Engineering Notes
Thoughts and Ideas on AI by Muthukrishnan
Tag: Reasoning
Improving Decisions Through Multi-Agent Debate and Deliberation
How AI agents can reach better decisions by arguing with each other—exploring debate protocols, deliberation architectures, and the surprising power of constructive disagreement.Test-Time Compute and o1-Style Reasoning for Scaling Intelligence Through Inference
We're entering a new era of AI capabilities where **how long** an AI thinks matters as much as **how much** it was trai...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.Advanced Problem-Solving with Tree of Thoughts
## 1. Concept Introduction When you solve a simple math problem, you might follow a single, linear sequence of steps. ...Improving Agent Reliability with Plan-and-Solve Prompting
## 1. Concept Introduction Before you cook a complex meal, you read the recipe. Before you assemble furniture, you con...Fusing Reasoning and Action in LLM Agents with ReAct
Welcome to our series on mastering AI agent programming. Today, we're exploring one of the most foundational patterns f...