bjamali-coder-3b - This is ai model to perform large tasks related to only Programming, Coding with technical help and debugging, made for lower RAM Systems from 8GB RAM systems to above.

Applications

Claude Code ollama launch claude --model babar_jamali/bjamali-coder-3b

Codex App ollama launch codex-app --model babar_jamali/bjamali-coder-3b

OpenClaw ollama launch openclaw --model babar_jamali/bjamali-coder-3b

Hermes Agent ollama launch hermes --model babar_jamali/bjamali-coder-3b

Codex ollama launch codex --model babar_jamali/bjamali-coder-3b

OpenCode ollama launch opencode --model babar_jamali/bjamali-coder-3b

bjamali-coder-3b

A lightweight, high-performance AI model optimized for only programming, coding with technical help and debugging support.

Overview

bjamali-coder-3b is a lightweight AI model designed for technical and professional workloads while remaining efficient enough to run on lower-end hardware.

The model delivers fast responses and excels in software development, cybersecurity, technical support, writing, brainstorming, and research tasks. It is optimized for local inference using Ollama and performs well on systems with 8 GB RAM or more.

Features

💻 Programming & Software Development
🐍 Python, PHP, JavaScript, C#, Java, Go and more
🌐 HTML, CSS, React, Vue, Laravel, Node.js
🤖 AI, Machine Learning & Automation Coding
💡 Brainstorming & Project Idea Generation
📝 Technical Writing & Documentation
🛠 Technical Troubleshooting
⚡ Fast Local Inference
💾 Optimized for 8 GB RAM and Above

Recommended Hardware

Hardware	Recommendation
RAM	8 GB minimum
Recommended RAM	16 GB+
CPU	Modern 64-bit Processor
GPU	Optional
Storage	8 GB+ Free Space

Installation

Pull the model from Ollama:

ollama pull babar_jamali/bjamali-coder-3b

Run the model:

ollama run babar_jamali/bjamali-coder-3b

Example Prompts

Programming

Create a REST API using Laravel 12.

Write a Python web scraper using BeautifulSoup.

Optimize this SQL query.

Best Use Cases

Software Development
Web Development
Mobile Development
API Development
DevOps
Linux Administration
Technical Documentation
Academic Assistance
Brainstorming
Productivity

Performance

Designed to provide:

Fast response generation
Strong programming capabilities
Practical technical guidance
Lightweight local execution
Efficient memory usage

Compatibility

✅ Ollama
✅ Windows
✅ Linux
✅ macOS

Creator

Babar Ali Jamali

Software Developer • Cybersecurity Trainer • AI Enthusiast

License

This model is provided for research, educational, and development purposes. Please comply with the license and terms of the underlying base model.

Support

If you encounter issues or have suggestions, please open an issue or contribute improvements.