We need YOU! One person can't validate 24 patterns × 18 domains.
- Pick ONE pattern that interests you
- Implement in your project
- Report results (even failures help!)
Template:
## Pattern Tested: MAGNETAR
**Domain**: Web backend
**Use Case**: API request validation
**Result**: ✅ Success / ❌ Failed
**Metrics**:
- Requests/sec: 15,000 (vs baseline 12,000)
- Error rate: 0.02% (vs baseline 1.2%)
- CPU usage: +5%
**Notes**: Works great for Byzantine client detection.
Suggest: Add configurable alignment_strength per use case.- Create working example in your language
- Add to
experiments/<language>/ - Document usage
- Compare vs existing solution
- Share methodology
- Provide reproducible code
- Fix typos
- Add clarifications
- Translate to other languages
- Rust (performance)
- Go (cloud-native)
- TypeScript (web)
- Java (enterprise)
- Fork the repo
- Clone your fork
- Create branch:
git checkout -b my-contribution - Make changes
- Test: Run existing tests
- Commit: Clear commit messages
- Push:
git push origin my-contribution - PR: Open pull request
# Follow PEP 8
# Type hints required
def magnetar_align(nodes: List[Node], strength: float = 0.3) -> None:
"""Force Byzantine nodes toward consensus.
Args:
nodes: List of network nodes
strength: Alignment strength (0.0-1.0)
"""
pass- Code examples must be runnable
- Include expected output
- Explain why, not just how
def test_new_pattern():
pattern = NewPattern()
result = pattern.process(test_data)
# Must pass
assert result.is_valid()
assert result.performance > baseline
def benchmark_new_pattern():
# Must include benchmark vs existing solution
assert new_pattern_time < existing_solution_time- Must pass all pattern tests
- Must match Python reference behavior
- Must include benchmarks
## PATTERN_NAME
**Technical Name**: Clear technical description
**What it does**: One sentence explanation
**Cosmic Analogy**: Brief cosmic explanation
**Code**: Working, runnable example
**Use Cases**: 3-5 concrete use cases
**Beats**: What it replaces
**Benchmark**: Performance data## Use Case: Title
**Pattern**: Which pattern(s)
**Domain**: Industry/field
**Problem**: What problem it solves
**Solution**: How pattern solves it
**Code**: Implementation example
**Result**: Measured outcome- Automated checks: CI runs tests
- Code review: Maintainer reviews
- Discussion: Ask questions, clarify
- Approval: Merge when ready
Timeline: 1-7 days typical
Labels: good-first-issue, help-wanted
Examples:
- Add type hints to module X
- Write test for pattern Y
- Benchmark pattern Z vs tool W
- Translate doc to language L
- Fix typo in file F
- Constructive feedback only
- Assume good intentions
- Disagree politely
- Answer questions
- Share knowledge
- Welcome newcomers
- Report failures too
- Share limitations
- Admit unknowns
By contributing, you agree your contributions will be licensed under MIT License.
Contributors are:
- Listed in
CONTRIBUTORS.md - Mentioned in release notes
- Credited in papers/talks (if desired)
Thank you for helping validate cosmic computing! 🌌