Engineering Notes

Engineering Notes

Thoughts and Ideas on AI by Muthukrishnan
22 Oct 2025

A Multi-Agent AI Ecosystem for Self-Improving Software

In the relentless pursuit of robust and secure software, developers have long relied on a combination of automated test...
22 Oct 2025

Building a Multi-Agent Debate System with LangGraph

## Introduction Multi-agent systems are a fascinating area of AI development, where multiple autonomous agents collabo...
21 Oct 2025

Emergence and Self-Organization When Simple Rules Create Complex Intelligence

Discover how simple local interactions between agents can spontaneously produce sophisticated global behaviors—from ant colonies to distributed AI systems.
21 Oct 2025

Make Trade-offs Explicit as a Clarity Multiplier

The most powerful thing you can do as an engineering manager isn't making better decisions—it's making the trade-offs b...
20 Oct 2025

Building Rational Agents with Human-Like Reasoning Using BDI Architecture

Master the BDI architecture pattern that models rational agent behavior through beliefs, desires, and intentions—a bridge between philosophy and practical AI systems.
20 Oct 2025

Engineer the Handoffs Where Most Productivity Dies

Most engineering managers optimize for individual productivity. They focus on hiring great people, improving code quali...
19 Oct 2025

Bellman Equations and Value Functions for Optimal Decision-Making

## Concept Introduction A **value function** V(s) assigns a numerical score to each state s, representing the expected...
19 Oct 2025

Invest in Compounding Leverage

The difference between good engineering managers and exceptional ones isn't how much they do—it's how much compounds ov...
18 Oct 2025

Build Conviction Through Small Bets

The best engineering managers don't make big decisions through perfect analysis—they build conviction through strategic...
18 Oct 2025

Vector Embeddings and Semantic Search as the Foundation of Agent Memory

Master the mathematical and practical foundations of vector embeddings—the technology that enables AI agents to remember, search, and reason over vast knowledge bases.