety and Risk Management - A Corporate Evaluation Guide

Systematic Evaluation of Large Language Models Before Corporate Integration Large Language Models (LLMs) are transforming the way businesses operate—powering customer support, knowledge management...

Posted on September 06, 2025 at 12:00 AM

The Strategic Pivot from Tesla's Dojo Project

The Strategic Pivot from Tesla’s Dojo Project Date: September 3, 2025 Executive Summary Tesla, Inc. has officially disbanded its highly ambitious Dojo supercomputer project, a strategic pivot mark...

Posted on September 03, 2025 at 12:00 AM

The timeline of TSLA AI Pivot

Tesla’s AI Pivot: An Interactive Analysis An interactive breakdown of Tesla's decision to end its ambitious in-house supercomputer project and its potential impact on the company's future in AI a...

Posted on September 03, 2025 at 12:00 AM

Competitve intelligence report based on 25 AI startups

Competitive Intelligence Report Date: September 2025 Prepared for: Strategic Innovation Review List of 25 AI startup companies: StackAI – AI agents for the enterprise (📍 NY / SF) Infisical – ...

Posted on September 03, 2025 at 12:00 AM

How will AI transform Retail

Investment Whitepaper Based on sequoiacap report The $1T Opportunity to Build the Next Amazon in Retail Executive Summary Retail, a $7 trillion industry in the United States alone, has repeate...

Posted on September 03, 2025 at 12:00 AM

人工智能将如何重塑零售业

投资白皮书 基于红杉资本报告 打造下一个亚马逊的万亿美元零售机会 核心内容摘要 零售业在美国的年规模高达 7 万亿美元，并在历史上多次因技术创新而彻底变革。从工业革命到移动互联网，每一次技术浪潮都诞生了新的市场领导者和零售模式。如今，人工智能（AI）正在成为下一个范式转变，有望孕育一个可与亚马逊比肩的万亿美元级零售企业。 本白皮书系统回顾了零售业八次历史性转型，并预测未来可能重塑...

Posted on September 03, 2025 at 12:00 AM

List of Python tools to structurally manipulate word document

Top Python Word-document Manipulation Tools python-docx – the most widely-used open-source library for creating, reading, and updating .docx files. Good for basic manipulation like paragra...

Posted on August 25, 2025 at 12:00 AM

Summary of SGInnovate national robotics programme tech talk

Robotic tech talk On Aug 18, 2025, I attended the robotic tech talk to learn the status and knowledge of roboic in Singapore. SGInnovate NRF tech talk. The take way from the workshop are: ...

Posted on August 18, 2025 at 12:00 AM

Build my first AI product taxi invoice metadata extraction

Background In the current era, AI is a fancy term, being talked everywhere. But when we visit and learn from SME in Singapore, it is a different scenaria. For example, ERP system in SME have not n...

Posted on August 15, 2025 at 12:00 AM

How to build frontend APP as an newbie

All my past experiences are working on developing machine learning and AI algorithms and models, build data pipeline and deploy models as API services. When building frontend UI, just use streaml...

Posted on August 04, 2025 at 04:56 PM

Resource oof AI goverance and regulation

AI goverance and regulation1. [Fairlearn is a Python package that empowers developers of artificial intelligence (AI) ](https://lnkd.in/gpi5twjY)2. [AI Fairness 360 toolkit is an extensible open-...

Posted on July 23, 2025 at 09:46 AM

ML strategy optimisation and stock trading system

This is a project what I work to optimize stock selection using ML. Finally the backend and frontend are completed recently (first version, some functions in frontend not yet optimized). The ar...

Posted on July 15, 2025 at 04:59 PM

AI assisted email system

I spent about two weeks building an intelligent email management system. The idea came from seeing someone in my WeChat community share their company’s need for intelligent email processing and t...

Posted on July 04, 2025 at 10:03 AM

Top Python Libraries for Fintech and Trading

# Fintech product development collection (Refer to https://github.com/aigaosheng/fintech_AI_product_resource.git for updated version) - Common financial risk and performance metrics. Used by zi...

