Bruno Postle
0ec404c73d
Build a torch-differentiable local proxy for the ratio-to-fitness path (exact port of geometry.py's coordinate recursion + the 5 continuous per-leaf quality factors, with discrete/structural facts frozen from a real fitness.py snapshot and the 0.5^n cliff relaxed to a sigmoid) and compare Adam ascent against nm_search on frozen topologies from programme-house and harbor-house. Result: ~30-35x slower per unit of search progress than nm_search at both 6 DOF and 36 DOF (per-op torch tensor dispatch overhead with no batching opportunity, plus snapshot/resnapshot cost on par with a full oracle eval), and no better quality at matched budget. A step-size sensitivity check confirmed the flagged 0.5^n cliff risk is real, but autodiff doesn't make the gradient direction any cheaper to obtain here. Not recommended; kept as reference only, not wired into innerloop.py. Full writeup in DESIGN.md §34. 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 ⚡