# Dhdna Profiler

> Extrae patrones cognitivos y la huella de pensamiento de cualquier texto: analiza cómo razona su autor, su estilo cognitivo y su firma de decisión, y permite comparar estilos de pensamiento entre personas.

Fuente: https://skillsagentes.com/skills/k-dense-ai/scientific-agent-skills/dhdna-profiler
Markdown: https://skillsagentes.com/skills/k-dense-ai/scientific-agent-skills/dhdna-profiler.md

Repositorio: https://github.com/K-Dense-AI/scientific-agent-skills
Autor: K-Dense-AI
Licencia: MIT license
Actualizado: el mes pasado
Coste de contexto: 143 tok instalada, 2.9k tok al activarse, 3.7k tok con todos los archivos del bundle
Bundle: 2 archivos, 14 KB
Permisos que pide: read write

## Instalación

Un skill son archivos markdown: los mismos archivos valen para cualquier agente y lo único que cambia es el directorio de destino, es decir la bandera `--agent`. Añade `-g` para instalarlo en todos los proyectos de la máquina.

```bash
# Claude Code
npx -y skills add K-Dense-AI/scientific-agent-skills --skill dhdna-profiler --agent claude-code
# Cursor
npx -y skills add K-Dense-AI/scientific-agent-skills --skill dhdna-profiler --agent cursor
# Codex
npx -y skills add K-Dense-AI/scientific-agent-skills --skill dhdna-profiler --agent codex
# Gemini CLI
npx -y skills add K-Dense-AI/scientific-agent-skills --skill dhdna-profiler --agent gemini
# Windsurf
npx -y skills add K-Dense-AI/scientific-agent-skills --skill dhdna-profiler --agent windsurf
# Cline
npx -y skills add K-Dense-AI/scientific-agent-skills --skill dhdna-profiler --agent cline
```

## Qué hace

- Puntúa un texto en las 12 dimensiones cognitivas del framework DHDNA: profundidad analítica, rango creativo, procesamiento emocional, etc.
- Identifica el patrón dominante, el patrón sombra y las tensiones entre pares de dimensiones opuestas
- Determina la topología de razonamiento (lineal, espiral, red, dialéctica, fractal) y la huella de decisión del autor
- Compara los perfiles cognitivos de dos o más autores y sintetiza dónde convergen y divergen
- Genera un informe estructurado con puntuaciones, citas de evidencia y síntesis narrativa

## Cuándo usarla

- El usuario quiere analizar cómo piensa alguien o su estilo cognitivo a partir de un texto
- Se pide un perfil cognitivo, un patrón de pensamiento o comparar el estilo de pensamiento entre personas
- El usuario aporta un texto y quiere entender los patrones de razonamiento o el estilo de decisión de su autor
- Se pide perfilar el propio pensamiento del usuario a partir de la conversación, con su permiso explícito

## Cuándo no

- No usarlo para decisiones consecuentes sobre una persona: contratación, ascensos, admisión, ámbito clínico, disciplinario o crediticio

## Qué la activa

- "Analiza el estilo de pensamiento del autor de este texto"
- "¿Cuál es mi patrón cognitivo según esta conversación?"
- "Compara cómo razonan estas dos personas a partir de sus textos"
- "Dame un perfil DHDNA de este ensayo"

## Archivos

- SKILL.md — 11 KB
- references/advanced-profiling.md — 3 KB

## SKILL.md

Reproducido tal cual desde K-Dense-AI/scientific-agent-skills bajo MIT license. Esta sección es el documento original y está en inglés.

# DHDNA Profiler — Cognitive Pattern Extraction

A structured system for extracting the cognitive fingerprint of any text's author. Based on the Digital Human DNA (DHDNA) framework — the theory that every mind has a unique signature pattern expressed through how it reasons, decides, values, and communicates.

Published research: [DHDNA Pre-print (DOI: 10.5281/zenodo.18736629)](https://doi.org/10.5281/zenodo.18736629) | [IDNA Consolidation v2 (DOI: 10.5281/zenodo.18807387)](https://doi.org/10.5281/zenodo.18807387)

## Core Concept

Just as biological DNA encodes physical identity through base pairs, Digital Human DNA encodes cognitive identity through thinking patterns. Every person's combination of analytical depth, creative range, emotional processing, strategic thinking, and ethical reasoning creates a **unique cognitive signature** — as distinctive as a fingerprint.

The profiler doesn't judge thinking as "good" or "bad." It maps the topology of how a mind works.

