Skip to content

Instantly share code, notes, and snippets.

View chunhualiao's full-sized avatar
🎯
Focusing

Chunhua Liao chunhualiao

🎯
Focusing
View GitHub Profile
@chunhualiao
chunhualiao / ai co scientist sample results.txt
Last active March 3, 2025 20:07
ai co scientist sample results
2025-02-22 23:12:15,830 INFO log_2025-02-22_23-12-15.txt: Research goal set: Using large language models to generate correct comments from input C++ functions, minimizing halluciations or errors in comments.
2025-02-22 23:12:15,835 INFO log_2025-02-22_23-12-15.txt: Starting a new cycle, iteration 1
2025-02-22 23:12:15,836 INFO log_2025-02-22_23-12-15.txt: Starting a new cycle, iteration 1
2025-02-22 23:12:15,836 INFO log_2025-02-22_23-12-15.txt: LLM generation called with prompt: Research Goal: Using large language models to generate correct comments from input C++ functions, minimizing halluciations or errors in comments.
Constraints: {}
Please propose 2 new hypotheses with rationale.
, num_hypotheses: 2
2025-02-22 23:12:31,169 INFO log_2025-02-22_23-12-15.txt: LLM response: Here are 2 new hypotheses with rationale for using large language models (LLMs) to generate correct comments for C++ functions, minimizing hallucinations and errors:
**Hypothesis 1: Structured Input Representation (e.g., Abstract Synta
@chunhualiao
chunhualiao / contact-legislators.md
Created March 3, 2025 04:30
contact legislators

I'll research smartphone apps and websites that allow U.S. citizens to quickly send comments (support or oppose) to their representatives regarding state or federal legislation. I’ll focus on platforms that:

  • Cover either state or federal legislation (preferably both)
  • Provide pre-written templates for comments while also allowing custom messages
  • Offer additional features such as bill tracking, alerts, and connections to advocacy groups.

I’ll let you know when I have a list of the best options for you.

Apps and Websites for Contacting Your Representatives

Several digital platforms make it easy for U.S. citizens to voice support or opposition to legislation. These tools cover federal (and in some cases state/local) bills, often providing template messages that you can customize, plus extra features like bill tracking, alerts, and integration with advocacy efforts. Below are some notable apps and websites, with their key features, usability, availability, and any advocacy partnerships.

(Due to technical issues, the search service is temporarily unavailable.)

In-Depth Analysis of the Russia-Ukraine War: Root Causes and Pathways to Peace

Historical Context

  1. Pre-Soviet and Soviet Legacies:

    • Kyivan Rus and Imperial Russia: Kyiv's historical role as the cradle of East Slavic civilization fuels Russian claims to cultural kinship. The Cossack Hetmanate’s autonomy and its absorption into the Russian Empire underscore contested sovereignty narratives.
    • Soviet Era: Ukraine’s forced collectivization (1932–33 Holodomor famine) and post-WWII territorial shifts (e.g., Crimea’s transfer in 1954) left deep scars. Soviet policies entrenched ethnic Russian populations in eastern Ukraine and Crimea.
  2. Post-Soviet Transition:

Russia-Ukraine War: Root Causes and Pathways to Peace

Historical Context and Root Causes

The Russia-Ukraine conflict has deep historical roots stretching back centuries, with several key developments contributing to the current crisis:

Shared History and Divergent Paths

  • Ukraine and Russia share cultural, religious, and historical ties dating to Kievan Rus (9th-13th centuries)
  • Ukraine experienced periods under various powers (Polish-Lithuanian Commonwealth, Russian Empire, Soviet Union)
  • Ukrainian national identity developed distinctly, especially in western regions with stronger European connections

Key Points

  • Research suggests the Russia-Ukraine war stems from historical ties, NATO expansion fears, and Ukraine's Western alignment, with controversy over Russia's actions and Western involvement.
  • It seems likely that solutions include cease-fires, territorial compromises, and NATO guarantees, but achieving lasting peace is complex and debated.
  • The evidence leans toward needing international cooperation for short-term conflict resolution and long-term economic and security frameworks.

