Giving Back
Open Source Contributions
We don't just take from open source. We contribute back. Bug fixes, improvements, and sovereign-first patterns pushed upstream to major projects.
23
PRs Open
4
Merged (7d)
12
Repos
Merged PRs
fix(huggingface): Helper logic for init_chat_model with HuggingFace
backend
fix(core): prevent async task garbage collection (RUF006)
feat(sovereign): Add local memory example and fix Ollama error handling
Pending PRs
Memory Systems
feat(rest-api): enable chat endpoint with session_id support
fix(embedchain): Lazy import optional Google dependencies in GmailLoader
fix: Preserve http_auth and connection_class in _safe_deepcopy_config
docs: Add docstrings to internal memory methods
Agent Frameworks
feat: Add Sovereign Agent example (Ollama + Tavily)
fix: replace bare except with specific exceptions in async queue
fix(clients): Improve ImportError messages for optional dependencies
Python Libraries
Fix diff parsing to support mnemonicPrefix configuration
Fix UnicodeDecodeError when reading packed-refs with non-UTF8 characters
Fix commit hooks to respect core.hooksPath configuration
Fix _get_padding_width() to respect pad_edge setting
Support show_default string in prompts
Awesome Lists
Add MirrorDNA - reflective AI alignment framework
Add MirrorDNA - reflective AI alignment protocol
⟡ Contribution is continuous. New bugs found during development → fixes submitted upstream. The ecosystem benefits.