emgena/omnimcp_sql_postgres_pro_teaser
π¬ INSPECT THE DEEPSEEK-R1 REASONING CHAIN LIVE: Zero hallucinations. Null syntax errors. 100% AST compiler validated.π Live Interactive Reasoning & Code Inspector: https://emgena.com/trainingslagerπ Claim your Free Starter Kit (Code: STARTER100): https://emgena.com/trainingslagerπ·οΈ Launch Discount: Get 20 β¬ OFF any 500-incident production suite with code LAUNCH20! π Enterprise Compliance: EU AI Act Articles 50 & 53 certified β’ 100% DSGVO / GDPR clean β’ Commercial EULAβ¦ See the full description on the dataset page: https://huggingface.co/datasets/emgena/omnimcp_sql_postgres_pro_teaser.
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1---2language:3- en4license: apache-2.05tags:6- agent7- agentic-ai8- axolotl9- benchmark10- deepseek11- evaluation12- fine-tuning13- function-calling14- llama-3.115- mistral16- multi-turn17- ollama18- qwen-2.519- sql_postgres_pro20- synthetic-data21- tool-calling22- tool-use23- unsloth24pretty_name: Emgena - Sql Postgres Pro (Free Teaser Edition)25size_categories:26- n<1K27task_categories:28- text-generation29- question-answering30---31 32> ### π¬ INSPECT THE DEEPSEEK-R1 REASONING CHAIN LIVE:33> **Zero hallucinations. Null syntax errors. 100% AST compiler validated.** 34> π **Live Interactive Reasoning & Code Inspector:** [https://emgena.com/trainingslager](https://emgena.com/trainingslager) 35> π **Claim your Free Starter Kit (Code: `STARTER100`):** [https://emgena.com/trainingslager](https://emgena.com/trainingslager) 36> π·οΈ **Launch Discount:** Get **20 β¬ OFF** any 500-incident production suite with code **`LAUNCH20`**!37>38> π **Enterprise Compliance:** EU AI Act Articles 50 & 53 certified • 100% DSGVO / GDPR clean • Commercial EULA39 40 41 42# π Emgena AI Labs: PostgreSQL Performance, EXPLAIN & Deadlock Defense (Evaluation Teaser Edition)43 44> ### π₯ READY FOR PRODUCTION MULTI-TURN AGENT FINE-TUNING?45> You are currently inspecting the **Free Evaluation Teaser** (10 multi-turn samples).46>47> π **Get the Complete Production Suite on Gumroad:** 48> π **[Unlock the Full SQLAuditor PostgreSQL Pro - Query Tuning & Deadlock Elimination (30+ Multi-Turn Scenarios)](https://bacardy.gumroad.com/l/bbxjd/LAUNCH20)**49>50> ποΈ **Limited Community Launch Coupon:** Use code **`LAUNCH20`** at checkout for **20 β¬ OFF** *(Get it for only **29 β¬** instead of ~~49 β¬~~!)* 51> π **Want a 100% Free Full Package?** π **[Claim the Free FastAPI Async Starter Pack (0 β¬ with code STARTER100)](https://bacardy.gumroad.com/l/pmctz/STARTER100)**52>53> | Feature | π Free Evaluation Teaser | π Full Production Master Package |54> | :--- | :---: | :---: |55> | **Dataset Size** | 10 Samples (Preview) | **30+ Multi-Turn Scenarios** |56> | **Self-Healing & Retries** | Basic (<20%) | **>60% Real Error Injections & AST Repairs** |57> | **Turnkey Fine-Tuning** | Raw Parquet / JSON | **1-Click Unsloth Google Colab Notebook & PyTorch Code** |58> | **Commercial Rights** | Non-commercial Eval | **100% Commercial EULA & EU AI Act Article 50/53 Audit** |59> | **Format Compatibility** | Parquet only | **Parquet + ShareGPT + Alpaca JSON + AST Schemas** |60>61> β‘ *Instant Download after checkout. 0.0% Syntax Error Guarantee (Pydantic AST Verified).