Sun, Sep 22, 2024

Weekly Notes and Discoveries | S Anand

Jupyter Lite lets you run Jupyter notebooks in the browser #cloud #future

Piston lets you run Python code via a REST API #python

<link rel="modulepreload"> lets you load and compile modules early! #future #html #prompt-engineering

Non-Negative matrix factorization apparantly aligns to intuition more than K-Means and hence would be a great fit for most cosine-similarity matrices (via Jaidev).

Groq, SembaNova and Cerebras are fast inference models. All appear to be free #gpu

The skills required to vet the AI's response is the same skillset used to vet a Pull Request. It's a good way to teach code review. Source: My personal guide for developing software with AI #ai-coding

E2E is a cheap GPU hosting provider for India. About Rs 100/hr for a V100 16GB #gpu #hosting

Jetson NVIDIa is like Raspberry Pi with a GPU! But it's expensive. #gpu

Sarvam.ai offers Indic text to speech #speech-to-text #tts #voice-cloning

Ollama 0.2 can handle concurrent requests with only a little additional memory. (So can vLLM and DeepSpeed.) #llm-ops

Prompt engineering for code generators: #code-agents #dev #future #markdown #prompt-engineering #write
- Claude Artifacts Prompt
- Val.Townie system prompt. Good example of how to create
- Cursor editing
- Cursor debugging
- Cursor conversation

XML tags seem best to structure prompts across LLMs. #code-agents #llm-ops #markdown #prompt-engineering
- Claude
- OpenAI
- Gemini

Instructor prompts by Ethan Mollick help teach better #future #lesson

Segmind's Hallo lets you animate a face to an audio clip #speech-to-text #voice-cloning

VoidEditor aims to be an open source Cursor alternative #future

Video of ChatGPT o1 + mini reproducing the methodology of a paper by writing the code - in 6 iterations. Here's the repo. Prompts: #chatgpt
1. You are a Python and Astrophysics expert who is tasked with helping me on my research project. Please read the following methods section of this research paper and re-create the Python code described.
2. Thank you, this code looks really nice. I don't have any actual data or noise cube ready at the moment, but could you please generate some test data that can be used in the code you just wrote: {CODE}
3. Hi. thank you for writing the code! Unfortunately, it seems that I get an error when I try to run it. I've attached the error message below, can you please refine the code so that the error is resolved? {ERROR}
4. Thank you, but when attempting to run the code that you provided, I received the following error: {ERROR}
5. Hello, thank you for the code. but now I get the following error pasted below: {ERROR}
6. Thank you, I think we are getting close to a final solutiom I still get an error, which I've pasted below: {ERROR}

Prompt engineering tip: Tell LLMs another AI wrote code. Else they will agree with you! #ai-coding #automation #code-agents #future #llm-ops #prompt-engineering