Bruno Postle
3d141a619d
The N=3 A/B (previous commits) found the precision-weighted shape combination improved both example programmes (harbor-house -1.4%, health-centre -13.9%), but N=3 is a thin sample by this project's own standard (xyu/9yx use N=15). Two confirmations: - N=15, plain search, budget=3000 (mirrors xyu/9yx's own protocol exactly): both programmes trend NEGATIVE (harbor +6.1%, health-centre +6.6%, Wilcoxon p=0.044) - N=15, staged search, budget=20000 (true same-conditions replication -- identical to the original A/B except seed count): both programmes AGAIN trend negative (harbor +6.6% p=0.15, health-centre +4.7% p=0.48) The same-conditions replication disagrees with the original result's direction on both programmes. Conclusion: the N=3 positive signal was sampling noise, not a real effect -- health-centre's -13.9% was driven substantially by one seed (71->43 fails) that didn't hold up. multi_use stays default OFF and is not recommended even as a promising lever -- this is a clean NULL, closing out both halves of §26's original multi-use-leaves question (path a was NULL/NEGATIVE, path b is NULL after replication). Mechanism itself is unchanged, complete, and fully tested. DESIGN.md §33 rewritten with all three measurements and the honest verdict. Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01R8agJBT2ZpmF3ErW7wi2wY |
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Beads - AI-Native Issue Tracking
Welcome to Beads! This repository uses Beads for issue tracking - a modern, AI-native tool designed to live directly in your codebase alongside your code.
What is Beads?
Beads is issue tracking that lives in your repo, making it perfect for AI coding agents and developers who want their issues close to their code. No web UI required - everything works through the CLI and integrates seamlessly with git.
Learn more: github.com/steveyegge/beads
Quick Start
Essential Commands
# Create new issues
bd create "Add user authentication"
# View all issues
bd list
# View issue details
bd show <issue-id>
# Update issue status
bd update <issue-id> --claim
bd update <issue-id> --status done
# Sync with Dolt remote
bd dolt push
Working with Issues
Issues in Beads are:
- Git-native: Stored in Dolt database with version control and branching
- AI-friendly: CLI-first design works perfectly with AI coding agents
- Branch-aware: Issues can follow your branch workflow
- Always in sync: Auto-syncs with your commits
Why Beads?
✨ AI-Native Design
- Built specifically for AI-assisted development workflows
- CLI-first interface works seamlessly with AI coding agents
- No context switching to web UIs
🚀 Developer Focused
- Issues live in your repo, right next to your code
- Works offline, syncs when you push
- Fast, lightweight, and stays out of your way
🔧 Git Integration
- Automatic sync with git commits
- Branch-aware issue tracking
- Dolt-native three-way merge resolution
Get Started with Beads
Try Beads in your own projects:
# Install Beads
curl -sSL https://raw.githubusercontent.com/steveyegge/beads/main/scripts/install.sh | bash
# Initialize in your repo
bd init
# Create your first issue
bd create "Try out Beads"
Learn More
- Documentation: github.com/steveyegge/beads/docs
- Quick Start Guide: Run
bd quickstart - Examples: github.com/steveyegge/beads/examples
Beads: Issue tracking that moves at the speed of thought ⚡