Module: Legion::Extensions::Mesh::Helpers::PreferenceProfile

Defined in:
lib/legion/extensions/mesh/helpers/preference_profile.rb

Constant Summary collapse

DEFAULTS = 
{
  verbosity:       :normal,
  tone:            :professional,
  format:          :structured,
  technical_depth: :moderate
}.freeze
VALID_VALUES = 
{
  'verbosity'       => %i[terse concise normal detailed verbose],
  'tone'            => %i[casual conversational professional formal],
  'format'          => %i[plain structured markdown],
  'technical_depth' => %i[high_level moderate deep implementation]
}.freeze
SOURCE_CONFIDENCE = 
{
  'explicit'            => 1.0,
  'preference_learning' => 0.75,
  'llm_inference'       => 0.65,
  'observation'         => 0.55,
  'personality'         => 0.4,
  'defaults'            => 0.0
}.freeze
INSTRUCTION_MAP = 
{
  verbosity:       {
    terse:    'Keep responses extremely short — one or two sentences max.',
    concise:  'Keep responses brief and to the point.',
    detailed: 'Provide thorough, detailed responses.',
    verbose:  'Be comprehensive and expansive in your responses.'
  },
  tone:            {
    casual:         'Use casual, friendly language.',
    conversational: 'Use a warm, conversational tone.',
    formal:         'Use formal, professional language.'
  },
  format:          {
    plain:    'Use plain text without formatting.',
    markdown: 'Use rich markdown formatting with headers and code blocks.'
  },
  technical_depth: {
    high_level:     'Keep explanations high-level, avoid implementation details.',
    deep:           'Include technical depth and implementation details.',
    implementation: 'Include implementation details, code examples, and edge cases.'
  }
}.freeze
MESH_CACHE_TTL =

1 hour default

3600
OBSERVATION_THRESHOLD = 
20

Class Method Summary collapse

Class Method Details

.cached_mesh_profile(agent_id:, ttl: MESH_CACHE_TTL) ⇒ Object 



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# File 'lib/legion/extensions/mesh/helpers/preference_profile.rb', line 178

def cached_mesh_profile(agent_id:, ttl: MESH_CACHE_TTL)
  @mesh_cache ||= {} # rubocop:disable ThreadSafety/ClassInstanceVariable
  entry = @mesh_cache[agent_id.to_s] # rubocop:disable ThreadSafety/ClassInstanceVariable
  return nil unless entry

  if Time.now - entry[:cached_at] > ttl
    @mesh_cache.delete(agent_id.to_s) # rubocop:disable ThreadSafety/ClassInstanceVariable
    return nil
  end

  entry[:profile]
rescue StandardError => _e
  nil
end

.clear_mesh_cache(agent_id: nil) ⇒ Object 



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# File 'lib/legion/extensions/mesh/helpers/preference_profile.rb', line 193

def clear_mesh_cache(agent_id: nil)
  @mesh_cache ||= {} # rubocop:disable ThreadSafety/ClassInstanceVariable
  if agent_id
    @mesh_cache.delete(agent_id.to_s) # rubocop:disable ThreadSafety/ClassInstanceVariable
  else
    @mesh_cache.clear # rubocop:disable ThreadSafety/ClassInstanceVariable
  end
end

.clear_observations ⇒ Object 



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# File 'lib/legion/extensions/mesh/helpers/preference_profile.rb', line 306

def clear_observations
  @observation_counts    = {} # rubocop:disable ThreadSafety/ClassInstanceVariable
  @observation_signals   = {} # rubocop:disable ThreadSafety/ClassInstanceVariable
  @inferred_preferences  = {} # rubocop:disable ThreadSafety/ClassInstanceVariable
end

.clear_preferences(owner_id:, source: nil) ⇒ Object 



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# File 'lib/legion/extensions/mesh/helpers/preference_profile.rb', line 103

def clear_preferences(owner_id:, source: nil)
  return { cleared: false, reason: :memory_not_available } unless memory_available?

