Built with a graphify code-graph pass to identify the real dependency
structure. Documents the ingestion -> training -> tip generation ->
notification flow, the EV/quality-score rationale, and several
non-obvious facts surfaced by this session's debugging: automation
runs on launchd not crontab (the crontab comments are stale), the
Lottoland/lottoAPI fallback exists but isn't wired into the update
job, and the repo-root generator scripts are legacy/unused - only
scripts/generators/ultimate_ai_ml_hybrid_generator.py is live.
graphify-out/ itself is gitignored as a regenerable build artifact.
Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>