Take Notes

Technology, knowledge, and inspirations.

OpenAI Scientist Yao Shunyu: O3 Release and RL’s New Paradigm – AI Enters the Second Half

This blog summarizes a speech by OpenAI Agent Researcher Yao Shunyu at CS 224N and Columbia University.

we delve into the transformative ideas presented by OpenAI Agent Researcher Yao Shunyu during his discussions at CS 224N and Columbia University. We Stand at the Midpoint of AI For decades, the crux of AI has revolved around developing innovative training methods and models. This trajectory has …

Dify.ai Tips and Tricks

Tips to Keep Your Wallet Happy

You’ve also jumped on the Dify.ai bandwagon? Smart move! It’s a seriously cool platform for building AI apps. But, like any powerful tool, it can get a little… expensive if you’re not careful. I’ve been playing around with it for a while now, and I’ve picked up a …

2024 Product Hunt Awards

AI stole the show at this year's Product Hunt Awards. Check out the winners and why they are so great.

This year’s Product Hunt Golden Kitty Awards are a love letter to AI—and developers are eating good. From code assistants to synthetic video wizards, tools that blend human creativity with machine speed dominated the rankings. Let’s break down the winners (and why your workflow needs …

AI Website Builders

Check out the best AI-powered website builders and how they work.

AI-powered website creation platforms are revolutionizing how products are built. Tools like Bolt, Lovable, and v0 are capturing the attention of both technical and non-technical users alike. Public data reveals that Bolt has already hit an annualized revenue of 20 million, while Lovable reached 10 …

Deploy Ollama DeepSeek + RAGFlow Locally

Here's how to deploy Ollama DeepSeek and RAGFlow locally to build your own RAG system.

Deploying Ollama DeepSeek and RAGFlow locally allows you to run powerful natural language processing (NLP) models in your own environment, enabling more efficient data processing and knowledge retrieval. Let’s get started. 1. Environment Preparation First, ensure your local machine meets the …

DeepSeek Prompt Tips

Learn how to use DeepSeek to its full potential with these useful prompts to get the best out of it.

Most people are using DeepSeek wrong. After burning the midnight oil testing this thing (and drinking enough coffee to power a small nation), I’ve cracked the code. Forget everything you know about ChatGPT – this is a whole different beast. 1. The Biggest Secret: Ditch the Prompt Templates …

Evaluate a Startup Before Joining

Here are some tips to help you evaluate a startup before joining.

Working in a startup is a great experience, but it’s not always easy to find the right one. Here are some tips to help you evaluate a startup before joining: Deep Understanding of the Founding Team: You can never know too much about the founding team. Are they responsive? Can they accurately …

bolt.diy + deepseek = Free yet Better

Build a free dev environment with bolt.diy and DeepSeek.

bolt.diy is a browser-based full-stack development environment (the open-source community edition of bolt.new) that supports collaborative frontend and backend development, allowing users to run Node.js servers and interact deeply with APIs. Its key advantages include multimodal LLM support (e.g., …

DeepSeek-R1's Innovation

Learn about the innovative features of DeepSeek-R1.

Innovation 1: Chain of Thought Self-Evaluation DeepSeek-R1 introduces a technique called “Chain of Thought (CoT),” which allows the model to explain its reasoning step-by-step. For example, when solving a math problem, it breaks down its thought process into clear steps. If an error …

Useful Cursor Prompts for Big Projects

Learn how to use Cursor to its full potential with these useful prompts.

Claude 3.5 Sonnet paired with Cursor is great for solving small coding problems, but as project complexity increases, the number of interactions required to solve an issue or modify a feature grows significantly, sometimes to the point of being unable to resolve the problem. This calls for more …