Historical Context and Root Causes

The Russia-Ukraine war has deep historical roots, with Ukraine part of the Russian Empire and Soviet Union, fostering cultural ties. After 1991, Ukraine's independence clashed with Russia's view of it as within its sphere. Key events include the 2014 annexation of Crimea and support for Donbas separatists, triggered by Ukraine's pro-Western shift, notably the Euromaidan protests ousting a pro-Russian leader. Russia's 2022 invasion, justified by NATO expansion fears, escal

@chunhualiao
chunhualiao / Russia-Ukraine War Solutions.md
Last active March 2, 2025 06:05
Russia-Ukraine War Solutions

Question: One of biggest challenges faced by humanity is: Geopolitical conflicts, particularly state-based armed conflicts, are the top immediate risk for 2025, reflecting heightened tensions in regions like Ukraine and the Middle East. These conflicts can disrupt global cooperation and lead to humanitarian crises, impacting worldwide stability.

Please dig into all relevant research about the root causes of Russia-Ukraine war and find solutions about how the world can stop the war and have lasting peace in Europe:

o1-pro deep research results:

I will conduct in-depth research on the root causes of the Russia-Ukraine war, including historical context, and explore comprehensive solutions for ending the conflict and achieving lasting peace in Europe. The research will incorporate diverse perspectives from academic sources, geopolitical think tanks, and international organizations, addressing both short-term conflict resolution strategies and long-term peacebuilding efforts. I'll provide you with an analysis

Key Points

  • It seems likely that SikuliX and Selenium are suitable open-source tools for automating your training, depending on whether it's web-based or a desktop application.
  • Research suggests SikuliX can handle both types using image recognition and has OCR for reading text, while Selenium is better for web-based trainings.
  • The evidence leans toward needing custom scripts to answer quizzes, which may require programming knowledge.

Tools for Automation

For automating your 5-hour computerized training, you can use open-source tools like SikuliX for general GUI automation or Selenium for web-based trainings. Both can click through next buttons and read text, but answering quizzes might need additional scripting.

Major Lawsuits Challenging the 2020 U.S. Presidential Election Results

After the 2020 U.S. presidential election, the Trump campaign and its allies filed dozens of lawsuits in multiple states and federal courts, contesting various aspects of the election process . Nearly all of these lawsuits were dismissed or withdrawn, often due to lack of evidence or lack of legal standing . Below is a compilation of the major post-election lawsuits, including their case details, claims, evidence, legal arguments, outcomes, and broader implications.

Donald J. Trump for President, Inc. v. Boockvar (Pennsylvania, Federal)

Case Name & Jurisdiction: Donald J. Trump for President, Inc. v. Boockvar, et al., No. 4:20-cv-02078 (M.D. Pa. 2020), filed in the U.S. District Court for the Middle District of Pennsylvania. This case was later appealed to the Third Circuit Court of Appeals (No. 20-3371).

Parties Involved: Plaintiff was the Trump campaign (Donald J. Trump for President, Inc.). Defendants included Pennsylvania Secreta

Great! I'll put together a thorough explanation of how reinforcement learning (RL) has achieved super-human intelligence in various tasks, detailing the mechanisms behind these successes. Additionally, I'll explore the feasibility of achieving artificial general intelligence (AGI) using RL, discussing its limitations, comparisons with other AI paradigms, and potential hybrid approaches that could enhance its capabilities.

I'll get back to you once the research is complete!

Reinforcement Learning Achievements of Super-Human Performance

Reinforcement learning (RL) has driven AI agents to surpass human experts in several challenging domains. Notably, board games like Go, chess, and shogi have been mastered by RL agents at super-human levels. For example, DeepMind’s AlphaGo was the first AI to defeat a world champion Go player in 2016 (Alpha Go | AI REV - a boutique AI consulting company). Its succ

@chunhualiao
chunhualiao / SWE-Lancer.md
Last active February 26, 2025 11:17
SWE-lancer

tell me about SWE-lancer by openai. what types of upwork tasks can be effectively solved by AI based on its results?

Key Points

  • Research suggests AI can effectively solve Upwork tasks like server-side programming, UI/UX, and bug fixes, based on the SWE-lancer benchmark by OpenAI.
  • It seems likely that AI struggles with new feature development and system-wide quality tasks, with lower success rates.
  • The evidence leans toward AI performing better on well-defined tasks, but human oversight may still be needed for complex projects.

Overview of SWE-lancer

SWE-lancer, developed by OpenAI, is a benchmark to test how well AI models can handle real-world software engineering tasks, similar to those on freelancing platforms like Upwork. It includes over 1,400 tasks worth $1 million, covering bug fixes, feature implementations, and more, to see if AI can match human freelancers.