pamela fox's blog

How I learn about generative AI

GPT-5: Will it RAG?

Red-teaming a RAG app: gpt-4o-mini v. llama3.1 v. hermes3

Automated repo maintenance via GitHub Copilot coding agent

To MCP or not to MCP?

MCP: Bringing mashups back!

Getting a hysterectomy: My reasons and recovery

Proficient Python: A free interactive online course

Teaching Python with Codespaces

A visual introduction to vector embeddings

Using DefaultAzureCredential across multiple tenants

Use any Python AI agent framework with free GitHub Models

Building a streaming DeepSeek-R1 app on Azure

Evaluating gpt-4o-mini vs. gpt-3.5-turbo for RAG applications

Safety evaluations for LLM-powered apps

Observations: Using Python with DeepSeek-R1

Add browser speech input & output to your app

Running Azurite inside a Dev Container

Making a dev container with multiple data services

My first PyBay: Playing improv with Python

Entity extraction using OpenAI structured outputs mode

My parenting strategy: earn enough $ to outsource

Integrating vision into RAG applications

Making an Ollama-compatible RAG app

Playwright and Pytest parametrization for responsive E2E tests