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Named-Role AI Team Orchestration

Production

10 specialized AI roles collaborating like an enterprise engineering department.

Executive Summary Instead of a single model attempting all engineering tasks, StructZero divides cognitive load across 10 specialized roles including Architect, Coder, QA, Security, Ops, and Researcher.

The 10 Specialized AI Roles

graph TD
    UserPrompt[User Goal / Spec] --> Strategist[1. Strategist Role]
    Strategist --> Architect[2. Architect Role]
    Architect --> Designer[8. Designer Role]
    Architect --> Coder[3. Coder Role]
    Coder --> QA[4. QA & Verifier]
    Coder --> DataEng[6. Data Engineer]
    QA --> Security[5. Security Auditor]
    Security --> Ops[7. Ops / DevOps]
    Ops --> Researcher[9. Researcher Role]
    Ops --> Ethicist[10. Ethicist & Compliance]
ROLE 01

Strategist

Classifies incoming requests, sets operational boundaries, and determines execution path complexity.

ROLE 02

Architect

Designs data schemas, module boundaries, system blueprints, and topological dependency order.

ROLE 03

Coder

Generates production source code strictly abiding by AST Project DNA interfaces.

ROLE 04

QA & Verifier

Executes syntax compilation, import resolution checks, and test runner routines.

ROLE 05

Security Auditor

Audits code for injection risks, credential leaks, and permission boundary violations.

ROLE 06

Data Engineer

Manages database queries, migrations, ORM models, and data transfer pipelines.

ROLE 07

Ops / DevOps

Manages container sandboxing, cloud deployment pipelines, and environment variables.

ROLE 08

Designer

Enforces UI design tokens, layout consistency, responsive breakpoints, and glassmorphism styling.

ROLE 09

Researcher

Fetches third-party API documentation, library references, and dependency version specs.

ROLE 10

Ethicist & Compliance

Validates data privacy rules, SAIF compliance, open-source licensing, and audit logging.

Capabilities

Key Features & Technical Pillars

Cognitive Load Distribution

Roles focus strictly on specialized tasks — Coder writes code; Security checks vulnerabilities.

Adversarial Check & Balance

Architect and Reviewer roles cross-examine plans before execution.

Human Operator Control

The system pauses execution for user authorization on critical architectural decisions.

Got Questions?

Frequently Asked Questions

Can users customize model assignments per role?

Yes. You can assign Claude for Architecture, DeepSeek for Code, and Gemini for Security.

Knowledge Graph

Related Knowledge Base Pages

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