Default is one baseline + one treatment, sequential, same seed, with a
shared --wandb-tag hypothesis label for W&B Compare Runs filtering.
Multi-seed only on explicit request; never run two trainings on the same
GPU.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Brief guidance on roles (notes = purpose, tags = filter categories)
plus three anti-patterns to avoid. Otherwise free-form.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
- AGENTS.md: add Weights & Biases section covering install (extra),
online/offline modes, per-run wandb/ layout, sync command, and the
source-of-truth note (metrics.jsonl, not W&B).
- CLAUDE.md: replace soft "before making changes" wording with a
mandatory session-start instruction to read AGENTS.md in full.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Drop checkpoint.directory from config — config defines what an experiment
is, not where its outputs go. The CLI now computes the run directory from
run.experiment_name plus a timestamp, defaulting to runs/tmp/ for
throwaway runs and runs/ when --keep is passed.
- Remove CheckpointConfig.directory and DeepCFRConfig.checkpoint_path
- DeepCFRTrainer takes run_dir: Path explicitly
- CLI: add --keep boolean; --resume requires an explicit path (no shortcut)
- Auto path: runs/[tmp/]<YYYY-MM-DD_HHMMSS>_<experiment_name-kebab>/
- Rename 13 configs to kebab-case; strip directory: lines; kebab their
experiment_name values
- Rewrite AGENTS.md training/run sections; document
archive/tmp/<flat> layout, --keep, kebab-case scope
- Update tests for new run_dir flow and dropped --resume shortcut
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Remove legacy aliases, rename max_hours to max_minutes, collapse the
four checkpoint save flags into save_every + save_latest, and change
defaults to safer values (opponent_policy=self_play_league,
device=auto, eval_every=50, max_depth=null). Migrate all archived
yaml configs and tests to the new schema.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
coolguyandClaude Opus 4.7