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# Coding Harness Feedback Analysis
Research on four coding agent harnesses to understand what works best for different model sizes, particularly smaller/local models.
## Folder Structure
```
├── AGENTS.md # Project overview and data collection strategy
├── Research*.md # Prompt research and orchestration strategies
├── opencode/ # Go-based coding agent
│ ├── feedback/
│ │ ├── frontier/ # GPT-5.4, Claude Opus, Gemini feedback
│ │ └── localllm/ # Local model feedback (prompting, tool handling)
│ └── repo/ # Source code (submodule)
├── pi/ # Minimal terminal coding harness by Mario Zechner
│ ├── feedback/
│ │ ├── frontier/ # (empty - in progress)
│ │ └── localllm/ # (empty - in progress)
│ └── repo/ # Source code (submodule)
├── hermes/ # Nous Research's agent
│ ├── feedback/
│ │ ├── frontier/ # Claude, GPT, budget provider feedback
│ │ ├── localllm/ # Qwen, Gemma, local model feedback
│ │ └── general/ # Bug reports, benchmarks, features
│ └── repo/ # Source code (submodule)
└── forgecode/ # AI pair programmer with sub-agents
├── feedback/
│ ├── frontier/ # GPT-5.4, Claude, Gemini, pricing, security
│ └── localllm/ # Qwen, MiniMax, GLM, DeepSeek feedback
└── repo/ # Source code (submodule)
```
## Quick Navigation
| Harness | Feedback Location | Key Topics |
|---------|------------------|------------|
| **opencode** | `opencode/feedback/` | Tool calling, local model prompting |
| **pi** | `pi/feedback/` | (Being researched) |
| **hermes** | `hermes/feedback/` | Terminal-bench results, local setup |
| **forgecode** | `forgecode/feedback/` | Pricing, benchmarks, security |
## Feedback Format
Each feedback file includes:
- Model name/size/provider
- Task performance or benchmark results
- Issues encountered
- What worked well
- Source reference (URL, Discord, GitHub issues)
## Research Focus
- Tool handling and capabilities
- Skills system effectiveness
- Prompt engineering strategies
- Context management
- Error recovery