Engineering Notes

Engineering Notes

Thoughts and Ideas on AI by Muthukrishnan
07 Jul 2025

Meet AlphaEvolve the AI That Discovers New Algorithms

An introduction to AlphaEvolve, DeepMind's new AI agent that uses evolutionary search and LLM-driven code synthesis to autonomously discover and optimize algorithms, outperforming human-designed solutions in several domains.
06 Jul 2025

Learning CrewAI in a Step-by-Step Guide with 10 Concepts

A beginner-friendly guide to mastering CrewAI, from basic agents and tasks to advanced multi-agent workflows with tools and custom LLMs.
02 Jul 2025

An Introduction to Context Engineering for AI Code Generation

How to prevent AI coding assistants from generating outdated or deprecated code by using real-time context engineering.
01 Jul 2025

A Developers Guide to Effective AI Coding Agents

Moving beyond basic code completion to a structured, developer-led workflow that harnesses the full potential of AI coding agents.
22 Mar 2025

Deep Research Applications of Modern LLMs Generated through Deep Research

Exploring how modern AI systems are evolving beyond conversational chatbots to become autonomous research agents capable of conducting comprehensive, PhD-level investigations.
01 Jan 1

# World Models: Teaching Agents to Imagine the Future ## Concept Introduction A **world model** is a learned represent...