~/talk

Creating Interactive GenAI applications powered by Streamlit, open source LLMs

Talkat XtremePython 2023 · 2023-12-05..12-06· [ai-assisted-development, python]
slides:none on file

Shows a working Streamlit app that pairs the Pieces Python SDK and Pieces OS via WebSocket to call cloud and local LLMs (GPT‑3.5, GPT‑4, Llama 2, Mistral), using the model snapshots and qgp stream output endpoints to generate responses and a README generator that successfully creates markdown from uploaded project files, demonstrating 30 lines of code to spin up a chatbot, relevance‑augmented retrieval (RAG) for file context, and the option to run models locally with quantization and CPU/GPU variants.

AI-written summary · about

  1. 0:00Introduction and welcome
  2. 2:06What is generative AI
  3. 10:57Streamlit for AI apps
  4. 18:41Pieces OS and SDK
  5. 26:06Demo chatbot with Streamlit
  6. 32:07Demo readme generator
  7. 38:12Resources and Q&A
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