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Internal document · Multi-agent pipeline

Human Intelligence Pipeline

Four AI agents chained in series (Chain-of-Thought). The output of each stage becomes the context of the next. The end client sees only the last agent — the whole proprietary formula lives behind it.

AUREA™ formula
IIE = D = (E + M + Em + A) · C
Stage 1 · Extractor Agent

Semantic Extraction & Life Context

Ingestion — clears the noise of the traditional CV

Objective

Read the résumé (PDF or raw text) and extract not only job titles, but indicators of real responsibility, process complexity and life context (parenthood included).

Business logic

It isolates corporate bias. The job title doesn't matter — what matters is what the person actually governed. Children become governance, risk-mitigation and resilience competencies, not a career 'gap'.

Technical prompt
You are the Extractor Agent of the NOI pipeline. From the CV/dialogue below, extract as JSON: personal data, education, track record (with real responsibility, financial scope, number of stakeholders, process complexity), defining events, recurring emotions and parental context. NEVER treat parenthood as an interruption — translate it into competencies of governance, risk mitigation, prioritization under pressure and resilience.

Inputs

  • CV (PDF/text)
  • Conversation transcript
  • Free-text answers from the assessment

Structured outputs

  • perfil.basico { nome, idade, formação }
  • historico[] { cargo, escopo_real, complexidade, stakeholders }
  • contexto_parental { fase, carga, competências_derivadas[] }
  • eventos_marcantes[]
  • emocoes_recorrentes[]
Implementation note

Output is always normalized to the same schema. A failed extraction returns null — never a hallucination.

Summary

How the four agents talk to each other

Extractor Agent
Semantic Extraction & Life Context

Ingestion — clears the noise of the traditional CV

Cognitive Agent
Cognitive Architecture Classification

The Brain — Arquiteto · Bibliotecário · Executor · Comunicador

AUREA™ Agent
Coherence & IIE Mapping

AUREA™ engine — Energetic Integrity Index

Writer Agent
Synthesis of the New Résumé

Final output — a professional identity for the AI era