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YAML Metadata Warning:The task_categories "conversational" is not in the official list: text-classification, token-classification, table-question-answering, question-answering, zero-shot-classification, translation, summarization, feature-extraction, text-generation, fill-mask, sentence-similarity, text-to-speech, text-to-audio, automatic-speech-recognition, audio-to-audio, audio-classification, audio-text-to-text, voice-activity-detection, depth-estimation, image-classification, object-detection, image-segmentation, text-to-image, image-to-text, image-to-image, image-to-video, unconditional-image-generation, video-classification, reinforcement-learning, robotics, tabular-classification, tabular-regression, tabular-to-text, table-to-text, multiple-choice, text-ranking, text-retrieval, time-series-forecasting, text-to-video, image-text-to-text, image-text-to-image, image-text-to-video, visual-question-answering, document-question-answering, zero-shot-image-classification, graph-ml, mask-generation, zero-shot-object-detection, text-to-3d, image-to-3d, image-feature-extraction, video-text-to-text, keypoint-detection, visual-document-retrieval, any-to-any, video-to-video, other
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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 codeLAUNCH20!📜 Enterprise Compliance: EU AI Act Articles 50 & 53 certified • 100% DSGVO / GDPR clean • Commercial EULA
🚀 Emgena AI Labs: Enterprise Modern Data Platform Village (Evaluation Teaser Edition)
🔥 READY FOR PRODUCTION MULTI-TURN AGENT FINE-TUNING?
You are currently inspecting the Free Evaluation Teaser (10 multi-turn samples).
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👉 Unlock the Full Enterprise Data Platform Village (Postgres, Snowflake, BigQuery, dbt) (159+ Multi-Turn Scenarios)🎟️ Limited Community Launch Coupon: Use code
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🎁 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) 159+ Multi-Turn 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:
🏛️ 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).
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│ • Standard: 100% commercial license for 1 organization / startup.
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│
└── 🏙️ 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 €) |
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| 🏘️ 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 €) |
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| 🏘️ 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 €) |
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| 🏘️ 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 €) |
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| 🧱 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 €) |
⚡ 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_enterprise_data_platform_village_teaser")
print(f"Total Teaser Rows: {len(dataset['train'])}")
print("First conversation turn:")
print(dataset["train"][0]["conversations"][:2])
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