







Notes from a talk I delivered at the 2025 Data + AI Summit, detailing the problem with prompts in your code and how DSPy can make everything better.
Prompt Like a Data Scientist: Auto Prompt Optimization and Testing with DSPy | Towards Data Science
Applying machine learning methodology to prompt building


How to Make Small Language Models Outperform Large Language Models Using DSPy!
How a 3B Language Model Surpasses an 8B Counterpart with DSPy? “In an era where language models (LMs) are revolutionising countless tasks, their potential is only as powerful as we interpret …

Introducing dtoolAI — dtoolAI 0.1.0 documentation
dtoolAI is a Python library to make reproducible AI model training and use easier. The dtoolAI package provides:
The intent pipeline: why most prompt guides miss how people actually use AI
Most prompt guides assume that people interact with AI by carefully authoring prompts. In practice, that is rarely how AI is used. Most…

nobody should type code by hand anymore. here's what's left.
Josh Wulf and I talked loop engineering for four episodes. The models stopped being the constraint a long time ago; what's left is vision, verification and agency. Delete your skill packs, put the whole system under test, and revisit everything that used to be hard.

What Is DSPy? How It Works, Use Cases, and Resources
DSPy is an open-source Python framework that allows developers to build language model applications using modular and declarative programming instead of relying on one-off prompting techniques.
DSPy Notebook - Ax LLM Framework
Import AI 455: AI systems are about to start building themselves.
The first step towards recursive self improvement

Inside ChatGPT: How AI chatbots work
Large language models like ChatGPT use a complicated series of equations to understand and respond to your prompts. Here’s a look inside the system.

make ai speak computer by dottxt @ Nouscon 2024
The 70% problem: Hard truths about AI-assisted coding
A field guide and why we need to rethink our expectations

Ship working code while you sleep with the Ralph Wiggum technique

Stories | Cyrus
Insights, tutorials, and case studies on AI-powered development workflows. Learn how teams use Cyrus with Linear and Claude Code to ship 20x faster.
turantekin/Parrot
Browse code by meaning
reasoncommons.com
Shaping the future of AI interaction by reimagining the mouse pointer

How to Stop AI from Killing Your Critical Thinking | Advait Sarkar | TED
Half Formed Thought