  runner = memory_runner
  result = runner.retrieve_by_domain(domain_tag: "owner:#{owner_id}")
  traces = result[:traces] || []
  traces.each { |t| runner.delete_trace(trace_id: t[:trace_id]) }
  { cleared: true, owner_id: owner_id, source: source, count: traces.size }
rescue StandardError => e
  { cleared: false, reason: :error, message: e.message }
end

.compute_compatibility(profile) ⇒ Object 



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# File 'lib/legion/extensions/mesh/helpers/preference_profile.rb', line 262

def compute_compatibility(profile)
  return nil unless profile.is_a?(Hash) && profile[:personality]
  return nil unless personality_available?

  personality_runner = Object.new.extend(
    Legion::Extensions::Agentic::Self::Personality::Runners::Personality
  )
  result = personality_runner.personality_compatibility(other_profile: profile[:personality])
  { score: result[:compatibility], interpretation: result[:interpretation] }
rescue StandardError => _e
  nil
end

.derive_and_store_observations(owner_id:) ⇒ Object 



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# File 'lib/legion/extensions/mesh/helpers/preference_profile.rb', line 312

def derive_and_store_observations(owner_id:)
  @observation_signals ||= {} # rubocop:disable ThreadSafety/ClassInstanceVariable
  signals = @observation_signals[owner_id] || [] # rubocop:disable ThreadSafety/ClassInstanceVariable
  return if signals.empty?

  inferred = []
  inferred << derive_verbosity(signals)
  inferred << derive_tone(signals)
  inferred << derive_format(signals)
  inferred = inferred.compact

  @inferred_preferences ||= {} # rubocop:disable ThreadSafety/ClassInstanceVariable
  @inferred_preferences[owner_id] = inferred # rubocop:disable ThreadSafety/ClassInstanceVariable

  inferred.each do |pref|
    store_preference(
      owner_id: owner_id,
      domain:   pref[:domain],
      value:    pref[:value],
      source:   pref[:source]
    )
  end
end

.derive_format(signals) ⇒ Object 



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# File 'lib/legion/extensions/mesh/helpers/preference_profile.rb', line 352

def derive_format(signals)
  unique_channels = signals.map { |s| s[:channel] }.uniq
  return nil unless unique_channels.size >= 3

  { domain: 'format', value: 'adaptive', source: 'observation', confidence: 0.55 }
end

.derive_tone(signals) ⇒ Object 



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# File 'lib/legion/extensions/mesh/helpers/preference_profile.rb', line 344

def derive_tone(signals)
  da_count = signals.count { |s| s[:direct_address] }
  da_ratio = da_count.to_f / signals.size
  return nil unless da_ratio >= 0.5

  { domain: 'tone', value: 'conversational', source: 'observation', confidence: 0.65 }
end

.derive_verbosity(signals) ⇒ Object 



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# File 'lib/legion/extensions/mesh/helpers/preference_profile.rb', line 336

def derive_verbosity(signals)
  cli_count = signals.count { |s| s[:channel] == :cli }
  cli_ratio = cli_count.to_f / signals.size
  return nil unless cli_ratio >= 0.5

  { domain: 'verbosity', value: 'concise', source: 'observation', confidence: 0.65 }
end

.erase_partner!(identity:) ⇒ Object 



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# File 'lib/legion/extensions/mesh/helpers/preference_profile.rb', line 115

def erase_partner!(identity:)
  key = identity.to_s
  @observation_counts&.delete(key)    # rubocop:disable ThreadSafety/ClassInstanceVariable
  @observation_signals&.delete(key)   # rubocop:disable ThreadSafety/ClassInstanceVariable
  @inferred_preferences&.delete(key)  # rubocop:disable ThreadSafety/ClassInstanceVariable
  clear_mesh_cache(agent_id: key)

  traces_deleted = 0
  if memory_available?
    runner = memory_runner
    result = runner.retrieve_by_domain(domain_tag: "owner:#{key}")
    traces = result[:traces] || []
    traces.each { |t| runner.delete_trace(trace_id: t[:trace_id]) }
    traces_deleted = traces.size
  end

