Skip to main content
The DNA Schema is Mega Brain’s core knowledge extraction framework. It organizes expert knowledge into 5 hierarchical layers, from foundational beliefs to actionable methodologies.

The 5 Layers

L1: Philosophies

Core beliefs and worldviewFundamental principles that guide all decisions and behaviors. The “why” behind everything.

L2: Mental Models

Thinking and decision frameworksWays of understanding and interpreting reality. How the expert sees the world.

L3: Heuristics

Practical rules and decision shortcutsQuick decision rules derived from experience. When to act, when to wait, when to pivot.

L4: Frameworks

Structured methodologies and processesComplete systems for solving complex problems. Repeatable approaches.

L5: Methodologies

Step-by-step implementationsDetailed execution plans with specific actions, sequences, and expected outcomes.

Layer Details

L1: Philosophies

Core beliefs that shape everything else. These rarely change and form the expert’s identity.
Alex Hormozi:
  • “Price is a consequence of value” (Confidence: 0.95)
  • “Scale before you optimize” (Confidence: 0.87)
Cole Gordon:
  • “Speed beats perfection in lead response” (Confidence: 0.92)
  • “Qualification is superior to persuasion” (Confidence: 0.89)

L2: Mental Models

Frameworks for understanding how systems work. These shape decision-making.
Alex Hormozi:
  • Value Equation: (Dream Outcome × Probability) / (Time × Effort)
  • Product Ladder: Front End → Back End → High End
JARVIS:
  • Cognitive Opportunity Cost: Every question has a cost in attention
  • Context is King: Information without context is noise

L3: Heuristics

Rapid decision rules and triggers. “If X, then Y” logic.
Cole Gordon:
  • “Respond to leads in less than 5 minutes” (Context: Speed impacts 80% of conversion)
  • “Always anchor before revealing price” (Context: Anchoring defines value perception)
JARVIS:
  • “5 seconds of context saves 5 minutes of confusion”
  • “If it can be automated and is repetitive, it should be automated”

L4: Frameworks

Structured approaches to complex problems. Multi-step systems.
Cole Gordon:
  • SPIN Selling: Situation → Problem → Implication → Need
  • NEPQ: Neuro-Emotional Persuasion Questions framework
JARVIS:
  • SCAN: Status, Context, Action, Next (for updates)
  • DECIDE: Define, Explore, Consider, Identify, Develop, Execute

L5: Methodologies

Detailed step-by-step procedures. Complete execution playbooks.
Alex Hormozi:
  • 30-Day Onboarding Pipeline: Day 1-3 (Welcome), Day 4-7 (Quick Win), Day 8-14 (Core), Day 15-30 (Optimization)
JARVIS:
  • Session Initialization: 5-step startup sequence
  • Self-Improvement Loop: Detect → Analyze → Propose → Implement → Verify → Document

DNA Extraction Process

1

Insight Collection

Extract insights from source materials during Phase 4 of the pipeline
2

Layer Classification

Classify each insight into one of the 5 layers based on abstraction level
3

Confidence Scoring

Assign confidence scores (0.0-1.0) based on evidence strength
4

Source Tracing

Link every DNA element back to source chunks with chunk_id references
5

Cross-Validation

Identify contradictions, reinforcements, and consensus across sources
6

DNA Schema Generation

Compile into YAML DNA schema file for the expert

DNA Schema Structure

DNA in Agent Files

Extracted DNA schemas are used to populate agent minds:
Located in agents/minds/{expert}/DNA-CONFIG.yamlMind clones reason using the expert’s actual DNA extracted from their materials.

Traceability

Every DNA element traces back to source material:
This full traceability allows you to verify any claim by jumping directly to the source material.

DNA Evolution

DNA schemas evolve as new material is processed:
  • New beliefs: Added with source references
  • Contradictions: Flagged for review
  • Reinforcements: Confidence scores increase
  • Refinements: Descriptions become more precise

Using DNA

Query DNA

Use /rag-search to query across all DNA schemas

Agent Reasoning

Mind clones use DNA to reason like the expert

Compare Experts

Theme dossiers show consensus and divergence

Build Playbooks

Compile L4/L5 into operational playbooks

Next Steps

Knowledge Pipeline

See how DNA is extracted in the pipeline

Agents

Learn how agents use DNA for reasoning