Bruno Postle
229c3c6933
Promotes the validated shape-curve DP (experiments/shapecurve_spike.py, 2g7.4, DESIGN.md §37.2) from a reference-only spike into src/homemaker_layout/shapecurve.py, and wires it into driver._evaluate as a warm-start for innerloop.optimise: when eligible (single storey, no leaf_sharing/superpose/max_share/multi_use) and no caller-supplied x0, the DP's exact shape-feasible ratio point is written onto the tree before NM runs, off by default (shapecurve_warmstart=/--shapecurve-warmstart). Caught and fixed a latent bug promoting the spike: realise() could leave numpy.float64 in `division`, which yaml.safe_dump can't serialise — the original spike never round-tripped through dom.dumps so this was never hit. A/B on harbor-house-l0 (experiments/ab_shapecurve_warmstart.py, budget=2000, 5 seeds): mean total fails 16.6 (on) vs 19.6 (off), ~3.5x mean fitness improvement; mean hard-fail count alone was a noise-level wash at this sample size. Full writeup in DESIGN.md §37.4. Deliberately deferred to new tracked beads (children of 2g7): DP-exact hard pre-filter (wkh), multi-storey below-link support (koo), leaf_sharing/ co_type modelling (tym), true skew-quad polygon algebra (ekc) — 6xh stays in_progress pending those. Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01LSwQwpEaHFBkeVSDDWd75S |
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| README.md | ||
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 ⚡