LLM Agents

What Is an Agent, Really?
Introduction to LLM Agents
Methodologies and Core Patterns
Candidate Generation and Selection
Critique, Revision, and Acceptance
Planning and Execution
Runtime State, Progress, and Termination
Memory and Selective Recall
Trajectory Search
The Memory Contamination Problem
References and Supporting Papers
Advanced Agents From First Principles 06: Does One Agent Plan, Execute and Judge Its Own Work? Build a Planner-Executor-Critic Architecture
Intelligence Through Execution: The Executable Cognitive Kernel