Promote avg-strategy 1000iter to default.yaml; archive other configs

The avg-strategy 1000iter file (with the recent +traversals/+LR/+LCFR
changes) is the canonical "best-known" config. Renamed it to
default.yaml so users start from a single, obvious entry point and
override one field per ablation via --set. Other 12 configs moved to
configs/archive/ — kept for historical reproduction, not for active use.

- configs/deep_cfr/{default.yaml, smoke.yaml} are the only active configs
- experiment_name shortened to "deep-cfr-default" (was a long mouthful)
- AGENTS.md examples and Project Layout section rewritten around
  default.yaml; ablation example shows the override-one-field pattern
- Tests pointed at the archived slot-playability config for the legacy
  reproduction assertions

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

AGENTS.md

@@ -8,7 +8,13 @@ project environment and Cython extensions are built/loaded consistently.
 - `src/coolrl_lost_cities/games/classic/game.pyx`: Cython Lost Cities engine.
 - `src/coolrl_lost_cities/games/classic/deep_cfr/`: Deep CFR training,
   traversal, evaluation, analysis, and CLI code.
-- `configs/deep_cfr/`: Deep CFR YAML configs (kebab-case filenames).
+- `configs/deep_cfr/`: active Deep CFR YAML configs (kebab-case filenames).
+  Currently holds two:
+  - `default.yaml`: the canonical "best-known" baseline. Start here, then
+    override fields via `--set` for experiments/ablations.
+  - `smoke.yaml`: 1-iter sanity check for the training loop.
+- `configs/archive/`: retired/historical configs. Don't modify; reference
+  if you need to reproduce an old run.
 - `runs/`: generated training runs. Gitignored, may be a symlink to larger
   storage. Layout:
   - `runs/archive/`: past runs. **Do not modify or delete.**
@@ -67,28 +73,28 @@ Real experiment (lands in `runs/`):
 
 ```bash
 uv run lost-cities-deep-cfr train \
-  --config configs/deep_cfr/deep-cfr-selfplay-full-depth-slot-playability.yaml \
+  --config configs/deep_cfr/default.yaml \
   --keep
-# → runs/<YYYY-MM-DD_HHMMSS>_lost-cities-deep-cfr-selfplay-full-depth-slot-playability/
+# → runs/<YYYY-MM-DD_HHMMSS>_deep-cfr-default/
 ```
 
-Variant of the same config (override slug):
+Variant / ablation (override one field; keep slug informative):
 
 ```bash
 uv run lost-cities-deep-cfr train \
-  --config configs/deep_cfr/deep-cfr-color-shared-attention-512x3.yaml \
+  --config configs/deep_cfr/default.yaml \
   --keep \
-  --set run.experiment_name=color-attn-v2
+  --set training_weighting.mode=none \
-# → runs/<YYYY-MM-DD_HHMMSS>_color-attn-v2/
+  --set run.experiment_name=ablation-no-lcfr
+# → runs/<YYYY-MM-DD_HHMMSS>_ablation-no-lcfr/
 ```
 
 Short fixed-iteration run:
 
 ```bash
 uv run lost-cities-deep-cfr train \
-  --config configs/deep_cfr/deep-cfr-selfplay-full-depth-slot-playability.yaml \
+  --config configs/deep_cfr/default.yaml \
   --set run.max_iterations=100 \
-  --set run.max_minutes=null \
   --set checkpoint.save_every=0
 ```
 
@@ -96,7 +102,7 @@ Resume (path required, no shortcut):
 
 ```bash
 uv run lost-cities-deep-cfr train \
-  --config configs/deep_cfr/deep-cfr-selfplay-full-depth-slot-playability.yaml \
+  --config configs/deep_cfr/default.yaml \
   --resume runs/<YYYY-MM-DD_HHMMSS>_<slug>/latest.pt
 ```
 
@@ -142,7 +148,9 @@ Start a long unbounded run:
 tmux new-session -s coolrl-deepcfr-unbounded \
   -c /home/coolguy/dev/coolrl-lost-cities \
   'uv run lost-cities-deep-cfr train \
-    --config configs/deep_cfr/deep-cfr-selfplay-full-depth-slot-playability-unbounded.yaml \
+    --config configs/deep_cfr/default.yaml \
+    --set run.max_iterations=null \
+    --set run.max_minutes=null \
     --keep'
 ```
 

configs/deep_cfr/default.yaml

@@ -1,5 +1,5 @@
 run:
-  experiment_name: lost-cities-deep-cfr-opponent-average-strategy-512x3-1000iter
+  experiment_name: deep-cfr-default
   seed: 79
   max_iterations: 1000
   max_minutes: null

tests/games/classic/test_deep_cfr_trainer.py

@@ -44,7 +44,7 @@ def test_deep_cfr_loads_smoke_yaml_config() -> None:
 
 
 def test_deep_cfr_loads_mapped_legacy_reproduction_config() -> None:
-    config = load_config("configs/deep_cfr/deep-cfr-selfplay-full-depth-slot-playability.yaml")
+    config = load_config("configs/archive/deep-cfr-selfplay-full-depth-slot-playability.yaml")
 
     assert config.run.experiment_name.endswith("slot-playability")
     assert config.run.seed == 79
@@ -92,7 +92,7 @@ def test_deep_cfr_train_cli_accepts_run_and_traversal_config_overrides() -> None
             ],
         },
     )()
-    config = load_config("configs/deep_cfr/deep-cfr-selfplay-full-depth-slot-playability.yaml")
+    config = load_config("configs/archive/deep-cfr-selfplay-full-depth-slot-playability.yaml")
 
     overridden = _with_overrides(config, _train_overrides_from_args(args))