Module agent_optimization 

Agent behavior optimization and learning system

Analyzes metrics from Steps 1-8 to provide guidance on:

• Tool discovery optimization
• Code pattern effectiveness
• Skill recommendations
• Version compatibility predictions

Structs

AgentBehaviorAnalyzer

Analyzes agent behavior from metrics history

AppliedRecovery

Result of applying a recovery pattern

CodePattern

Pattern in code that is associated with failures

FailurePatterns

Patterns of failures and recovery

RecoveryPattern

Pattern for recovering from specific errors

SkillStatistics

Statistics about skill usage patterns

ToolStatistics

Statistics about tool usage patterns