AI Engine · Dual-Brain Architecture

Two brains.
One computable ethics.

Cognitive Logic's AI engine is an orchestrated dual-brain system: Claude (Anthropic) for EU AI Act + GDPR compliance, Gemini (Google) for QEN scoring and market intelligence. Parallel execution via /full-analysis. Ethical alignment as a computational substrate, not post-hoc.

Dual-Brain Engine

Claude + Gemini — parallel orchestration.

Two LLMs with distinct specialisations, orchestrated in parallel by orchestrator.py. Each request to /full-analysis activates both brains simultaneously and returns a unified output.

Brain A · Flask :5000

Claude — Anthropic

EU AI Act Annex I / II / III classification.
GDPR art. 22 — automated decisions.
DPIA art. 35 mapping.
Compliance report + PDF export.

Brain B · Flask :5001

Gemini — Google

QEN scoring (Vs · Va · Vt).
Market intelligence and sector scanning.
Territorial data analysis.
Batch ETL pipeline for scoring.

Orchestration Layer · api.cognitivelogic.it
Nginx (443) → api.cognitivelogic.it
├── Flask :5000 — Claude API · risk · compliance · analyze
├── Flask :5001 — Gemini API · qen-score · market-scan · explain
└── orchestrator.py → /full-analysis (parallel dual-brain)
Pure Data Nodes

The atomic cognitive unit.

Each Pure Data Node carries verified identity, semantic structure, ethical metadata and an explainability layer. AI operates on these nodes, not on raw data.

PDN · 01

Verified Identity

Every node is cryptographically anchored via Decentralized Identity (DID). did:web:cognitivelogic.it:robertomalini. No data without verifiable provenance.

PDN · 02

Semantic Structure

97 nodes · 182 relations (graph v5). Node types: institutions, algorithms, regulations, KPIs, territories. Source of truth on Hetzner /root.

PDN · 03

Ethical Metadata

QEN scores embedded directly into data objects.
QEN = (Vs × 0.40) + (Va × 0.35) + (Vt × 0.25).
Scale 0–100. Reference: CNA Bologna = 77.75.

PDN · 04

Explainability Layer

All cognitive operations remain traceable and verifiable. Every decision produces a reconstructible logical chain. PDF report export via jsPDF.

Cognitive Processing Stack

The multi-layer cognitive processing flow.

Phase 01
Data Ingestion

Semantic parsing, normalisation, integrity validation. JSON-LD via /validate.

Phase 02
Knowledge Graph Layer

Dynamic relational modelling across cognitive domains. 97 nodes · 182 relations (v5).

Phase 03
Dual-Brain Reasoning

Claude + Gemini in parallel. Neuro-symbolic inference, QEN scoring, EU AI Act + GDPR compliance.

Phase 04
Ethical Governor

Continuous assessment via QEN. Real-time score. PDF report. Unified orchestrator output.

API Endpoints

Public and verifiable infrastructure.

api.cognitivelogic.it — Nginx · Flask :5000/:5001 · SSL Let's Encrypt · Hetzner CAX21 ARM64.

POST · Flask :5000 · Claude

/copilot-analyze

EU AI Act Annex I/II/III classification.
GDPR art. 22 / art. 35 mapping.
Integrated QEN Score. Rate limit: 10 req/min.

POST · orchestrator.py · parallel

/full-analysis

Dual-brain execution: Claude + Gemini simultaneously.
Unified output: compliance + QEN score + market scan.
Main endpoint for complete analyses.

POST · Flask :5001 · Gemini

/gemini/qen-score

QEN scoring across three dimensions (Vs · Va · Vt).
Batch ETL pipeline. Territorial data analysis.
Market intelligence and sector scanning.

Roadmap Q3 2026

/cross-data

Multi-institutional by zone and supply chain.
ETL open.er.it · CCIAA TelemacoPay.
2000+ nodes · Enterprise scale.

Ethical AI by Design

Ethical alignment as a computational substrate.

Not post-hoc — structural. Embedded in the knowledge graph, QEN weights, EU AI Act classification. Ethics is not a narrative — it is a dataset.

T
Transparency
E
Explainability
S
Sovereignty
Application Domains

The application domains of the cognitive engine.

Domain · 01

Ethical AI Governance

EU AI Act classification, GDPR compliance, algorithmic auditing. AI governance as operational infrastructure, not documentation.

Domain · 02

Intelligence for Food Systems

Neurogastronomy, sustainability metrics, behavioural cognition. QEN scores for artisanal ecosystems and local supply chains — Bologna 100 Botteghe.

Domain · 03

Knowledge Infrastructure

Semantic knowledge graph v5. Static JSON on Hetzner /root. 97 nodes · 182 relations. Node types: institutions, algorithms, regulations, KPIs, territories.

Domain · 04

B2G Data Intelligence

Institutional dashboard. ETL CCIAA TelemacoPay. Enterprise CCIAA · Regione ER. Roadmap Q4 2026 – Q1 2027.

Domain · 05

Bolkestein 2027

Pre-assessment for state concessions and street markets. Endpoint /agents/bolkestein-assessment: scarcity test, CJEU case law C-458/14 and C-20/21, risk_level, territorial QEN, evidence dossier for 2027 tenders.

Sectors: Beach concessions · Street vendors · HoReCa