learn

Documentation

Index

• type Config
  • func DefaultConfig() *Config
• type Experience
• type Feedback
• type LearnedSkill
• type Manager
  • func NewManager(dataDir string) *Manager
  • func (m *Manager) GetPatterns(minConfidence float64) []*Pattern
  • func (m *Manager) GetRecommendations(task string) []string
  • func (m *Manager) GetSkill(name string) *LearnedSkill
  • func (m *Manager) GetStats() *Stats
  • func (m *Manager) ImproveSkill(skillID string, feedback Feedback) error
  • func (m *Manager) ListSkills() []*LearnedSkill
  • func (m *Manager) Load() error
  • func (m *Manager) RecordExperience(exp Experience) error
  • func (m *Manager) Save() error
• type Pattern
• type Stats

Types

type Config

type Config struct {
	Enabled         bool    `yaml:"enabled"`
	AutoLearn       bool    `yaml:"auto_learn"`        // Automatically create skills
	MinConfidence   float64 `yaml:"min_confidence"`    // Min confidence to suggest
	MaxExperiences  int     `yaml:"max_experiences"`   // Max experience entries
	SkillThreshold  int     `yaml:"skill_threshold"`   // Experiences before creating skill
	PatternMinOccur int     `yaml:"pattern_min_occur"` // Occurrences before pattern
	LearnFromErrors bool    `yaml:"learn_from_errors"` // Learn from failures too
}

Config holds learning configuration

func DefaultConfig

func DefaultConfig() *Config

DefaultConfig returns default learning config

type Experience

type Experience struct {
	ID           string                 `json:"id"`
	Timestamp    int64                  `json:"timestamp"`
	Task         string                 `json:"task"`         // What was requested
	Action       string                 `json:"action"`       // What was done
	Success      bool                   `json:"success"`      // Whether it worked
	ToolsUsed    []string               `json:"tools_used"`   // Tools used
	Skills       []string               `json:"skills"`       // Skills invoked
	Duration     int64                  `json:"duration"`     // Time taken (ms)
	Outcome      string                 `json:"outcome"`      // Result summary
	Patterns     []string               `json:"patterns"`     // Identified patterns
	Improvements []string               `json:"improvements"` // Suggested improvements
	Metadata     map[string]interface{} `json:"metadata"`     // Additional data
}

Experience represents a learned experience

type Feedback

type Feedback struct {
	Success      bool
	Error        string
	Improvements string
}

Feedback represents skill usage feedback

type LearnedSkill

type LearnedSkill struct {
	ID          string   `json:"id"`
	Name        string   `json:"name"`
	Description string   `json:"description"`
	Content     string   `json:"content"`
	Triggers    []string `json:"triggers"`     // What activates this skill
	Examples    []string `json:"examples"`     // Usage examples
	SuccessRate float64  `json:"success_rate"` // Historical success rate
	UseCount    int      `json:"use_count"`
	CreatedAt   int64    `json:"created_at"`
	UpdatedAt   int64    `json:"updated_at"`
	Version     int      `json:"version"` // Iteration number
	Tags        []string `json:"tags"`
}

LearnedSkill represents an auto-generated skill

type Manager

type Manager struct {
	// contains filtered or unexported fields
}

Manager handles the learning loop

func NewManager

func NewManager(dataDir string) *Manager

NewManager creates a new learning manager

func (*Manager) GetPatterns

func (m *Manager) GetPatterns(minConfidence float64) []*Pattern

GetPatterns returns patterns with confidence above threshold

func (*Manager) GetRecommendations

func (m *Manager) GetRecommendations(task string) []string

GetRecommendations returns skill recommendations based on task

func (*Manager) GetSkill

func (m *Manager) GetSkill(name string) *LearnedSkill

GetSkill returns a skill by name

func (*Manager) GetStats

func (m *Manager) GetStats() *Stats

GetStats returns learning statistics

func (*Manager) ImproveSkill

func (m *Manager) ImproveSkill(skillID string, feedback Feedback) error

ImproveSkill improves a skill based on usage

func (*Manager) ListSkills

func (m *Manager) ListSkills() []*LearnedSkill

ListSkills returns all learned skills

func (*Manager) Load

func (m *Manager) Load() error

Load loads the learning state

func (*Manager) RecordExperience

func (m *Manager) RecordExperience(exp Experience) error

RecordExperience records a new experience

func (*Manager) Save

func (m *Manager) Save() error

Save saves the learning state

type Pattern

type Pattern struct {
	ID          string   `json:"id"`
	Name        string   `json:"name"`
	Description string   `json:"description"`
	Regex       string   `json:"regex"`
	Confidence  float64  `json:"confidence"`  // 0.0-1.0
	Occurrences int      `json:"occurrences"` // Times seen
	Actions     []string `json:"actions"`     // Recommended actions
	CreatedAt   int64    `json:"created_at"`
	LastSeen    int64    `json:"last_seen"`
}

Pattern represents a learned pattern

type Stats

type Stats struct {
	TotalExperiences int             `json:"total_experiences"`
	SuccessfulExp    int             `json:"successful_experiences"`
	LearnedSkills    int             `json:"learned_skills"`
	PatternsFound    int             `json:"patterns_found"`
	TopPatterns      []*Pattern      `json:"top_patterns"`
	TopSkills        []*LearnedSkill `json:"top_skills"`
}

Stats returns learning statistics