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Harnesses under analysis: - opencode (Go-based coding agent) - pi (minimal terminal coding harness by Mario Zechner) - hermes (Nous Research agent) - forgecode (AI pair programmer with sub-agents) Each harness folder contains: - repo/: Source code from respective repositories - feedback/localllm/: Community feedback for local/smaller models - feedback/frontier/: Community feedback for frontier models Research focus: Tool handling, skills systems, prompt engineering, context management, and best practices for smaller/local models.
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GitHub Issues Summary for ForgeCode
Scope: Open and recently closed issues affecting model performance
Repository: antinomyhq/forgecode
Stats: 48 open, 433 closed (as of April 9, 2026)
Date Compiled: April 9, 2026
Critical Open Issues
#2904: Use models.dev as LLM model registry source
- Status: Open (April 9, 2026)
- Type: Enhancement
- Impact: Would improve model discovery and configuration
#2894: Multiple system messages break models with strict chat templates (e.g. Qwen3.5)
- Status: Open (April 8, 2026)
- Type: Bug
- Impact: BREAKS local models with strict templates
- Affected Models: Qwen3.5, potentially others
- Workaround: None yet
#2893: Terminal output disappears on window resize in Ghostty
- Status: Open (April 8, 2026)
- Type: Bug
- Impact: UI/usability issue
- Linked PR: 1 linked PR
#2888: Add support for API key helpers
- Status: Open (April 8, 2026)
- Type: Feature
- Impact: Would improve security (helper scripts for API keys)
#2884: Muse mode shell blocked
- Status: Open (April 7, 2026)
- Type: Bug
- Impact: Blocks usage of muse agent for planning
Historical Issues (Now Fixed)
#2813: (Fixed)
- Fixed issue referenced in Reddit response from maintainer
- Source: Reddit r/ClaudeCode
#2485: Installation issues on Mac
- Symptoms: Oh My Zsh not found, terminal configuration issues
- Resolution: Install Oh My Zsh separately
#1296: Daily FORGE limit stops tasks mid-execution
- Problem: Cannot switch providers when daily limit reached
- Impact: Context built up is lost
- Status: Open (feature request)
Model-Specific Issues
GPT 5.4
- Tool calling reliability: Improved via schema reordering
- Status: Workarounds implemented
Qwen 3.5
- Multiple system messages: Open issue #2894
- Tool calling format: Use LM Studio 0.4.9+ for better compatibility
Gemma 4
- Tool calling: Requires latest llama.cpp/oMLX
- Status: Resolved with backend updates
Privacy/Security Issues
#1318: Telemetry concerns
- Collection: Git emails, SSH directory scans, conversation data
- Mitigation:
FORGE_TRACKER=false - Status: Documented mitigation available
#1317: Related privacy concerns
- Linked to: Discussion #2545
ZSH/Terminal Issues
Shell Integration
- Issue: ZSH aliases don't work in interactive mode (by design)
- Solution: Use
:sentinel from native ZSH session
Oh My Zsh
- Requirement: Not strictly required but recommended
- Error: Install script warns if not present
Ghostty Terminal
- Issue: #2893 - Output disappears on resize
- Status: Under investigation
Installation Issues
macOS
- Common: iTerm + Oh My Zsh configuration issues
- Fix: Run
forge zsh doctorandforge zsh setup
Windows
- Support: Via WSL or Git Bash only
- Native: Not officially supported
Linux
- Best supported platform
- Android: Also supported
Issue Resolution Tips
From documentation:
forge zsh doctor # Check environment
forge zsh setup # Re-run ZSH integration
Source References
- GitHub Issues: https://github.com/antinomyhq/forgecode/issues
- GitHub Discussions: https://github.com/antinomyhq/forgecode/discussions
- Reddit r/ClaudeCode: https://www.reddit.com/r/ClaudeCode/comments/1royhni/someone_is_using_forgecodedev/