This update corrects misleading performance and cost claims in the documentation:
CORRECTED CLAIMS:
- Performance: Changed from "40-50% faster" to "20-30% faster" (honest observation)
- Token Cost: Changed from "60-70% savings" to "1.9-2.0x more expensive" (actual cost)
- Parallelism: Clarified "concurrent requests" vs "true parallel execution"
- Architecture: Updated from "parallel" to "concurrent" throughout
NEW DOCUMENTATION:
- REALITY.md: Honest assessment and reality vs. marketing
- ARCHITECTURE.md: Technical details on concurrent vs. parallel execution
- TOKEN-USAGE.md: Detailed token cost breakdown and optimization strategies
UPDATED FILES:
- master-orchestrator.md: Accurate performance, cost, and when-to-use guidance
- README.md: Updated architecture overview and trade-offs
KEY INSIGHTS:
- Concurrent agent architecture IS valuable but for different reasons:
* Main thread context is clean (20-30% of single-agent size)
* 4 independent expert perspectives (genuine value)
* API rate limiting affects actual speed (20-30% typical)
* Cost is 1.9-2.0x tokens vs. single agent analysis
- Best for enterprise quality-critical work, NOT cost-efficient projects
- Includes decision matrix and cost optimization strategies
This update maintains technical accuracy while preserving the genuine benefits
of multi-perspective analysis and context isolation that make the system valuable.
Add comprehensive 9-stage development workflow skill with:
- Universal language and framework support (Python, JS, Dart, Go, Rust, Java, etc.)
- Code review automation
- Security and compliance validation (OWASP Top 10)
- Architecture audit across 6 dimensions
- Multi-perspective PR review (6 stakeholder angles)
- Interactive issue resolution
- Safe git operations with quality gates
Includes:
- master-workflow.md: Production-ready skill with full documentation
- README.md: Installation and usage guide
- CONTRIBUTING.md: Contribution guidelines
- LICENSE: MIT License
- .gitignore: Standard ignores for development
The Master Workflow skill:
- Works with any programming language or framework
- Executes 9 stages in optimized sequence
- Provides 35-60 minutes of comprehensive code review
- Ensures security standards before production
- Safe branch protection and quality gates
Ready for marketplace publication.
Co-Authored-By: Claude <noreply@anthropic.com>