## The 12 Cognitive Dimensions

When profiling text, score each dimension on a 1–10 scale based on evidence in the text:

| #   | Dimension                | What It Measures                                                 | Low Score (1-3)                    | High Score (8-10)                           |
| --- | ------------------------ | ---------------------------------------------------------------- | ---------------------------------- | ------------------------------------------- |
| 1   | **Analytical Depth**     | Logical rigor, structured reasoning, causal chains               | Intuitive, holistic, pattern-based | Systematic, proof-oriented, precise         |
| 2   | **Creative Range**       | Novelty of connections, metaphor use, lateral thinking           | Conventional, incremental          | Paradigm-breaking, cross-domain synthesis   |
| 3   | **Emotional Processing** | Emotional vocabulary, empathy signals, affect integration        | Detached, clinical                 | Emotionally rich, feeling-integrated        |
| 4   | **Linguistic Precision** | Vocabulary sophistication, sentence architecture, rhetoric       | Simple, direct                     | Architecturally complex, nuanced            |
| 5   | **Ethical Reasoning**    | Values signals, fairness concern, consequence awareness          | Pragmatic, outcome-focused         | Principle-driven, justice-oriented          |
| 6   | **Strategic Thinking**   | Long-term planning, competitive awareness, resource optimization | Tactical, reactive                 | Multi-move, game-theoretic                  |
| 7   | **Memory Integration**   | Reference to past experience, historical patterns, continuity    | Present-focused                    | Deep historical awareness, precedent-driven |
| 8   | **Social Intelligence**  | Audience awareness, perspective-taking, relational framing       | Self-referential                   | Deeply other-aware, coalition-building      |
| 9   | **Domain Expertise**     | Technical depth, specialized knowledge, jargon confidence        | Generalist                         | Deep specialist                             |
| 10  | **Intuitive Reasoning**  | Gut-feel signals, heuristic shortcuts, pattern leaps             | Methodical, step-by-step           | Leap-of-faith, insight-driven               |
| 11  | **Temporal Orientation** | Time-horizon of thinking — past, present, or future focus        | Present-anchored                   | Time-spanning, historical-to-futurist       |
| 12  | **Metacognition**        | Self-awareness of own thinking, uncertainty acknowledgment       | Unreflective                       | Deeply self-aware, thinks about thinking    |

### The 6 Tension Pairs

Dimensions exist in tension — high scores on one often correlate with lower scores on its pair. These tensions ARE the cognitive signature:

| Pair           | Tension                    | What It Reveals                                                        |
| -------------- | -------------------------- | ---------------------------------------------------------------------- |
| DIM 1 ↔ DIM 10 | Analytical ↔ Intuitive     | Logic vs. Gut — how the mind reaches conclusions                       |
| DIM 3 ↔ DIM 6  | Emotional ↔ Strategic      | Heart vs. Head — what drives decisions                                 |
| DIM 2 ↔ DIM 5  | Creative ↔ Ethical         | Freedom vs. Framework — innovation within or beyond rules              |
| DIM 4 ↔ DIM 12 | Linguistic ↔ Metacognitive | Expression vs. Self-Awareness — external craft vs. internal reflection |
| DIM 7 ↔ DIM 11 | Memory ↔ Temporal          | Past vs. Time Itself — experience vs. time-horizon                     |
| DIM 8 ↔ DIM 9  | Social ↔ Domain            | Breadth vs. Depth — people skills vs. technical mastery                |

## How to Profile

### Phase 1 — Evidence Collection

Read the text carefully. For each dimension, identify **specific textual evidence**:

- Direct quotes that demonstrate the dimension
- Structural patterns (how arguments are built)
- What's present AND what's absent (gaps reveal as much as content)
- Recurring patterns across multiple passages

### Phase 2 — Scoring

For each of the 12 dimensions:

1. Score 1-10 based on evidence
2. Cite the strongest textual evidence for that score
3. Flag confidence level: HIGH (multiple clear signals), MEDIUM (some signals), LOW (inferred)

### Phase 3 — Pattern Synthesis

After scoring, identify:

**Dominant Pattern:** The 2-3 highest-scoring dimensions — this is the mind's "home base"

**Shadow Pattern:** The 2-3 lowest-scoring dimensions — this is where the mind doesn't naturally go

**Signature Tensions:** Which tension pairs show the widest gap? These define the cognitive style more than any individual score.

**Reasoning Topology:** How does the mind move through ideas?

- Linear (A → B → C → conclusion)
- Spiral (approaches the same idea from multiple angles, each time deeper)
- Web (connects disparate domains into synthesis)
- Dialectic (thesis → antithesis → synthesis)
- Fractal (same pattern at micro and macro levels)

**Decision Fingerprint:** When facing choices, does this mind:

- Analyze first, then decide? (Analytical-dominant)
- Feel first, then rationalize? (Emotional-dominant)
- Envision the outcome first, then work backward? (Strategic-dominant)
- Question the question itself? (Metacognitive-dominant)

### Phase 4 — Profile Output

Present the profile as:

```
═══════════════════════════════════════════
  DHDNA COGNITIVE PROFILE
  Subject: [Name or "Anonymous"]
  Text analyzed: [N words / N paragraphs]
  Confidence: [HIGH / MEDIUM / LOW]
═══════════════════════════════════════════

DIMENSION SCORES:
  1. Analytical Depth ···· [█████████·] 9/10
  2. Creative Range ······ [███████···] 7/10
  ... (all 12)

TENSION MAP:
  Analytical ████████░░ ↔ ░░████████ Intuitive
  Emotional  ███░░░░░░░ ↔ ░░░░░░████ Strategic
  ... (all 6 pairs)

DOMINANT PATTERN: [Top 2-3 dimensions]
SHADOW PATTERN: [Bottom 2-3 dimensions]
REASONING TOPOLOGY: [Linear / Spiral / Web / Dialectic / Fractal]
DECISION FINGERPRINT: [Analyze-first / Feel-first / Envision-first / Question-first]

NARRATIVE SYNTHESIS:
[2-3 paragraph natural language description of how this mind works,
what makes it distinctive, and what it might miss]

KEY QUOTES:
[3-5 most revealing quotes with dimension attribution]
═══════════════════════════════════════════
```

