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