Starfire

Your cybersecurity assistant for troubleshooting, analysis, and secure development—powered by Qwen3 8B and available through Ollama.

Download and Run

Install Ollama, then run:

ollama run YOUR_USERNAME/starfire:0.1.0

Replace YOUR_USERNAME with the publisher’s Ollama username. Ollama downloads the model on first use and starts an interactive conversation.

To download now and run later:

ollama pull YOUR_USERNAME/starfire:0.1.0

What Starfire Can Help With

• Netskope and SASE: Troubleshooting SWG, CASB, DLP, NPA, RBI, Cloud Firewall, and BWAN.
• Networking: Investigating DNS, connectivity, TLS inspection, and certificate issues.
• Security analysis: Interpreting redacted logs and developing incident investigation steps.
• Secure coding: Reviewing scripts, identifying potential vulnerabilities, and suggesting corrections.
• Authorized testing: Planning security assessments and controlled lab exercises.

Try These Prompts

Help me troubleshoot an NPA application that works internally but fails remotely.

Explain how to diagnose certificate errors caused by TLS inspection without disabling certificate validation.

Review this script for security issues and suggest fixes.

Analyze these redacted logs. Separate confirmed findings from hypotheses and recommend the next diagnostic step.

Designed for Practical Answers

Starfire emphasizes concise explanations, targeted diagnostic checks, and actionable recommendations. Ask for more detail when you need a deeper walkthrough.

For better results, include your product version, relevant configuration, exact error messages, and what you have already tested.

Model Details

Memory requirements exceed the download size and vary with context length and your runtime.

Privacy and Tool Access

When running locally through Ollama, model inference takes place on your computer. External interfaces and integrations may have their own data-handling practices.

Starfire does not automatically access your files, execute commands, browse the internet, or connect to your security platforms. Those capabilities require separately configured tools.

Important Limitations

Starfire can make mistakes. Verify commands and recommendations before applying them to production systems.

This release customizes Qwen3’s behavior; it has not received additional cybersecurity fine-tuning. Netskope-specific guidance should be checked against current official documentation.

Attribution

Built on Qwen3 8B, distributed under its applicable Apache 2.0 license terms.

Starfire is an independent project and is not affiliated with or endorsed by Netskope, Anthropic, Alibaba/Qwen, or Ollama.