Python fitness always pins quality_daylight to 1.0 (URB_NO_OCCLUSION semantics), but oracle.py was invoking urb-fitness.pl without the flag, causing outside leaves to receive real sun-model daylight scores and producing a ~9% gap. Changes: - oracle.py: add URB_NO_OCCLUSION=1 to score_batch env - oracle.py: Score.fail_lines now parses structured YAML failures from the llm-agent-mcp branch and converts them to plain-text equivalents, so parity tests can compare oracle vs native failure sets regardless of format - Regenerated all 36 corpus .score/.fails files with URB_NO_OCCLUSION=1 (no .score files are tracked in git; the script generates them locally) - All 183 tests pass; closes homemaker-py-gpx Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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Project Instructions for AI Agents
This file provides instructions and context for AI coding agents working on this project.
Beads Issue Tracker
This project uses bd (beads) for issue tracking. Run bd prime to see full workflow context and commands.
Quick Reference
bd ready # Find available work
bd show <id> # View issue details
bd update <id> --claim # Claim work
bd close <id> # Complete work
Rules
- Use
bdfor ALL task tracking — do NOT use TodoWrite, TaskCreate, or markdown TODO lists - Run
bd primefor detailed command reference and session close protocol - Use
bd rememberfor persistent knowledge — do NOT use MEMORY.md files
Session Completion
When ending a work session, you MUST complete ALL steps below. Work is NOT complete until git push succeeds.
MANDATORY WORKFLOW:
- File issues for remaining work - Create issues for anything that needs follow-up
- Run quality gates (if code changed) - Tests, linters, builds
- Update issue status - Close finished work, update in-progress items
- PUSH TO REMOTE - This is MANDATORY:
git pull --rebase bd dolt push git push git status # MUST show "up to date with origin" - Clean up - Clear stashes, prune remote branches
- Verify - All changes committed AND pushed
- Hand off - Provide context for next session
CRITICAL RULES:
- Work is NOT complete until
git pushsucceeds - NEVER stop before pushing - that leaves work stranded locally
- NEVER say "ready to push when you are" - YOU must push
- If push fails, resolve and retry until it succeeds
Build & Test
pip install -e .
pytest
Architecture Overview
homemaker-layout is a Python successor to the Perl Urb project. It represents a building as a binary slicing tree where leaves carry target dimensions from the programme and division ratios are solved bottom-up (inverting Urb's top-down approach). The evolutionary search explores topology, types, and adjacency only.
Key modules:
dom.py— read/write Urb.domYAML into aNodetreegeometry.py— faithful port of Urb's top-down geometryprogramme.py— parsepatterns.configspace requirementssolver.py— bottom-up ratio solve (scipy)fitness.py— native Python fitness evaluator (replaces Perl oracle)fitness_cmd.py—homemaker-fitnessCLI entry pointgraph.py— leaf-adjacency graph for programme-driven fitness checksgenome.py— topology genome: base-floor tree + per-storey deltasoperators.py— high-locality mutation and subtree crossoverinnerloop.py— ratio optimisation inner loop (Nelder-Mead / CMA-ES)driver.py— memetic search outer loopevolve.py—homemaker-evolveCLI entry pointoracle.py— legacy Perl shim, kept for validation only; do not use in new code
Conventions & Patterns
Scoring .dom files
Use the native homemaker-fitness command. Like the old urb-fitness.pl, you
must cd to the directory containing the .dom file first — the tool
resolves patterns.config, costs.config, and writes .score/.fails
relative to cwd:
cd /home/bruno/src/homemaker-layout/examples/programme-house
homemaker-fitness cf0b8a77e8b2325f92a7e7d150184a55.dom
The score is written to <file>.dom.score and failures to <file>.dom.fails; the numeric score is also printed to stderr.
Do not use urb-fitness.pl directly — oracle.py and the Perl tool are
kept only for cross-validation.