  { erased: true, identity: key, traces_deleted: traces_deleted }
rescue StandardError => e
  { erased: false, identity: key, reason: :error, message: e.message }
end

.fetch_preference_traces(owner_id:) ⇒ Object 



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# File 'lib/legion/extensions/mesh/helpers/preference_profile.rb', line 239

def fetch_preference_traces(owner_id:)
  return [] unless memory_available?

  traces = memory_runner.retrieve_by_domain(domain_tag: "owner:#{owner_id}")
  traces.select { |t| t[:domain_tags]&.include?('preference') }.filter_map do |trace|
    parse_preference_trace(trace)
  end
rescue StandardError => _e
  []
end

.for_agent(agent_id:, ttl: MESH_CACHE_TTL) ⇒ Object 



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# File 'lib/legion/extensions/mesh/helpers/preference_profile.rb', line 202

def for_agent(agent_id:, ttl: MESH_CACHE_TTL)
  cached = cached_mesh_profile(agent_id: agent_id, ttl: ttl)
  if cached
    return {
      source:        :mesh_cache,
      profile:       cached,
      agent_id:      agent_id,
      compatibility: compute_compatibility(cached)
    }
  end

  profile = resolve(owner_id: agent_id)

  {
    source:        :local,
    profile:       profile,
    agent_id:      agent_id,
    compatibility: compute_compatibility(profile)
  }
rescue StandardError => e
  {
    source:        :local,
    profile:       DEFAULTS.dup,
    agent_id:      agent_id,
    compatibility: nil,
    error:         e.message
  }
end

.inferred_preferences(owner_id) ⇒ Object 



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# File 'lib/legion/extensions/mesh/helpers/preference_profile.rb', line 301

def inferred_preferences(owner_id)
  @inferred_preferences ||= {} # rubocop:disable ThreadSafety/ClassInstanceVariable
  @inferred_preferences[owner_id.to_s] || [] # rubocop:disable ThreadSafety/ClassInstanceVariable
end

.memory_available? ⇒ Boolean

Returns:

  • (Boolean) 


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# File 'lib/legion/extensions/mesh/helpers/preference_profile.rb', line 231

def memory_available?
  defined?(Legion::Extensions::Agentic::Memory::Trace::Runners::Traces)
end

.memory_runner ⇒ Object 



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# File 'lib/legion/extensions/mesh/helpers/preference_profile.rb', line 235

def memory_runner
  Object.new.extend(Legion::Extensions::Agentic::Memory::Trace::Runners::Traces)
end

.observation_counts ⇒ Object 



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# File 'lib/legion/extensions/mesh/helpers/preference_profile.rb', line 297

def observation_counts
  @observation_counts ||= {} # rubocop:disable ThreadSafety/ClassInstanceVariable
end

.parse_preference_trace(trace) ⇒ Object 



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# File 'lib/legion/extensions/mesh/helpers/preference_profile.rb', line 250

def parse_preference_trace(trace)
  payload = trace[:content_payload]
  return nil unless payload.is_a?(String)

  match = payload.match(/domain.*?(\w+).*?value.*?(\w+).*?source.*?(\w+)/)
  return nil unless match

  { domain: match[1], value: match[2], source: match[3], confidence: trace[:confidence] }
rescue StandardError => _e
  nil
end

.personality_available? ⇒ Boolean

Returns:

  • (Boolean) 


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# File 'lib/legion/extensions/mesh/helpers/preference_profile.rb', line 275

def personality_available?
  defined?(Legion::Extensions::Agentic::Self::Personality::Runners::Personality)
end

.preference_instructions(profile:) ⇒ Object 



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# File 'lib/legion/extensions/mesh/helpers/preference_profile.rb', line 136

def preference_instructions(profile:)
  lines = []

  INSTRUCTION_MAP.each do |domain, value_map|
    current = profile[domain]
    default = DEFAULTS[domain]
    next if current == default

    instruction = value_map[current]
    lines << instruction if instruction
  end

  return nil if lines.empty?

