---

language:

- en

license: apache-2.0

base_model: Qwen/Qwen3-8B

pipeline_tag: text-generation

tags:

- gguf

- qwen3

- coding

- instruct

- linux

- cybersecurity

---

RI-Instruct v0.2 (GGUF)

RI-Instruct v0.2 is a coding-focused instruction-tuned language model created by Rishikesh Giridhar.

Overview

RI-Instruct is based on Qwen3-8B and fine-tuned to provide assistance with:

• Python
• C
• C++
• Linux
• Networking
• DevOps
• Cybersecurity
• Web Development
• Debugging

The model identifies itself as Rishi Intelligence.

Base Model

Qwen3-8B

Quantization

• Q5_K_M GGUF
• Q4_K_M GGUF

Identity

When asked who it is, the model identifies itself as:

> I am Rishi Intelligence, a large language model developed by Rishikesh Giridhar.

Example

User

Who are you?

Assistant

I am Rishi Intelligence, a large language model developed by Rishikesh Giridhar. I specialize in software development, Linux, networking, DevOps, cybersecurity, and programming.

Author

Rishikesh Giridhar

GitHub: https://github.com/RishiSpace

License

This model is based on Qwen3-8B. Please ensure compliance with the licensing terms of the base model and any datasets used during fine-tuning.