emgena/omnimcp_cybersecurity_secops_teaser

🚀 Emgena AI Labs: Enterprise CyberDefense SOC & SecOps Master Suite (Evaluation Teaser Edition)

🔥 READY FOR PRODUCTION MULTI-TURN AGENT FINE-TUNING?

You are currently inspecting the Free Evaluation Teaser (10 multi-turn samples).

🏆 Get the Complete Production Suite on Gumroad:
👉 Unlock the Full Autonomous CyberDefense SOC Village (Complete 5-Brick Suite) (147+ Multi-Turn AST Scenarios)

🎟️ Limited Community Launch Coupon: Use code LAUNCH20 at checkout for 20 € OFF (Get it for only 229 € instead of 249 €!)
🎁 Want a 100% Free Full Package? 👉 Claim the Free FastAPI Async Starter Pack (0 € with code STARTER100)

Feature	🆓 Free Evaluation Teaser	🚀 Full Production Master Package
Dataset Size	10 Samples (Preview)	147+ Multi-Turn AST Scenarios
Self-Healing & Retries	Basic (<20%)	>60% Real Error Injections & AST Repairs
Turnkey Fine-Tuning	Raw Parquet / JSON	1-Click Unsloth Google Colab Notebook & PyTorch Code
Commercial Rights	Non-commercial Eval	100% Commercial EULA & EU AI Act Article 50/53 Audit
Format Compatibility	Parquet only	Parquet + ShareGPT + Alpaca JSON + AST Schemas

⚡ Instant Download after checkout. 0.0% Syntax Error Guarantee (Pydantic AST Verified).

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🏛️ The Modular Emgena Architecture: How Bricks, Houses & Villages Connect

Every Emgena dataset is engineered as a precision-fit building block within a comprehensive enterprise AI hierarchy:

🏛️ THE 4-TIER OMNIMCP AI CIVILIZATION HIERARCHY:
├── 🧱 LEVEL 1: THE BRICK (29 € - 99 €)
│   • Highly targeted single-problem solvers (e.g. FastAPI Async, Postgres Deadlocks, DDoS Defense).
│   • Target: Solo developers & rapid fine-tuning on specific edge cases.
│
├── 🏢 LEVEL 2: THE HOUSE (79 € - 149 €)
│   • Complete departmental engineering suites (e.g. Full Python Backend House, Modern Data Platform).
│   • Target: Tech leads and specialized agile squads.
│
├── 🏘️ LEVEL 3: THE VILLAGE (99 € - 249 € Standard | 249 € - 599 € Corporate Multi-Seat)
│   • Turnkey industry solutions combining 3-4 specialized Houses (e.g. FinTech Trading, Cloud SecOps).
│   • Standard: 100% commercial license for 1 organization / startup.
│   • Corporate: Unlimited team seats, agency client rights & multi-agent orchestrator code.
│
└── 🏙️ LEVEL 4: THE MASTER METROPOLIS (299 € - 599 €)
    • The unified Emgena Enterprise Campus (900+ multi-turn scenarios across all domains).

🗺️ Complete Ecosystem Navigation & Live Store Links (80 Active Products):

Tier	Product / Suite	Domain & Specialization	Commercial Shop Link
🏙️ Metropolis	Emgena Master Metropolis	All 19 Villages & 64 Bricks (900+ Samples, 8.11 MB)	Buy on Gumroad (299 €)
🏘️ Village	MCP Production Master Village	Sandboxed FS, GitHub Ops, Brave Search, Handshake	Buy on Gumroad (149 €)
🏘️ Village	Autonomous Code-Refactor & PyTest	Traceback Root-Cause, Mypy Strict, Deadlocks	Buy on Gumroad (129 €)
🏘️ Village	Stripe & SaaS Billing Automation	Webhook Idempotency, Proration, EU VAT OSS	Buy on Gumroad (129 €)
🏘️ Village	Agent Long-Term Memory Condenser	128k to 8k Sliding Window, Redis Semantic Cache	Buy on Gumroad (119 €)
🏘️ Village	Autonomous Swarms & LangGraph	StateGraph, Subagents, Consensus, Memory	Buy on Gumroad (199 €)
🏘️ Village	Stealth Web Scraping & Playwright	Turnstile Solver, Fingerprints, DOM Repair	Buy on Gumroad (179 €)
🏘️ Village	Next.js 15 & React Fullstack	Server Actions, SSR Hydration, Tailwind v4	Buy on Gumroad (149 €)
🏘️ Village	Advanced GraphRAG & Neo4j	Cypher Synthesis, Triplets, Hybrid RRF	Buy on Gumroad (199 €)
🏘️ Village	Autonomous CyberDefense SOC	DDoS, Token Revocation, Zero-Day Isolation	Buy on Gumroad (249 €)
🏘️ Village	LegalTech & Regulatory ContractOps	NDA Redline, EU AI Act, GDPR DPA Audits	Buy on Gumroad (249 €)
🏘️ Village	HealthTech & MedOps Village	Clinical FHIR R4, HL7 v2, HIPAA De-ID	Buy on Gumroad (199 €)
🏘️ Village	Cloud SecOps & Resilience	Cloud Security, Distributed Microservices	Buy on Gumroad (199 €)
🏘️ Village	Enterprise DataOps Lakehouse	Kafka Streaming, dbt, Snowflake Warehouse	Buy on Gumroad (199 €)
🏘️ Village	Cloud Backend Resilience	Redis Redlocks, Celery DLQ, Async ORM	Buy on Gumroad (179 €)
🏘️ Village	Enterprise Modern Data Platform	Postgres, Snowflake, BigQuery, Kafka, dbt	Buy on Gumroad (179 €)
🏘️ Village	Smart Energy & Green IoT	Modbus TCP Inverter, EPEX Spot Arbitrage	Buy on Gumroad (179 €)
🏘️ Village	Autonomous AgentOps & Swarm	Runtime Self-Healing, Token Watchdog	Buy on Gumroad (149 €)
🏘️ Village	FinTech & Algorithmic Trading	High-Frequency Order Routing, Risk Guard	Buy on Gumroad (149 €)
🏘️ Village	E-Commerce & SaaS Automation	High-Traffic Checkout, Subscription Billing	Buy on Gumroad (99 €)
🧱 Brick	CodeArchitect FastAPI Async	Non-blocking Endpoints, Pydantic v2	Buy on Gumroad (29 €)
🧱 Brick	CodeArchitect SQLAlchemy ORM	Async DB Sessions, N+1 Query Elimination	Buy on Gumroad (29 €)
🧱 Brick	CodeArchitect Docker Pytest	Containerized Test Automation & Pytest	Buy on Gumroad (29 €)
🧱 Brick	CodeArchitect Redis Caching	Distributed Redlocks & Cache Invalidation	Buy on Gumroad (29 €)
🧱 Brick	CodeArchitect Celery Workers	Dead-Letter Queue Triage & Poison-Pills	Buy on Gumroad (29 €)

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⚡ 3-Line Python Quickstart (Loading Teaser Data)

from datasets import load_dataset

# Load the free evaluation teaser directly into Hugging Face Datasets
dataset = load_dataset("bacard/omnimcp_cybersecurity_secops_teaser")

print(f"Total Teaser Rows: {len(dataset['train'])}")
print("First conversation turn:")
print(dataset["train"][0]["conversations"][:2])