16.1 Self-Improving Coding Agent | Frontier Systems

Discover how to construct an autonomous, self-improving coding agent using Google ADK and Reflexion loops. In this lesson, you will implement automated unit test execution, iterative self-debugging, and runtime dynamic tool synthesis. Key Takeaways & Architecture Concepts: • Architecting iterative Reflexion loops that capture AST parse errors and stack traces • Implementing sandboxed execution environments for autonomous test-driven self-correction • Enabling dynamic tool synthesis where agents write, validate, and register their own tools • Guardrails and evaluation metrics to ensure safe, deterministic code refinement Links & Resources: 🚀 Create your own personalized AI courses: Download Adsorp at https://www.adsorp.ai #GoogleADK #AIcoding #AutonomousAgents #AgenticWorkflows #ReflexionLoops #SelfImprovingAgents #CodingAgent #SelfDebugging #DynamicToolCreation #AICodeGeneration #AgenticSystems #SoftwareEngineeringAI