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README.md

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-# Octopus Planner: On-device Language Model for Planner-Action Agents Framework
+# Octo-planner: On-device Language Model for Planner-Action Agents Framework
 
-We're thrilled to introduce the Octopus Planner, the latest breakthrough in on-device language models from Nexa AI. Developed for the Planner-Action Agents Framework, Octopus Planner leverages state-of-the-art technology to enhance AI agents' decision-making processes directly on edge devices. By enabling rapid and efficient planning and action execution without the need for cloud connectivity, this model together with [Octopus-V2](https://huggingface.co/NexaAIDev/Octopus-v2) can work on edge devices locally to support AI Agent usages.
+We're thrilled to introduce the Octo-planner, the latest breakthrough in on-device language models from Nexa AI. Developed for the Planner-Action Agents Framework, Octo-planner enables rapid and efficient planning without the need for cloud connectivity, this model together with [Octopus-V2](https://huggingface.co/NexaAIDev/Octopus-v2) can work on edge devices locally to support AI Agent usages.
 
-### Key Features of Octopus Planner:
-- **Efficient Planning**: Utilizes fine-tuned plan model based on Phi-3 Mini (3.8 billion parameters) for high efficiency and low power consumption.
+### Key Features of Octo-planner:
+- **Efficient Planning**: Utilizes fine-tuned plan model based on Phi-3 Mini (2.51 billion parameters) for high efficiency and low power consumption.
 - **Agent Framework**: Separates planning and action, allowing for specialized optimization and improved scalability.
-- **Enhanced Accuracy**: Achieves a planning success rate of 97% on benchmark dataset, providing reliable and effective performance.
+- **Enhanced Accuracy**: Achieves a planning success rate of 98.1% on benchmark dataset, providing reliable and effective performance.
 - **On-device Operation**: Designed for edge devices, ensuring fast response times and enhanced privacy by processing data locally.
 
 
 ## Example Usage
-Below is a code snippet to use Octopus Planner:
+Below is a demo of Octo-planner:
 <p align="center" width="100%">
 <a><img src="1-demo.png" alt="ondevice" style="width: 80%; min-width: 300px; display: block; margin: auto;"></a>
 </p>