Adaptive Agents

Advanced Agents From First Principles 14: Can Your Agent Learn From Its Own Trajectories Without Learning the Wrong Lessons?
Advanced Agents From First Principles 08: Is Your Agent Spending the Same Compute on Every Task? Build Adaptive Agents That Escalate Only When Needed
Advanced Agents From First Principles 09: Can Your Agent Actually Learn From Previous Runs?
Intelligence Through Execution: The Executable Cognitive Kernel
Compiling Thought: Building a Prompt Compiler for Self-Improving AI
Document Intelligence: Turning Documents into Structured Knowledge