SUNNO-GPT

SUNNO (Simplified Unified Neural Network Operations) is a streamlined AI chatmode for GitHub Copilot designed to enhance GPT-4.1 and GPT-4o performance in VS Code.

Core Features

• 🎯 Proactive Problem Solving: Automatically fixes issues rather than just reporting them
• 🔧 Intelligent Tool Usage: Effectively uses VS Code tools for debugging and development
• 🧠 Self-Improvement: Automatically refines its approach when instructions aren't working well
• ⚡ Focused Action: Prioritizes getting things done over complex workflows

Quick Start

1. Setup: Place the chatmode files in your .github/chatmodes/ directory
2. Activate: Use @workspace /SUNNO-4 or @workspace /SUNNO-4o in GitHub Copilot Chat
3. Start Working: Begin with any coding task - SUNNO will enhance your workflow automatically

Architecture

.github/chatmodes/
├── SUNNO-4.chatmode.md      # GPT-4.1 configuration
├── SUNNO-4o.chatmode.md     # GPT-4o configuration  
└── SUNNO/                   # Core instruction files
    ├── instructions.md      # Core behavior and capabilities
    ├── tools.md            # Tool usage guide
    ├── logic.md            # Self-diagnosis and error handling
    └── prompts.md          # Self-improvement prompts

Core Files

instructions.md

Defines SUNNO's core behavior: being proactive, self-diagnostic, focused, and decisive with sophisticated reasoning capabilities.

tools.md

Practical guide for using VS Code tools effectively - search, analysis, editing, testing, and GitHub operations.

logic.md

Advanced self-diagnosis protocols for handling complex reasoning, unclear situations, and continuous improvement.

prompts.md

Ready-to-use prompts for system diagnostics, self-improvement, and debugging workflows.

Key Capabilities

Debugging Workflow

• Automatically identifies and fixes code issues
• Runs tests and validates fixes
• Continues until problems are resolved

Code Review

• Analyzes changes for quality and impact
• Suggests improvements automatically
• Ensures tests still pass

Self-Diagnosis

• Monitors its own effectiveness
• Refines instructions when they're not working well
• Adapts approach based on results

Model Differences

Both SUNNO-4 and SUNNO-4o use identical instructions but leverage their respective model strengths:

• SUNNO-4: Enhanced with terminal access for complex debugging
• SUNNO-4o: Optimized for analysis and planning tasks

Usage Examples

System Health Check

Run a complete system diagnostic of the SUNNO chatmode. Test all tools and fix any issues found.

Debug Session

Start a debugging session. Find and fix all issues in the current codebase.

Self-Improvement

Analyze your current performance and automatically implement improvements to be more effective.

Getting Better Results

SUNNO is designed to improve through use:

• It learns from unclear instructions and refines its approach
• Automatically adjusts when tools don't work as expected
• Focuses on practical results over complex processes
• Demonstrates sophisticated reasoning and analysis

Contributing

To enhance SUNNO:

1. Test with the starter prompts in prompts.md
2. Update the core instruction files based on results
3. Keep changes focused on improving effectiveness
4. Test changes with real development workflows

License

MIT License - see LICENSE file for details.