This Week I Learned - Week #31 2025
This Week I Learned - * GitHub released its latest coding agent to its Enterprise and Pro+ users: GitHub Copilot Coding Agent. Pipeline/headless agents like GitHub Copilot Coding Agent are built for scale. They integrate with CI/CD pipelines or scheduled jobs, enabling tasks like enforcing standards, migrating code, or updating infrastructure across repositories. While they demand stricter guardrails and detailed specifications upfront, they excel in delivering consistent and repeatable changes without requiring constant oversight for every prompt. * CrewAI is a Python framework for orchestrating role-playing, autonomous AI agents. It is built entirely from scratch—completely independent of LangChain or other agent frameworks. * "LLM system design is its own engineering discipline. We’re past the point where prompt engineering and model fine-tuning are enough. What matters now is composition; how models, tools, memory, and decision logic are structured and or...