AI agent intensive course
Source: Dev.to
Course Journey Summary
The Google × Kaggle 5‑Day AI Agents Intensive Course was a transformative learning experience that moved the author beyond basic AI concepts.
Key Takeaways by Day
Day 1 – Agent Fundamentals
Established that AI agents are autonomous systems that observe, think, act, and learn, introducing concepts like Agent Loops, Environments, and Reasoning Systems.
Day 2 – Tools, Memory & Autonomy
Focused on enhancing agent capabilities, demonstrating how Tools and Memory enable agents to learn from experience and perform complex, multi‑step actions.
Day 3 – Multi‑Agent Systems (Favorite Day)
Explored the powerful concept of multiple agents collaborating as a team (e.g., planner, researcher, coder), opening up many real‑world application ideas.
Day 4 – Architectures & Evaluation
Delved into the engineering aspects, covering the ReAct architecture, tool‑using agents, planning loops, and essential evaluation pipelines.
Day 5 – Capstone Project
The author built a simple Study Planner Agent that prioritizes tasks, generates personalized plans, and tracks progress, significantly boosting confidence in practical application.
Core Realizations
- Agents are not the same as chatbots.
- Multi‑step reasoning, the combination of Memory + Tools, and Multi‑agent collaboration are the foundations of true autonomy and the future of AI.
Future Plans
Inspired by the course, the author plans to build more complex agent systems, specifically:
- A multi‑agent coding assistant
- A travel planning agent
- A learning assistant for students