Artificial Intelligence › Large Language Models
Getting AI to work in complex codebases
Discussion on the challenges and limitations of using LLMs for code generation in production environments, exploring determinism concerns.
Artificial Intelligence › Large Language Models
Sampling and Structured Outputs in LLMs
Discussion of advanced techniques for constraining LLM outputs using structured generation libraries like Guidance and LLGuidance.
Artificial Intelligence › Large Language Models
AI Agents for Economic Research: A Comprehensive Guide to Building Autonomous Research Systems
A practical guide demonstrating how economists can build sophisticated AI agents for autonomous research tasks using modern frameworks like LangGraph.
Artificial Intelligence › Large Language Models
The Mathematics Behind Large Language Models: A Physics Perspective
How physics training in linear algebra, tensor calculus, and entropy provides the mathematical foundation for understanding LLMs.
Artificial Intelligence › Large Language Models
Reverse Engineering Claude Code: The Secret Sauce Behind Better AI Coding Agents
A deep dive into how Claude Code achieves superior performance through sophisticated prompt engineering and system design patterns.
Artificial Intelligence › Large Language Models
AI's Coding Evolution Hinges on Collaboration and Trust
The future of AI-assisted programming depends less on replacing developers and more on effective human-AI collaboration and understanding when to trust these tools.
Development › Software Engineering
The AI Coding Productivity Myth: Why Shovelware Isn't Flooding the Market
Analysis of why AI coding tools haven't produced the expected flood of low-quality software despite productivity claims.
Artificial Intelligence › Large Language Models
A PM's Guide to AI Agent Architecture: Building Production-Ready Customer Support Systems
A comprehensive guide for product managers on designing AI agent architectures for customer support with practical implementation strategies.
Artificial Intelligence › Large Language Models
The Reality of AI Coding Tools: A Staff Engineer's Honest Assessment of Claude Code
Senior developers share candid experiences with AI coding assistants, revealing both productivity gains and significant limitations.
Artificial Intelligence › Large Language Models
Claude's Data Training Policy Sparks Debate Over AI Companies and User Privacy
Anthropic's decision to train on Claude user data ignites heated discussion about intellectual property rights and AI ethics.