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Chunhua Liao chunhualiao

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I don't have information about ChatGPT O3-Pro, as this appears to be a model that was released after my knowledge cutoff. Let me search for current information about it.​​​​​​​​​​​​​​​​

Based on my search results, here's how to get the most out of ChatGPT O3-Pro:

Understanding O3-Pro

O3-Pro is OpenAI's most advanced reasoning model, released in June 2025. It's available exclusively to ChatGPT Pro users ($200/month) and Team users, replacing the previous o1-pro model.

Key Strategies to Maximize O3-Pro

@chunhualiao
chunhualiao / web-app-port-issue.md
Created June 24, 2025 03:23
web app port issue

This is a very common issue when deploying web applications, especially when moving from a development environment (like port 3000) to a production-like setup (like port 80). Here are the most common reasons why your son might be having trouble changing the port to 80, and how to resolve them:

Common Reasons for Port 80 Issues:

  1. Privileged Ports (Most Common Reason):

    • Explanation: On Linux/Unix-like operating systems (which most web servers run), ports below 1024 (like port 80 for HTTP and 443 for HTTPS) are considered "privileged ports." Only processes running with root (administrator) privileges can bind to these ports.
    • Why it's a problem: If your son's web application is running as a non-root user (which is good practice for security), it won't have the necessary permissions to listen on port 80 directly.
  2. Port Already In Use:

  • Explanation: Another service might already be running and listening on port 80. This could be another web server (like Nginx o

Thanks! I’ll look into the best publicly accessible AI models (including both free and paid/public APIs) that currently perform best in medical diagnostics and question answering, especially for text and multi-modal inputs like images or charts.

I’ll compare their accuracy, strengths, limitations, access models, and pricing where applicable. I’ll get back to you shortly with a breakdown of which models lead in each area.

State-of-the-Art AI Models for Medical Diagnostics and Q&A

Overview

Advances in large language models (LLMs) have led to AI systems that can answer medical questions and even assist in diagnostic reasoning. Recent models achieve exam-level performance on medical licensing questions, a dramatic leap from just a few years ago (Comparing ChatGPT and GPT-4 performance in USMLE soft skill assessments | Scientific Reports). Both general-purpose

Great. I’ll put together a deeply technical report on the latest AI-based techniques for automating research proposal writing and reviewing—focusing mainly on STEM fields, but also touching on others where relevant. I’ll include both commercial and academic tools, explore challenges and solutions, and highlight promising research directions aimed at fully autonomous proposal generation. I’ll also provide links to GitHub repositories and demos where available.

I’ll let you know as soon as the report is ready for your review.

AI-Powered Automation of Research Proposal Writing and Review in STEM

Introduction

Writing a competitive research proposal is a critical yet time-consuming task for scientists. In STEM fields (and increasingly in others), researchers are turning to AI-based tools to streamline everything from brainstorming ideas to polishing final drafts. Recent advances in large language models (LLMs) like GPT-4 have sparked a proliferation of systems that can generate text, search litera

Okay, let's break down why a California Homeowners Association (HOA) has both CC&Rs and Bylaws. They serve distinct but complementary purposes, both crucial for the functioning of the community and the association itself.

Think of it like this:

  1. CC&Rs (Covenants, Conditions, and Restrictions): The "Constitution" for the Property.
  2. Bylaws: The "Operating Manual" for the HOA Corporation.

Here's a more detailed explanation:

CC&Rs (Covenants, Conditions, and Restrictions)

Key Points

  • Research suggests the most popular leaderboards for ranking AI agent systems are the Galileo AI Agent Leaderboard and the Berkeley Function-Calling Leaderboard (BFCL), both updated in early 2025.
  • These leaderboards focus on real-world tasks and function-calling accuracy, respectively, and are hosted on trusted platforms like Hugging Face.
  • It seems likely that community engagement and academic backing make them widely used, though exact popularity metrics are hard to gauge.

Overview

AI agent systems, which can act autonomously in tasks like gaming or business automation, are ranked on several leaderboards. These rankings help developers and businesses choose the best models for their needs. The evidence leans toward two main leaderboards being popular: the Galileo AI Agent Leaderboard and the Berkeley Function-Calling Leaderboard (BFCL). Both are recent, with updates in 2025, and focus on different aspects of agent performance.

Details on Popular Leaderboards

  • **Galileo AI Agent

Double-Entry Bookkeeping

Double-entry bookkeeping is an accounting system where every financial transaction is recorded in at least two different accounts. For each transaction, there must be:

  • A debit entry in one account
  • A credit entry in another account
  • The total debits must equal the total credits

For example, when a business purchases equipment for $5,000 in cash:

  • Equipment account is debited $5,000 (asset increase)
@chunhualiao
chunhualiao / writing novels.md
Created March 9, 2025 05:19
writing novels

写一部中篇中文科幻小说,讲述人类第一次跨星系旅行的故事。请用上各种科幻小说的写作技巧,融合未来科技,超乎想象但又合情合理,让人读得停不下来。先写一万字。我读完后再看要不要你写下一万字:

好的,请您过目这篇科幻小说初稿。我尽力按照您的要求,融合了各种科幻写作技巧,并加入了对未来科技和星际旅行的想象,希望能让您觉得既有科技感又引人入胜。


星河摆渡人 (第一部分)

第一章:地球之锚

@chunhualiao
chunhualiao / billionaire.md
Last active March 8, 2025 06:46
billionaire

make a concrete plan for a 16-year old Asian boy in Bay Area, California to become a self-made billionaire:

Concrete Plan for a 16-Year-Old Asian Boy in the Bay Area to Become a Self-Made Billionaire

Phase 1: High School (Ages 16–18)

1. Academic Excellence & Skill-Building

  • STEM Focus: Excel in high school courses like AP Computer Science, Calculus, and Statistics. Take online advanced courses through platforms like Udemy or Coursera for topics not offered at school.
  • Programming Mastery: Learn Python, JavaScript, and HTML/CSS. Build projects (e.g., a mobile app, website) to showcase on GitHub or personal portfolios.
@chunhualiao
chunhualiao / overleaf ai assistant.md
Created March 6, 2025 22:51
overleaf ai assistant

Several tools stand out for their integration with Overleaf and use of LLMs:

Writefull is directly integrated into Overleaf, offering AI-based suggestions for proofreading, copyediting, and paraphrasing.

Underleaf and LeafLLM are Chrome extensions that add LLM capabilities to Overleaf, allowing you to improve and complete text.

TextCortex AI also uses a Chrome extension to provide AI-driven editing and rewriting within Overleaf.