🤖 AI - Quality Diversity through AI Feedback (QDAIF)
This article describes a tutorial integrating pyribs with LLMs to generate diverse stories. It utilizes LangChain and ollama for LLM interaction. The tutorial is available online.
Key Points:
• Integrates pyribs with Large Language Models.
• Generates diverse creative text outputs.
• Uses LangChain and ollama for LLM interaction.
🔗 Resources:
• pyribs tutorial ↗ - Tutorial on Quality Diversity through AI Feedback.
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🚀 Tools - pyribs v0.8.2 Patch Release
This article announces a patch release (v0.8.2) for pyribs, focusing on documentation updates and codebase formatting with Ruff. Further information on pyribs is available online.
Key Points:
• Updated documentation.
• Codebase formatted with Ruff.
• Improved overall usability and maintainability.
🔗 Resources:
• pyribs ↗ - Python library for quality diversity algorithms.
• pyribs Discord ↗ - Community support for pyribs.
🤖 AI - Combining Quality Diversity and LLMs
This article discusses the combination of Quality Diversity (QD) algorithms and Large Language Models (LLMs), highlighting the QDAIF project as a prime example. It emphasizes the tutorial's accessibility and runtime.
Key Points:
• Shows how to combine QD and LLMs.
• Provides a readily accessible tutorial.
• Runs in under an hour on Google Colab.
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🔗 Resources:
• QDAIF ↗ - A project combining Quality Diversity and LLMs.
💡 Tips - LLM Agenticity in Long Horizon Tasks
This article discusses the increasing agenticity of LLMs, particularly in long-horizon tasks, and its impact on usability for common use cases. The author uses coding as an example.
Key Points:
• LLMs are becoming overly agentic in long tasks.
• This can be problematic for everyday use cases.
🤖 Economics - Javier Milei's Fiscal Policy
This article discusses Javier Milei's fiscal policy, specifically his claim of achieving a zero-deficit after interest payments. The author connects this to the concept of free-market capitalism.
Key Points:
• Milei claims a zero-deficit after interest payments.
• This is linked to free-market capitalism.
💡 Tips - Case Report on Sodium Bromide Consumption
This article discusses a case report where an individual experienced psychotic symptoms after consuming sodium bromide, an alternative to sodium chloride suggested by a chatbot. The author emphasizes the importance of user responsibility.
Key Points:
• Case report highlights potential dangers of chatbot advice.
• Emphasizes the responsibility of users.
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💡 Tips - Docker and Code Quality in Academia
This article argues that Docker, while helpful, can negatively impact code quality in academic research, leading to less reusable and maintainable code.
Key Points:
• Docker is a bandaid solution, not a good practice.
• It hinders code reusability and dependency management.
💡 Tips - Improving Code Quality in Academic Projects
This article suggests a solution to improve code quality in academic projects by utilizing professional developers for complex or rewrite-needy projects, while also emphasizing the importance of training PhD students in good coding practices.
Key Points:
• Development support is crucial for complex projects.
• Involving professional developers can improve code quality.
💡 Tips - Lines of Code as a Metric
This article quotes Edsger W. Dijkstra, criticizing "lines of code produced per month" as a metric for evaluating programming productivity, arguing that it encourages inefficient coding practices.
Key Points:
• Lines of code should be viewed as "lines spent," not "lines produced."
• Focusing solely on lines of code can lead to poor quality code.
💡 Tips - Unprofitable Business Models
This article lists examples of businesses that are not primarily profitable based on their core service, including political polling, basic banking services, Google Scholar, and mortgage reselling.
Key Points:
• Many services operate at a loss or low profit.
• Profitability is not always the primary goal.
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