Day 1 — Monday, July 27, 2026
The anatomy of an agentic system
Week 2 Introduction
30 min- Course Recap
- Week 2 Introduction
- Week Goals & Objectives
Introduction to Agentic Systems
50 min- From using agents to building them
- The anatomy of an agentic system
- Where agentic systems pay off in scientific work (and where they don't)
Building a REACT Loop
50 min- Reason–act loops from first principles
- Tool definitions and calling
- Hands-on: a minimal REACT loop
Hands-On: Extend Your Loop
25 min- Connect your loop to real data
- Handling errors and retries
Team Project Time & Office Hours
60 min- Team project work time
- Office hours — get your questions answered
- Mentoring and hands-on practice
Day 2 — Tuesday, July 28, 2026
Harnesses
Building a Simple Harness
50 min- What a harness does and why it matters
- Wrapping your REACT loop in a harness
- Harness improvement and optimization
Having your Pi and eating it too
50 min- Introduction to Pi
- Building with Pi
- Programmatic Pi use
From Pi to Agent SDKs
50 min- Pi, Claude Agent SDK, Claude Code, LangGraph, LangGraph Deep Agents
- Choosing, using, and expanding
- Injecting skills and tools to your agents
Team Project Time & Office Hours
60 min- Team project work time
- Office hours — get your questions answered
- Mentoring and hands-on practice
Day 3 — Wednesday, July 29, 2026
Monitoring, Observability, and Traces
Data Driven Agentic Systems
50 min- LLM and Agent Telemetry
- Managing agentic metadata
- Traceability configuration and use
LangFuse
50 min- Introduction to LangFuse
- Configuration and Interpretation
- Security
Advanced Agent Ops
50 min- Testing & Evaluation
- LLM as a judge
- Monitoring and alerting
Team Project Time & Office Hours
60 min- Team project work time
- Office hours — get your questions answered
- Mentoring and hands-on practice
Day 4 — Thursday, July 30, 2026
Agents in the real world: data, memory, and security
Agents in the Real World: Data
50 min- Connecting your agents to real data
- Agentic code execution & data analysis: sandboxes
- Trustworthiness and data visibility
- Human-in-the-loop control: where approval gates belong
Memory of all types
50 min- Types of memory
- Storage options
- Context management
- Memory trade offs
Securing Agentic Systems
30 min- Prompt injection and tool poisoning
- Data exfiltration through retrieved content
- Sandboxing, least privilege, and permissioning
Hands-On Implementation: Information Retrieval
25 min- Build your own agentic system
Team Project Time & Office Hours
60 min- Team project work time
- Office hours — get your questions answered
- Mentoring and hands-on practice
Day 5 — Friday, July 31, 2026
Production Agentic Management
The Agent Economy
50 min- How agents spend money
- Total cost of ownership/management of agentic systems
- Tools & strategies for cost management and optimization
Agents in Production
50 min- Common failure modes: anticipating them, detecting them, and resolving them
- Human-in-the-loop and approval workflows in production
- Communicating and capping agent costs
- Iterative improvement
Agents Building Agents
50 min- Build a self-improving agentic system
Team Project Time & Office Hours
60 min- Team project work time
- Office hours — get your questions answered
- Mentoring and hands-on practice