Posted on May 13, 2025 at 10:52 AM

 60-second pitch formula

Original post in Linkedin by Yurii Rebryk. I re-post and document in my blog for personal learning. The image content is extracted by ChatGPT. Here's the content from the image transformed in...

Posted on May 08, 2025 at 11:11 PM

Don't Make the Mistake of Thinking That What's Now Happening is Mostly About Tariffs (from X, Ray Dalio)

Don't Make the Mistake of Thinking That What's Now Happening is Mostly About Tariffs  At this moment, a huge amount of attention is being justifiably paid to the announced tariffs and their ver...

Posted on April 08, 2025 at 12:12 PM

Deploy local chatgpt or deepseek like application using gptme

If you are concern privacy issue or cost of running agent based application, now you can do it by setup local application using GPTME: personal AI assistant/agent in your terminal. Currently the ...

Posted on March 16, 2025 at 12:15 AM

Hallucination (error) never disappears in LLM because of its probability nature

Today another bad practice (Hallucination) using generative AI in product is pop up in news and social media. Here is a report from BBC Google remakes Super Bowl ad after AI cheese gaffe. Halluci...

Posted on February 10, 2025 at 10:18 AM

Fine-tuning NER vs LLM prompt for asset ticker extraction in finance UGC

With the increasing multiple-task capability of LLM model, it makes it easy to do specific ML task by prompting LLM to focus on specified task, such as sentiment classification, name entity recog...

Posted on January 26, 2025 at 05:37 PM

DuckDB: an efficient SQL development in Python

After a few weeks using DuckDb to develop product, particularly to handle complex data processing logic (e.g. multiple table join, condition, group, expand, cross-database operation, ...), I like...

Posted on January 19, 2025 at 12:32 PM

Resource sharing for AI fintech product development

# Fintech product development collection - Common financial risk and performance metrics. Used by zipline and pyfolio, [empyrical](https://github.com/quantopian/empyrical/tree/master) - Pytho...

Posted on January 18, 2025 at 12:19 PM

How to solve aiohttp.ClientSession failure: Client error for XXX: Can not write request body for API_URL

aiohttp_ClientSession_issue Investigate aiohttp.ClientSession randomly failure when batch calling APIs, e.g. Client error for XXX: Can not write request body for API_URL What is the issue? ...

Posted on January 12, 2025 at 02:40 PM

AGI, I don’t expect what I can see.

AGI, not PR AGI, is not possible, at least in next years. But text, vision, multi-modal foundation models make it easy to develop AI/ML based applications using domain knowledge to tailor llm to ...

Posted on January 07, 2025 at 09:20 PM

Remote conntection disconnected in FastAPI server

When I develop LLM agent based service (e.g. call openAI api async) using multiple workers to parallel processing large requests, I use uvicorn in APP code to start multiple workers. In server si...

Posted on November 21, 2024 at 09:26 PM

Daily update signal forecasting for QQQ [Update 2024-11-26]

Currently I am working on FinAgent, leverage LLM to analyze historical price, LLM agent, reflection, and reinforcement learning to forecast signal for stock. After doing a lot experiments using a...

Posted on November 20, 2024 at 10:43 PM

LLM in finance: paper collection

Based on preliminary results, LLM + agent + reflection looks positive in stock market information fusion and signal prediction. The following are paper list collected. FinLlama: Financial Sen...

Posted on August 16, 2024 at 07:41 AM

Summary of overseas scholarship for Singaporean and PR in Singapore

There are many scholarships available for Singaprean and PR to support students to pursue undergraduate study in local or overseas, which scholarships are from government and industry (Famous com...

Posted on July 10, 2024 at 10:38 PM

Why your fastapi response slow, even after increasing computing resource

FastAPI is a poppolar framework to build API service. It is easy to use, fast and support async requests. FastAPI support multiple workers and parallel high volume (middle level) requests. But wh...