*62 63---64 65## ποΈ The Modular Emgena Architecture: How Bricks, Houses & Villages Connect66 67Every Emgena dataset is engineered as a precision-fit building block within a comprehensive enterprise AI hierarchy:68 69```text70ποΈ THE 4-TIER OMNIMCP AI CIVILIZATION HIERARCHY:71βββ π§± LEVEL 1: THE BRICK (29 β¬ - 99 β¬)72β β’ Highly targeted single-problem solvers (e.g. FastAPI Async, Postgres Deadlocks, DDoS Defense).73β β’ Target: Solo developers & rapid fine-tuning on specific edge cases.74β75βββ π’ LEVEL 2: THE HOUSE (79 β¬ - 149 β¬)76β β’ Complete departmental engineering suites (e.g. Full Python Backend House, Modern Data Platform).77β β’ Target: Tech leads and specialized agile squads.78β79βββ ποΈ LEVEL 3: THE VILLAGE (99 β¬ - 249 β¬ Standard | 249 β¬ - 599 β¬ Corporate Multi-Seat)80β β’ Turnkey industry solutions combining 3-4 specialized Houses (e.g. FinTech Trading, Cloud SecOps).81β β’ Standard: 100% commercial license for 1 organization / startup.82β β’ Corporate: Unlimited team seats, agency client rights & multi-agent orchestrator code.83β84βββ ποΈ LEVEL 4: THE MASTER METROPOLIS (299 β¬ - 599 β¬)85 β’ The unified Emgena Enterprise Campus (900+ multi-turn scenarios across all domains).86```87 88## πΊοΈ Complete Ecosystem Navigation & Live Store Links (80 Active Products):89 90| Tier | Product / Suite | Domain & Specialization | Commercial Shop Link |91| :--- | :--- | :--- | :---: |92| ποΈ **Metropolis** | **Emgena Master Metropolis** | **All 19 Villages & 64 Bricks (900+ Samples, 8.11 MB)** | [Buy on Gumroad (299 β¬)](https://bacardy.gumroad.com/l/omhzqu/LAUNCH20) |93| ποΈ **Village** | **MCP Production Master Village** | Sandboxed FS, GitHub Ops, Brave Search, Handshake | [Buy on Gumroad (149 β¬)](https://bacardy.gumroad.com/l/qkpee/LAUNCH20) |94| ποΈ **Village** | **Autonomous Code-Refactor & PyTest** | Traceback Root-Cause, Mypy Strict, Deadlocks | [Buy on Gumroad (129 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**Village** | **Cloud Backend Resilience** | Redis Redlocks, Celery DLQ, Async ORM | [Buy on Gumroad (179 β¬)](https://bacardy.gumroad.com/l/ruagkj/LAUNCH20) |107| ποΈ **Village** | **Enterprise Modern Data Platform** | Postgres, Snowflake, BigQuery, Kafka, dbt | [Buy on Gumroad (179 β¬)](https://bacardy.gumroad.com/l/gcxhqh/LAUNCH20) |108| ποΈ **Village** | **Smart Energy & Green IoT** | Modbus TCP Inverter, EPEX Spot Arbitrage | [Buy on Gumroad (179 β¬)](https://bacardy.gumroad.com/l/yolyvj/LAUNCH20) |109| ποΈ **Village** | **Autonomous AgentOps & Swarm** | Runtime Self-Healing, Token Watchdog | [Buy on Gumroad (149 β¬)](https://bacardy.gumroad.com/l/sofzn/LAUNCH20) |110| ποΈ **Village** | **FinTech & Algorithmic Trading** | High-Frequency Order Routing, Risk Guard | [Buy on Gumroad (149 β¬)](https://bacardy.gumroad.com/l/pbftjq/LAUNCH20) |111| ποΈ **Village** | **E-Commerce & SaaS Automation** | High-Traffic Checkout, Subscription Billing | [Buy on Gumroad (99 β¬)](https://bacardy.gumroad.com/l/yeonjb/LAUNCH20) |112| π§± **Brick** | **CodeArchitect FastAPI Async** | Non-blocking Endpoints, Pydantic v2 | [Buy on Gumroad (29 β¬)](https://bacardy.gumroad.com/l/pmctz/LAUNCH20) |113| π§± **Brick** | **CodeArchitect SQLAlchemy ORM** | Async DB Sessions, N+1 Query Elimination | [Buy on Gumroad (29 β¬)](https://bacardy.gumroad.com/l/mumwyj/LAUNCH20) |114| π§± **Brick** | **CodeArchitect Docker Pytest** | Containerized Test Automation & Pytest | [Buy on Gumroad (29 β¬)](https://bacardy.gumroad.com/l/wyhbjn/LAUNCH20) |115| π§± **Brick** | **CodeArchitect Redis Caching** | Distributed Redlocks & Cache Invalidation | [Buy on Gumroad (29 β¬)](https://bacardy.gumroad.com/l/hduvw/LAUNCH20) |116| π§± **Brick** | **CodeArchitect Celery Workers** | Dead-Letter Queue Triage & Poison-Pills | [Buy on Gumroad (29 β¬)](https://bacardy.gumroad.com/l/ghlto/LAUNCH20) |117 118---119 120## β‘ 3-Line Python Quickstart (Loading Teaser Data)121 122```python123from datasets import load_dataset124 125# Load the free evaluation teaser directly into Hugging Face Datasets126dataset = load_dataset("bacard/omnimcp_sql_postgres_pro_teaser")127 128print(f"Total Teaser Rows: {len(dataset['train'])}")129print("First conversation turn:")130print(dataset["train"][0]["conversations"][:2])131```132 