Module: Legion::Extensions::Synapse::Helpers::Confidence

Defined in:
lib/legion/extensions/synapse/helpers/confidence.rb

Constant Summary collapse

VALID_STATUSES = 
%w[active observing dampened].freeze
EVALUABLE_STATUSES = 
%w[active observing].freeze
VALID_ORIGINS = 
%w[explicit emergent seeded].freeze
VALID_OUTCOMES = 
%w[success failed].freeze
STARTING_SCORES = 
{ explicit: 0.7, emergent: 0.3, seeded: 0.5 }.freeze
ADJUSTMENTS = 
{
  success:            0.02,
  failure:            -0.05,
  validation_failure: -0.03,
  consecutive_bonus:  0.05
}.freeze
DECAY_RATE = 
0.998
CONSECUTIVE_BONUS_THRESHOLD = 
50
AUTONOMY_RANGES = 
{
  observe:    0.0..0.3,
  filter:     0.3..0.6,
  transform:  0.6..0.8,
  autonomous: 0.8..1.0
}.freeze

Class Method Summary collapse

Class Method Details

.adjust(confidence, event, consecutive_successes: 0) ⇒ Object 



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# File 'lib/legion/extensions/synapse/helpers/confidence.rb', line 35

def adjust(confidence, event, consecutive_successes: 0)
  delta = ADJUSTMENTS.fetch(event, 0)
  result = confidence + delta
  result += ADJUSTMENTS[:consecutive_bonus] if event == :success && consecutive_successes > CONSECUTIVE_BONUS_THRESHOLD
  new_confidence = clamp(result)
  Legion::Events.emit('synapse.confidence_update', delta: delta, event: event, new_confidence: new_confidence) if defined?(Legion::Events)
  new_confidence
end

.autonomy_mode(confidence) ⇒ Object 



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# File 'lib/legion/extensions/synapse/helpers/confidence.rb', line 48

def autonomy_mode(confidence)
  AUTONOMY_RANGES.each do |mode, range|
    return mode if range.include?(confidence)
  end
  :observe
end

.can_filter?(confidence) ⇒ Boolean

Returns:

  • (Boolean) 


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# File 'lib/legion/extensions/synapse/helpers/confidence.rb', line 55

def can_filter?(confidence)
  confidence >= 0.3
end

.can_self_modify?(confidence) ⇒ Boolean

Returns:

  • (Boolean) 


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# File 'lib/legion/extensions/synapse/helpers/confidence.rb', line 63

def can_self_modify?(confidence)
  confidence >= 0.8
end

.can_transform?(confidence) ⇒ Boolean

Returns:

  • (Boolean) 


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# File 'lib/legion/extensions/synapse/helpers/confidence.rb', line 59

def can_transform?(confidence)
  confidence >= 0.6
end

.decay(confidence, hours: 1) ⇒ Object 



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# File 'lib/legion/extensions/synapse/helpers/confidence.rb', line 44

def decay(confidence, hours: 1)
  clamp(confidence * (DECAY_RATE**hours))
end

.starting_score(origin) ⇒ Object 



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# File 'lib/legion/extensions/synapse/helpers/confidence.rb', line 31

def starting_score(origin)
  STARTING_SCORES.fetch(origin.to_sym, 0.5)
end