Posted on July 07, 2024 at 10:38 PM

How to install Phi-3-vision 128k onnx

Open-source LLMs (text modality) are involution and competitive among the AI companies. There are also quantization optimized small LLMs available (e.g. llm.cpp, ollama), which are running realti...

Posted on June 17, 2024 at 06:02 PM

How to patch Python project into executable command

It is not easy to deploy a Python project in cross-platform and cross-machine. You need spend time to prepare requirements.txt and solve the package version conflict. If project can be processed ...

Posted on May 30, 2024 at 10:38 PM

Fix error when install ta-lib:

ta-lib is a popular open-source to calculatte technical analysis indicators in finace anaylysis. But when you install pip installl ta-lib The following error occurs ERROR: Could not build w...

Posted on May 07, 2024 at 10:07 PM

Competitive intelligence in e-commerce: all about product pricing and assortment

In the current e-commerce market, competitio is brutal, particularly in southeast asia market, where the resident income is very low. Low price is at the top priority in online shopping. As more ...

Posted on May 05, 2024 at 05:53 PM

Role-play AI agent

AI agent is amazing, promising, and useful in many business scenaria. With the increasing capability of large language model such as ChatGPT-4 and opensource models such as Llama3, it beccomes ea...

Posted on April 19, 2024 at 10:42 PM

Collection of prompt engineering

Prompty engineering is a critical part in developing AI agent. To make AI function as a particular role, e.g. insuarance salesman, insurance buyer, math teach, ....., it is necessary to write the...

Posted on April 19, 2024 at 10:17 PM

Resource collection of finance LLM

Finance knowledge graph [Github] Financial Knowledge Graphs: small scale of financial knowledge graph, download stock data, visualize graph [Github] Dynamic Knowledge Graph with Large Languag...

Posted on April 18, 2024 at 05:51 PM

MLOps roadmap 2024

The original content is in MLOps roadmap 2024, a wonderful article. I summarize the key points in the post for my reference. ID Description Resources 1 Programming- Python & IDE- Bas...

Posted on April 09, 2024 at 04:49 PM

sympy: a python package for symbolic computation

Do you still remember how to calculate difference, gradient, limit, ... in mathematic? if you forget, never mind. Here is a python package to help you. What you need: know python programming and ...

Posted on April 06, 2024 at 12:18 PM

2024 salary guide (DE, DS,AI) in Singaore

2024 salary guide (thanks recruiter firm sharing) in Singapore. In the report, it predicts demand in AI is increasing. Similarly, in US market, the stocks of AI relevant companies rocket to t...

Posted on April 05, 2024 at 10:38 AM

Singapore AI government resources

The post is credited to LinkedIn https://www.linkedin.com/feed/update/urn:li:activity:7178299726792978432/, shared here as a record. 1. AI Verify Framework🔗 https://lnkd.in/dzKG8ycs 2. Nation...

Posted on March 26, 2024 at 10:27 PM

How to draw animation graph using Graph.io

I often read the posts shared in LinkedIn, which contain the amazing animation graph. So I am thinking how do I also draw it? Previously, I shared a post, Draw.io, a beautiful tool to draw graph ...

Posted on March 22, 2024 at 11:28 AM

How to read annual report

The content in the followinbg is from a post in Linkedin author , Pieter Slegers. It is interesting to share. The 6-step framework from Aswath Damodaran You can steal it here: Have clear ...

Posted on March 21, 2024 at 10:58 PM

Fine-tuning Whisper model for speech recognition

Although OpenAI open-sourced multi-lingual Whisper model, https://github.com/openai/whisper, achived the state-of-art results in the benchmark dataset, there are many scenaria the pretrained mode...

Posted on March 18, 2024 at 10:04 PM

Document summarization and question-answering on document -LLM + LangChain

It is known that large language model (LLM) based chat can answer any query with satisfied accuracy. But when ask questions about the fact, in particular the fact is the latest reported and is no...

Posted on March 10, 2024 at 11:57 PM

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