LLMs: Beyond Chat
Using Pydantic and Instructor with OpenAI GPT-4o to use the LLM as a software device for implementing different tasks.
Featured
Building Effective Agents with Pydantic AI
Code examples for Building Effective Agents ported and adapted to use Pydantic AI.
The Narrowing Path
A very brief introduction to language and models and prompting
Grounding LLMs
Everything I learned (so far) about grounding LLMs with retrieval augmented generation to generate output that this accurate and relevant.
Latest
What Can You Learn from the AI Frameworks Mud Fight?
Frameworks won’t save you — focus on what only you can build.
Agents Aren't Always the Answer: The Case for AI Workflows
Achieve high ROI and dependable outcomes by embedding AI innovation within structured workflows.
A Structured Approach to Selecting AI Models for Business-Critical Applications
Confidently select reliable, cost-effective AI models for critical applications using a clear research, shortlist, evaluate framework.
Two Programming-with-AI Approaches
AI coding: Helper or full agent? Both useful, but mixing them directly is risky. Keep workflows separate (project/module level). The future leans towards agent command.