Module: Legion::LLM::Inference::Steps::GaiaAdvisory

Includes:
Logging, Legion::Logging::Helper
Included in:
Executor
Defined in:
lib/legion/llm/inference/steps/gaia_advisory.rb

Instance Method Summary collapse

Instance Method Details

#build_partner_context(identity) ⇒ Object

Exposed as a public method so specs can stub it on instances.



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# File 'lib/legion/llm/inference/steps/gaia_advisory.rb', line 77

def build_partner_context(identity)
  unless apollo_local_available?
    log_step_debug(:gaia_advisory, :partner_context_default, reason: :apollo_unavailable)
    return default_partner_context
  end

  log_step_debug(:gaia_advisory, :partner_context_query)
  entries = ::Legion::Apollo::Local.query(
    text:  identity,
    tags:  ['partner'],
    limit: 5
  )

  results = entries.is_a?(Hash) ? (entries[:results] || []) : Array(entries)

  {
    standing:            extract_standing(results),
    compatibility:       extract_compatibility(results),
    recent_sentiment:    extract_sentiment(results),
    interaction_pattern: extract_interaction_pattern(results)
  }
rescue StandardError => e
  handle_exception(e, level: :debug)
  nil
end

#step_gaia_advisory ⇒ Object 



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# File 'lib/legion/llm/inference/steps/gaia_advisory.rb', line 13

def step_gaia_advisory
  unless defined?(::Legion::Gaia) && ::Legion::Gaia.started?
    log_step_debug(:gaia_advisory, :skipped, reason: :gaia_unavailable)
    @warnings << 'GAIA unavailable for pre-request shaping'
    return
  end

  log_step_debug(:gaia_advisory, :request_advisory, message_count: @request.messages.size)
  advisory = ::Legion::Gaia.advise(
    conversation_id: @request.conversation_id,
    messages:        @request.messages,
    caller:          @request.caller
  )

  if advisory.nil? || advisory.empty?
    log_step_debug(:gaia_advisory, :skipped, reason: :empty_advisory)
    return
  end

  enrich_advisory_with_partner_context(advisory)

  calibration_weights = fetch_calibration_weights
  advisory[:calibration_weights] = calibration_weights if calibration_weights

  @enrichments['gaia:advisory'] = {
    content:   advisory_summary(advisory),
    data:      advisory,
    timestamp: Time.now
  }

  if advisory[:system_prompt]
    @enrichments['gaia:system_prompt'] = {
      content:   advisory[:system_prompt],
      timestamp: Time.now
    }
  end

  if advisory[:routing_hint]
    @enrichments['gaia:routing_hint'] = {
      data:      advisory[:routing_hint],
      timestamp: Time.now
    }
  end

  @timeline.record(
    category: :enrichment, key: 'gaia:advisory',
    direction: :inbound, detail: advisory_summary(advisory),
    from: 'gaia', to: 'pipeline'
  )

  record_advisory_meta_to_gaia(advisory)
  log_step_info(
    :gaia_advisory,
    :complete,
    advisory_types:    classify_advisory_types(advisory).join(','),
    has_system_prompt: advisory.key?(:system_prompt),
    has_routing_hint:  advisory.key?(:routing_hint)
  )
rescue StandardError => e
  @warnings << "GAIA advisory error: #{e.message}"
  handle_exception(e, level: :warn, operation: 'llm.pipeline.steps.gaia_advisory')
end