Technical Reference · Mentis Console Architecture

Mentis Console Technical Architecture

A 16-Core constitutional AI engineering platform. Each core is a specialist intelligence domain. All cores operate under a 5-layer constitutional governance framework with SHA-256 cryptographic evidence chains.

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16 Intelligence Cores

Each core has a defined cognitive domain. No core operates outside its boundary. Together they cover the full spectrum of enterprise software engineering.

C-01

Builder Core

Full-stack development — application logic, component architecture, data flows

C-02

Security Core

Threat modelling, penetration testing patterns, vulnerability assessment

C-03

DevOps Core

Infrastructure, CI/CD pipelines, deployment governance

C-04

Systems Core

Low-level performance, concurrency, memory optimization

C-05

FinOps Core

Cost tracking, budget enforcement, cloud spend optimization

C-06

Compliance Core

Regulatory mapping, certifications, policy alignment (EU AI Act, HIPAA, SOC 2)

C-07

Debugging Core

Root cause analysis, incident response, failure pattern recognition

C-08

Architecture Core

System design, scalability patterns, distributed systems

C-09

UI/UX Core

Design systems, accessibility standards, interaction patterns

C-10

Audit Core

Evidence verification, gap detection, compliance evidence generation

C-11

Documentation Core

Technical documentation, runbooks, knowledge graph construction

C-12

Testing Core

Test generation, coverage enforcement (70%+ target), QA automation

C-13

Data Engineering Core

Schema design, migrations, ETL pipelines, data governance

C-14

ML/AI Core

Model training patterns, MLOps, AI system evaluation

C-15

Research Core

Technology research, competitive intelligence, architecture validation

5-Layer Constitutional Governance

Every Core operates under a 5-layer constitutional enforcement architecture. Governance is structural — it cannot be bypassed or configured away.

Phase Authority Stack

Defines which governance laws apply per execution phase. No phase can inherit laws from another phase.

Routing Policy Enforcer

Enforces read/write boundaries per component. A Core cannot access data outside its declared domain.

Fail-Closed Evaluator

Any governance violation triggers an immediate HALT. The system never proceeds on a boundary breach.

Human Oversight Gate

Mandatory human review at all high-stakes decision points. Cannot be bypassed or configured away.

SHA-256 Evidence Chain

Cryptographic fingerprint on every output. Full lineage from input to final artifact — tamper-evident at every step.

Every action in Mentis Console is SHA-256 hash-chained, tenant-scoped, and fail-closed on violation.

Full governance architecture

Peer-Reviewed Validation

Six independent research papers validate the modular architecture underlying Mentis Console.

MIT + Nature Communications, 2025

Modular Agentic Planner (MAP)

→ Mentis Console's governing orchestrator above 16 specialist Cores is the architectural implementation of the validated PFC model.

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MIT CSAIL — Liu, Gan & Tegmark

Brain-Inspired Modular Training (BIMT)

→ Specialist Cores are not an engineering preference. They are the mathematically optimal architecture for complex multi-domain tasks.

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EPFL · MIT · Harvard — MiCRo

Mixture of Cognitive Reasoners

→ Mentis Console's 16 Cores each map to a specialist cognitive domain. The architecture is the performance mechanism.

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Berkeley — Alpha Framework, 2025

Governed Modular Orchestration in Safety-Critical Systems

→ Constitutional governance in engineering workflows is not theoretical — Berkeley is already deploying it in high-stakes physical infrastructure.

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Numenta — Thousand Brains Project, 2024

Cortical Column Architecture

→ 16 Cores communicating through a constitutional protocol under a meta-orchestrator IS the mammalian neocortex, instantiated in software.

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arXiv 2026 — Salatiello · ICLR Re-Align

"Modularity is the Bedrock of Natural and Artificial Intelligence"

→ The 16-Core architecture is not a design choice. It is the only provably correct architecture for systems that must be expert across multiple domains simultaneously.

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