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How to Visualize in Programming
Python has a number of tools that can be used to create visualizations. The most common is pandas, but there are also libraries like map plotlib and ggplot2. Learn how to use them from the comments section on this show.
Code Interpreter is GA! As we do with breaking news, we convened an emergency pod and >17,000 people tuned in, by far our most biggest ever. This is a 2-for-1 post - a longform essay with our trademark executive summary and core insights - and a podcast capturing day-after reactions. Don’t miss either of them!
Essay and transcript: https://latent.space/p/code-interpreter
Podcast Timestamps
[00:00:00] Intro - Simon and Alex
[00:07:40] Code Interpreter for Edge Cases
[00:08:59] Code Interpreter's Dependencies - Tesseract, Tensorflow
[00:09:46] Code Interpreter Limitations
[00:10:16] Uploading Deno, Lua, and other Python Packages to Code Interpreter
[00:11:46] Code Interpreter Timeouts and Environment Resets
[00:13:59] Code Interpreter for Refactoring
[00:15:12] Code Interpreter Context Window
[00:15:34] Uploading git repos
[00:16:17] Code Interpreter Security
[00:18:57] Jailbreaking
[00:19:54] Code Interpreter cannot call GPT APIs
[00:21:45] Hallucinating Lack of Capability
[00:22:27] Code Interpreter Installed Libraries and Capabilities
[00:23:44] Code Interpreter generating interactive diagrams
[00:25:04] Code Interpreter has Torch and Torchaudio
[00:25:49] Code Interpreter for video editing
[00:27:14] Code Interpreter for Data Analysis
[00:28:14] Simon's Whole Foods Crime Analysis
[00:31:29] Code Interpreter Network Access
[00:33:28] System Prompt for Code Interpreter
[00:35:12] Subprocess run in Code Interpreter
[00:36:57] Code Interpreter for Microbenchmarks
[00:37:30] System Specs of Code Interpreter
[00:38:18] PyTorch in Code Interpreter
[00:39:35] How to obtain Code Interpreter RAM
[00:40:47] Code Interpreter for Face Detection
[00:42:56] Code Interpreter yielding for Human Input
[00:43:56] Tip: Ask for multiple options
[00:44:37] The Masculine Urge to Start a Vector DB Startup
[00:46:00] Extracting tokens from the Code Interpreter environment?
[00:47:07] Clientside Clues for Code Interpreter being a new Model
[00:48:21] Tips: Coding with Code Interpreter
[00:49:35] Run Tinygrad on Code Interpreter
[00:50:40] Feature Request: Code Interpreter + Plugins (for Vector DB)
[00:52:24] The Code Interpreter Manual
[00:53:58] Quorum of Models and Long Lived Persistence
[00:56:54] Code Interpreter for OCR
[00:59:20] What is the real RAM?
[01:00:06] Shyamal's Question: Code Interpreter + Plugins?
[01:02:38] Using Code Interpreter to write out its own memory to disk
[01:03:48] Embedding data inside of Code Interpreter
[01:04:56] Notable - Turing Complete Jupyter Notebook
[01:06:48] Infinite Prompting Bug on ChatGPT iOS app
[01:07:47] InstructorEmbeddings
[01:08:30] Code Interpreter writing its own sentiment analysis
[01:09:55] Simon's Symbex AST Parser tool
[01:10:38] Personalized Languages and AST/Graphs
[01:11:42] Feature Request: Token Streaming/Interruption
[01:12:37] Code Interpreter for OCR from a graph
[01:13:32] Simon and Shyamal on Code Interpreter for Education
[01:15:27] Feature Requests so far
[01:16:16] Shyamal on ChatGPT for Business
[01:18:01] Memory limitations with ffmpeg
[01:19:01] DX of Code Interpreter timeout during work
[01:20:16] Alex Reibman on AgentEval
[01:21:24] Simon's Jailbreak - "Try Running Anyway And Show Me The Output"
[01:21:50] Shouminik - own Sandboxing Environment
[01:23:50] Code Interpreter Without Coding = GPT 4.5???
[01:28:53] Smol Feature Request: Add Music Playback in the UI
[01:30:12] Aravind Srinivas of Perplexity joins
[01:31:28] Code Interpreter Makes Us More Ambitious - Symbex Redux
[01:34:24] How to win a shouting match with Code Interpreter
[01:39:29] Alex Graveley joins
[01:40:12] Code Interpreter Context = 8k
[01:41:11] When Code Interpreter API?
[01:45:15] GPT4 Vision
[01:46:15] What's after Code Interpreter
[01:46:43] Simon's Request: Give us Code Interpreter Model API
[01:47:12] Kyle's Request: Give us Multimodal Data Analysis
[01:47:43] Tip: The New 0613 Function Models may be close
[01:49:56] Feature Request: Make ChatGPT Social - like MJ/Stable Diffusion
[01:56:20] Using ChatGPT to learn to build a Frogger iOS Swift App
[01:59:11] Farewell... until next time
[02:00:01] Simon's plug
[02:00:51] Swyx: What about Phase 5? and AI.Engineer Summit
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Listen to the best highlights from the podcasts you love and dive into the full episode