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  - merge
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  ---
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-
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  # Neuro-Orchestrator-8B
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  <div align="center">
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  ![Mergekit](https://img.shields.io/badge/Mergekit-TIES-blue)
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  ![License](https://img.shields.io/badge/License-Apache%202.0-green)
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- ![Parameters](https://img.shields.io/badge/Parameters-8B-yellow)
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  ![Dtype](https://img.shields.io/badge/Dtype-bfloat16-purple)
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  **The Autonomous Adaptive Research Engine**
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  ## 🧠 Model Overview
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- **Neuro-Orchestrator-8B** is a specialized agentic merge designed to solve the "always-on" reasoning problem. Unlike standard models, this model utilizes a **hybrid gating mechanism** derived from merging three distinct architectures:
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  1. **Analyzes** the complexity of the user request first (HiPO Influence).
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  2. **Decides** whether to answer immediately or enter a deep reasoning loop.
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  ## 💻 Usage Code (Bfloat16)
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- This model is optimized to run in `bfloat16` precision for maximum reasoning capability.
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- *Note: This configuration requires a GPU with sufficient VRAM (approx. 16GB+).*
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  ### Installation
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  ```bash
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  # --- INFERENCE FUNCTION ---
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  def run_neuro_agent(prompt):
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- # ChatML Format triggers the Orchestrator personality
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  full_prompt = (
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  f"<|im_start|>system\n"
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  f"You are Neuro-Orchestrator. Analyze the request complexity, plan, and execute.<|im_end|>\n"
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  ## 📜 License
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- This model is a merge of models with Apache 2.0 licenses. Users should comply with the licenses of the constituent models:
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  * [MiroThinker-v1.0-8B](https://huggingface.co/miromind-ai/MiroThinker-v1.0-8B)
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  * [Nemotron-Orchestrator-8B](https://huggingface.co/nvidia/Nemotron-Orchestrator-8B)
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  * [HiPO-8B](https://huggingface.co/Kwaipilot/HiPO-8B)
 
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  - merge
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  ---
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  # Neuro-Orchestrator-8B
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  <div align="center">
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  ![Mergekit](https://img.shields.io/badge/Mergekit-TIES-blue)
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  ![License](https://img.shields.io/badge/License-Apache%202.0-green)
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+ ![Architecture](https://img.shields.io/badge/Architecture-Qwen2.5-blue)
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  ![Dtype](https://img.shields.io/badge/Dtype-bfloat16-purple)
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  **The Autonomous Adaptive Research Engine**
 
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  ## 🧠 Model Overview
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+ **Neuro-Orchestrator-8B** is a state-of-the-art agentic merge built on the **Qwen architecture**. It is designed to solve the "always-on" reasoning problem by utilizing a **hybrid gating mechanism** derived from merging three distinct Qwen-based fine-tunes:
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  1. **Analyzes** the complexity of the user request first (HiPO Influence).
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  2. **Decides** whether to answer immediately or enter a deep reasoning loop.
 
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  ## 💻 Usage Code (Bfloat16)
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+ This model is optimized to run in `bfloat16` precision. It uses the specific **ChatML** prompt template native to Qwen models.
 
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  ### Installation
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  ```bash
 
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  # --- INFERENCE FUNCTION ---
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  def run_neuro_agent(prompt):
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+ # Qwen/ChatML Format triggers the Orchestrator personality
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  full_prompt = (
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  f"<|im_start|>system\n"
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  f"You are Neuro-Orchestrator. Analyze the request complexity, plan, and execute.<|im_end|>\n"
 
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  ## 📜 License
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+ This model is a merge of Qwen-based models. Users should comply with the Apache 2.0 license and the specific terms of the constituent models:
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  * [MiroThinker-v1.0-8B](https://huggingface.co/miromind-ai/MiroThinker-v1.0-8B)
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  * [Nemotron-Orchestrator-8B](https://huggingface.co/nvidia/Nemotron-Orchestrator-8B)
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  * [HiPO-8B](https://huggingface.co/Kwaipilot/HiPO-8B)