The dominant post-collapse fail is the binary "level N not connected", which is flat across fragmentation (a 7-component storey scores the same as a 2-component one), so the outer search has no gradient toward connected circulation. A finish-time convert-to-circulation repair was prototyped and measured NEGATIVE (195->560 fails: bridging needed rooms costs more missing-room fails than the one binary fail it clears). Instead add graph.circulation_connectivity(G) = largest-circ-component fraction, summed over storeys onto the score_with_grade proximity channel (conf flag conn_grade; replaces the §11.4 leaf-grade there). It is a secondary comparator key only — scalar fitness and fail count stay byte-identical — restoring the gradient the binary fail lacks. Threaded through driver (_overrides_for/_fitness_for/_evaluate/search; enabling it implies the grade key) and evolve --conn-grade (default off). A/B on full-budget runs pending; short smoke run confirms plumbing. Tests: tests/test_conn_grade.py x9 (fraction contract, non-circ ignored, monotone under (dis)connection, score/fail invariance); 276 pass. Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01M8566xAxTnwtJTkpXjYNZm |
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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 ⚡