CoolFace
Datasetpublic

emgena/omnimcp_graphrag_grounded_answer_teaser

🔬 INSPECT THE DEEPSEEK-R1 REASONING CHAIN LIVE: Zero hallucinations. Null syntax errors. 100% AST compiler validated.🌐 Live Interactive Reasoning & Code Inspector: https://emgena.com/trainingslager🎁 Claim your Free Starter Kit (Code: STARTER100): https://emgena.com/trainingslager🏷️ Launch Discount: Get 20 € OFF any 500-incident production suite with code LAUNCH20! 📜 Enterprise Compliance: EU AI Act Articles 50 & 53 certified • 100% DSGVO / GDPR clean • Commercial EULA… See the full description on the dataset page: https://huggingface.co/datasets/emgena/omnimcp_graphrag_grounded_answer_teaser.

sourceHugging Faceapache-2.0updated 5d agoView on Hugging Face
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Dataset Card
### 🔬 INSPECT THE DEEPSEEK-R1 REASONING CHAIN LIVE: Zero hallucinations. Null syntax errors. 100% AST compiler validated. 🌐 Live Interactive Reasoning & Code Inspector: https://emgena.com/trainingslager 🎁 Claim your Free Starter Kit (Code: STARTER100): https://emgena.com/trainingslager 🏷️ Launch Discount: Get 20 € OFF any 500-incident production suite with code LAUNCH20! 📜 Enterprise Compliance: EU AI Act Articles 50 & 53 certified • 100% DSGVO / GDPR clean • Commercial EULA

🚀 Emgena AI Labs: Subgraph Citation Verification & QA Hallucination Defense (Evaluation Teaser Edition)

### 🔥 READY FOR PRODUCTION MULTI-TURN AGENT FINE-TUNING? You are currently inspecting the Free Evaluation Teaser (10 multi-turn samples). 🚀 1-Click Interactive Colab Notebook: ![Open In Colab](https://colab.research.google.com/github/unslothai/notebooks/blob/main/nb/Llama3.1(8B)-FunctionCalling.ipynb) (Fine-tune on Free Google Colab T4 GPU in 10 mins) 🏆 Get the Complete Production Suite on Gumroad: 👉 [Unlock the Full Subgraph Citation Verification & QA Hallucination Defense Package](https://bacardy.gumroad.com/l/sersww/LAUNCH20) 🎟️ Limited Community Launch Coupon: Use code `LAUNCH20` at checkout for 20 € OFF (Get it for only 29 € instead of ~~49 €~~!) 🎁 Want a 100% Free Full Package? 👉 [Claim the Free FastAPI Async Starter Pack (0 € with code STARTER100)](https://bacardy.gumroad.com/l/pmctz/STARTER100) | Feature | 🆓 Free Evaluation Teaser | 🚀 Full Production Master Package | | :--- | :---: | :---: | | Dataset Size | 10 Samples (Preview) | 30 - 100+ Enterprise 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).

🏛️ 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:

text
🏛️ THE 4-TIER OMNIMCP AI CIVILIZATION HIERARCHY:
├── 🧱 LEVEL 1: THE BRICK (29 € - 99 €)
│   • Highly targeted single-problem solvers.
│
├── 🏢 LEVEL 2: THE HOUSE (79 € - 149 €)
│   • Complete departmental engineering suites.
│
├── 🏘️ LEVEL 3: THE VILLAGE (99 € - 249 € Standard | 249 € - 599 € Corporate)
│   • Turnkey industry solutions combining specialized Houses.
│
└── 🏙️ LEVEL 4: THE MASTER METROPOLIS (299 € - 599 €)
    • The unified Emgena Enterprise Campus (900+ multi-turn scenarios).

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

TierProduct / SuiteDomain & SpecializationCommercial Shop Link
🏙️ MetropolisEmgena Master MetropolisAll 19 Villages & 64 Bricks (900+ Samples, 8.11 MB)Buy on Gumroad (299 €)
🏘️ VillageAutonomous CyberDefense SOCDDoS, Token Revocation, Zero-Day IsolationBuy on Gumroad (249 €)
🏘️ VillageFinTech & Algorithmic TradingHigh-Frequency Order Routing, Risk GuardBuy on Gumroad (149 €)
🏘️ VillageCloud Backend ResilienceRedis Redlocks, Celery DLQ, Async ORMBuy on Gumroad (179 €)
🏘️ VillageEnterprise Modern Data PlatformPostgres, Snowflake, BigQuery, Kafka, dbtBuy on Gumroad (179 €)
🧱 BrickCodeArchitect FastAPI AsyncNon-blocking Endpoints, Pydantic v2Buy on Gumroad (29 €)
🎁 Lead MagnetFastAPI Async Starter Pack100% Free Full Package (Code STARTER100)Claim for 0 €

⚡ 3-Line Python Quickstart (Loading Teaser Data)

python
from datasets import load_dataset

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

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