🔥 SlavkoScore™ 2.0

Enterprise‑Ready Cognitive Evaluation Engine

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🧠 Overview

SlavkoScore™ 2.0 is a deterministic, audit‑ready cognitive evaluation engine for enterprise‑grade text and code assessment.
It integrates 13 scoring dimensions, Quantum Code Analysis, Neuro‑AI embeddings, and optional Emotional and Cognitive modules.

• Version: 2.0‑enterprise
  
• Identity: Deterministic evaluation, multi‑dimensional scoring, KernelBus audit
  
• Dimensions: Accuracy, Coherence, Completeness, Security, Enterprise Alignment, Emotional Alignment, Cognitive Load, Structural Integrity, Semantic Drift, Intent Alignment, Memory Consistency, Persona Alignment, Compliance

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🚀 Features

Feature	Description
Deterministic Output	Identical results for identical inputs — full reproducibility.
13‑Dimensional Scoring	Deep semantic, structural, emotional, and cognitive evaluation.
Quantum Code Analyzer	Superposition‑based AST path analysis for hidden dependencies.
Neuro‑AI Layer	Tiny transformer encoder for semantic nuance beyond rules.
Modular Architecture	Enable/disable modules via ENV flags.
Enterprise Compliance	KernelBus audit trail, SOC‑2/GDPR/HIPAA‑aligned.
Dockerized Runtime	Deterministic, production‑ready container.

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🏗️ Architecture

┌──────────────────────────────────────────┐
│              SlavkoScore™               │
│   Deterministic Cognitive Evaluation     │
└───────────────┬───────────────┬─────────┘
                │               │
      Quantum Analyzer     Neuro‑AI Encoder
                │               │
        Emotional Module   Cognitive Module
                │               │
                └──────► Final Score ◄──────┘

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⚙️ Quick Start

Clone

git clone https://github.com/formatdisc/slavkoscore.git
cd slavkoscore

Prepare Neuro‑AI Encoder

cd neuro
python3 -m venv .venv
source .venv/bin/activate
pip install -r requirements.txt
python export_neuro_encoder.py
cp neuro_encoder.bin ../slavkoscore/

Build Docker Image

docker build -t slavkoscore:2.0-enterprise .

Run

docker run -d --name slavkoscore -p 11434:11434 slavkoscore:2.0-enterprise

Health Check

curl -s http://127.0.0.1:11434/health

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📊 Deterministic JSON Output

{
  "overall_score": 0.xx,
  "dimensions": {
    "accuracy": 0.xx,
    "coherence": 0.xx,
    "completeness": 0.xx,
    "security": 0.xx,
    "enterprise_alignment": 0.xx,
    "emotional_alignment": 0.xx,
    "cognitive_load": 0.xx,
    "structural_integrity": 0.xx,
    "semantic_drift": 0.xx,
    "intent_alignment": 0.xx,
    "memory_consistency": 0.xx,
    "persona_alignment": 0.xx,
    "compliance": 0.xx
  },
  "quantum_ca": {
    "branch_complexity": 0.xx,
    "entanglement_risk": 0.xx,
    "collapse_score": 0.xx
  },
  "neuro_ai": {
    "semantic_maintainability": 0.xx,
    "style_conformance": 0.xx,
    "risk_factor": 0.xx
  },
  "emotional": {
    "sentiment": "positive|negative|neutral",
    "dominant_emotion": "string",
    "emotional_energy": 0.xx,
    "emotional_stability": 0.xx,
    "tone": "string",
    "emotional_alignment": 0.xx
  },
  "cognitive": {
    "cognitive_load": 0.xx,
    "structural_integrity": 0.xx,
    "intent_alignment": 0.xx,
    "semantic_drift": 0.xx,
    "memory_consistency": 0.xx,
    "persona_alignment": 0.xx
  },
  "detailed_feedback": ["string-based recommendations"],
  "recommendations": ["string-based suggestions"],
  "audit": {
    "model_version": "2.0-enterprise",
    "timestamp_utc": "2025-07-15T14:12:30Z",
    "input_hash": "<sha256-of-input>",
    "kernelbus_hash": "<immutable-hash>"
  }
}

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🧪 CI/CD

• Deterministic build pipeline
  
• Automated benchmark suite
  
• Reproducible Docker images
  
• Release automation
  

Workflows:

• .github/workflows/ci.yml
  
• .github/workflows/release.yml

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📜 License

Apache-2.0

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🖤 S.L.A.V.K.O.™ Philosophy

Minimalism outside.
Orchestration beast inside.
Determinism everywhere.