  lines.join(' ')
end

.resolve(owner_id:, overrides: nil, personality: nil) ⇒ Object 



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# File 'lib/legion/extensions/mesh/helpers/preference_profile.rb', line 56

def resolve(owner_id:, overrides: nil, personality: nil)
  prefs = DEFAULTS.dup
  sources = Set.new([:defaults])
  custom = {}

  traces = fetch_preference_traces(owner_id: owner_id)
  all_prefs = traces + (overrides || [])

  all_prefs.sort_by { |p| p[:confidence] || SOURCE_CONFIDENCE.fetch(p[:source].to_s, 0.0) }.each do |pref|
    domain = pref[:domain].to_s
    value = pref[:value].to_s
    source = pref[:source].to_s

    if domain.start_with?('custom:')
      custom_key = domain.sub('custom:', '')
      custom[custom_key] = value
      sources << source.to_sym
    elsif VALID_VALUES.key?(domain) && VALID_VALUES[domain].include?(value.to_sym)
      prefs[domain.to_sym] = value.to_sym
      sources << source.to_sym
    end
  end

  prefs.merge(
    personality: personality,
    custom:      custom,
    sources:     sources.to_a,
    resolved_at: Time.now
  )
end

.store_mesh_profile(agent_id:, profile:, source_agent_id:) ⇒ Object 



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# File 'lib/legion/extensions/mesh/helpers/preference_profile.rb', line 155

def store_mesh_profile(agent_id:, profile:, source_agent_id:)
  @mesh_cache ||= {} # rubocop:disable ThreadSafety/ClassInstanceVariable
  @mesh_cache[agent_id.to_s] = { # rubocop:disable ThreadSafety/ClassInstanceVariable
    profile:         profile,
    source_agent_id: source_agent_id,
    origin:          :mesh_transfer,
    cached_at:       Time.now
  }

  if memory_available?
    store_preference(
      owner_id: agent_id,
      domain:   'mesh_profile',
      value:    profile.to_s,
      source:   'mesh_transfer'
    )
  end

  { stored: true, agent_id: agent_id, origin: :mesh_transfer }
rescue StandardError => e
  { stored: false, error: e.message }
end

.store_preference(owner_id:, domain:, value:, source: 'explicit') ⇒ Object 



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# File 'lib/legion/extensions/mesh/helpers/preference_profile.rb', line 87

def store_preference(owner_id:, domain:, value:, source: 'explicit')
  return { stored: false, reason: :memory_not_available } unless memory_available?

  confidence = SOURCE_CONFIDENCE.fetch(source.to_s, 0.5)
  memory_runner.store_trace(
    type:            :semantic,
    content_payload: { domain: domain, value: value, source: source }.to_s,
    domain_tags:     ['preference', "preference:#{domain}", "owner:#{owner_id}"],
    origin:          :direct_experience,
    confidence:      confidence
  )
  { stored: true, domain: domain, value: value, source: source }
rescue StandardError => e
  { stored: false, reason: :error, message: e.message }
end

.update_from_observation(owner_id:, signals:) ⇒ Object 



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# File 'lib/legion/extensions/mesh/helpers/preference_profile.rb', line 281

def update_from_observation(owner_id:, signals:)
  @observation_counts  ||= {} # rubocop:disable ThreadSafety/ClassInstanceVariable
  @observation_signals ||= {} # rubocop:disable ThreadSafety/ClassInstanceVariable

  key = owner_id.to_s
  @observation_counts[key] = (@observation_counts[key] || 0) + 1 # rubocop:disable ThreadSafety/ClassInstanceVariable
  @observation_signals[key] ||= [] # rubocop:disable ThreadSafety/ClassInstanceVariable
  @observation_signals[key] << signals # rubocop:disable ThreadSafety/ClassInstanceVariable

  derive_and_store_observations(owner_id: key) if @observation_counts[key] >= OBSERVATION_THRESHOLD # rubocop:disable ThreadSafety/ClassInstanceVariable

  { updated: true }
rescue StandardError => _e
  { updated: false }
end