## Comparison Mode

When the user provides two or more texts from different authors, produce individual profiles and then a **comparison synthesis**:

- Where do the minds converge? (shared high dimensions)
- Where do they diverge? (opposing scores on the same dimension)
- Which tension pairs would create productive disagreement?
- If these minds were in a room together, what would the conversation look like?

## Self-Profile Mode

If the user asks to profile their own thinking (using the conversation history as text), be transparent:

- **Ask before reading back through the conversation.** Say what you intend to use as source
  material and wait for an answer. Prior turns were written for a different purpose, and mining
  them for psychological inference is not something to do silently.
- Score based on the conversation so far
- Acknowledge that conversational text may not represent the full range
- Note that people often think differently when writing for an AI vs. writing for humans
- Offer to re-profile if the user provides other writing samples

## Consent and Scope

This skill infers personal cognitive and psychological attributes. That is a different thing from
summarizing a document, and the boundaries matter:

- **Profile the text the user brings you for the current request.** Do not go looking for more
  material about the same author — other files, earlier sessions, or anything you happened to read.
- **A profile of a third party is speculative and must say so.** When the author is someone who is
  not in the conversation and has not agreed to be analyzed — a colleague from a forwarded email, a
  candidate from an application, an author from a paper — label the output as an inference from one
  text sample, not a finding about that person.
- **Decline profiling that feeds a consequential decision about someone.** Hiring, promotion,
  admission, clinical, disciplinary, or credit decisions are out of bounds; this framework has no
  validation supporting that use, and a 1–10 cognitive score reads as far more authoritative than
  it is.
- **Everything stays local to the session.** Profiles are not written anywhere the user did not ask
  for and are not sent to any service.

## What This Is NOT

- Not a personality test (MBTI, Big Five, etc.) — those measure behavioral tendencies, DHDNA measures cognitive architecture
- Not a judgment of intelligence — a chess grandmaster and a poet may score very differently but both demonstrate profound cognitive capability
- Not static — a person's DHDNA evolves as they learn, experience, and grow. A profile is a snapshot, not a destiny.

## Built By

[AHK Strategies](https://ahkstrategies.net) — AI Horizon Knowledge
Full platform: [themindbook.app](https://themindbook.app)
Research: [DHDNA Paper (DOI: 10.5281/zenodo.18736629)](https://doi.org/10.5281/zenodo.18736629)

## Dónde encaja

- Categoría: [Investigación](https://skillsagentes.com/categorias/investigacion.md) — Investigación estructurada, búsqueda de fuentes y síntesis.
- Creador: [K-Dense-AI](https://skillsagentes.com/creators/k-dense-ai.md) — 163 skills en el directorio
- [Todas las skills](https://skillsagentes.com/skills.md)
- [Ranking de instalaciones](https://skillsagentes.com/ranking.md)

## Otras skills del mismo repositorio

- [Citation Management](https://skillsagentes.com/skills/k-dense-ai/scientific-agent-skills/citation-management.md): Gestión integral de citas académicas: busca en OpenAlex, PubMed y Google Scholar, extrae metadatos precisos, valida citas y genera entradas BibTeX correctamente formateadas.
- [Scientific Slides](https://skillsagentes.com/skills/k-dense-ai/scientific-agent-skills/scientific-slides.md): Crea decks de diapositivas y presentaciones para charlas de investigación: PowerPoint, presentaciones de conferencia, seminarios, defensas de tesis. Da estructura, plantillas, guía de tiempos y validación visual.
- [Literature Review](https://skillsagentes.com/skills/k-dense-ai/scientific-agent-skills/literature-review.md): Realiza revisiones bibliográficas sistemáticas y completas usando varias bases académicas (PubMed, arXiv, bioRxiv, Semantic Scholar). Genera markdown y PDF con citas verificadas en varios estilos (APA, Nature, Vancouver).
- [Infographics](https://skillsagentes.com/skills/k-dense-ai/scientific-agent-skills/infographics.md): Crea infografías profesionales con Nano Banana Pro AI y refinamiento iterativo inteligente. Usa Gemini 3.6 Flash para revisar la calidad e integra investigación con Perplexity Sonar. Soporta 10 tipos, 8 estilos y paletas para daltonismo.
- [Latex Posters](https://skillsagentes.com/skills/k-dense-ai/scientific-agent-skills/latex-posters.md): Crea pósteres de investigación profesionales en LaTeX con beamerposter, tikzposter o baposter, para conferencias y comunicación científica: layout, colores, columnas múltiples e integración de figuras.

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