Claude Code - Week 3
Claude Code as an AI-aided development tool
AI-assisted debugging and root cause analysis
Refactoring and quality improvements
Test-driven development assistance
Security awareness and pattern detection
The baseline experience
Agent has a role but no strict rules
Strong instructions, no task ownership
Who is doing the work
How the work is done
| Scenario | Quality | Speed | Risk |
|---|---|---|---|
| No Agent / No Skill | Low | Fast | High |
| Agent Only | Medium | Medium | Medium |
| Skill Only | Medium | Slow | Medium |
| Agent + Skill | High | Fast | Low |
Fix symptom, not root cause
Overhead > Benefit
Quick one-liners don't need structure
Throwaway code, POCs
Learning and discovery phase
Quick questions don't need agents
Focused, goal-oriented work
Reliable, repeatable patterns
Week 4 Topics
Agents working together
Integration in pipelines
AI impact in development