Rename bot family, curate analyze plots, tier evaluation cadence

Three coordinated hygiene changes; none target the diagnosed
selection-bias bottleneck. They make the codebase honestly reflect the
pure-self-play stance and reduce dashboard noise.

Bot rename (drop the unhelpful safe_ prefix; suffixes describe behaviour):
- safe_heuristic_loose -> heuristic_aggressive
- safe_heuristic       -> heuristic_balanced
- safe_heuristic_strict -> heuristic_cautious
- noisy_safe           -> heuristic_noisy
- passive_discard      -> discard_only

Class renames in bots/: SafeHeuristicBot -> HeuristicBot,
SafeHeuristicParams -> HeuristicParams, PassiveDiscardBot -> DiscardOnlyBot,
plus loose/strict parameter constants. Backwards compatibility was dropped
intentionally per user instruction; no aliases. Active configs, docs,
scripts, tests updated. Archive directories (configs/archive,
docs/archive, runs/archive) left intact and may still reference old
names per their read-only policy. The src/.../bots/passive.py module was
renamed to discard_only.py via git mv.

Analyze plot curation (deep_cfr/analyze.py):
- Added analysis_00_core.png as the canonical daily dashboard with 10
  heuristic-free metrics (loss/{advantage,strategy}; vs heuristic_cautious:
  avg_score_diff0, win_rate0, avg_opened_colors, positive_expedition_rate,
  bonus_expedition_rate, score_per_opened_color, policy_entropy; vs random:
  win_rate0).
- Removed analysis_05_open_quality.png (bad/weak/good open rates,
  recoverable score) and analysis_07_calibration.png (calibration gap,
  recoverable mean) - both relied on the heuristic recoverable_score
  classifier already dropped from inputs.
- Removed SELECTIVITY_PLOTS and plot_selectivity (heuristic-laden).
- SUMMARY_EVAL_METRICS no longer includes bad_open_rate or
  calibration_gap.
- PlotSpec gained an opponents allowlist so the new core section can pin
  a specific opponent per panel without restructuring plot_section.

Tiered evaluation cadence (EvaluationConfig):
- Added extended_opponents and extended_eval_every (default 0 = disabled).
- opponents_for_iteration(iteration) returns the core list every
  eval_every and appends extended_opponents (de-duplicated) when
  iteration is also a multiple of extended_eval_every.
- default.yaml now uses 3 core opponents (random, discard_only,
  heuristic_cautious) every 5 iterations and 3 extended opponents
  (heuristic_balanced, heuristic_aggressive, heuristic_noisy) every 50
  iterations. random is the floor sanity. discard_only is the
  zero-pit detector / absolute-score reference (its score is always 0,
  so eval/discard_only/avg_score_diff0 directly equals the model's raw
  average score). heuristic_cautious is the ceiling and the
  archive-comparable benchmark used in the prior diagnostic sections.

Net eval cost reduction: roughly 50% (3 opponents x every 5 iter, plus
6 opponents x every 50 iter, vs the prior 6 x every 5).

Documented in docs/plans/deep-cfr-selectivity.md section 9.

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

tests/games/classic/test_safe_heuristic_equivalence.py

@@ -3,19 +3,19 @@ from __future__ import annotations
 import pytest
 from coolrl_lost_cities.games.classic.game import GameState, LostCitiesConfig
 
-from coolrl_lost_cities.games.classic.bots.heuristic import SafeHeuristicBot
+from coolrl_lost_cities.games.classic.bots.heuristic import HeuristicBot
 from coolrl_lost_cities.games.classic.bots.heuristic_py import (
-    SafeHeuristicBot as PythonSafeHeuristicBot,
+    HeuristicBot as PythonHeuristicBot,
 )
 from coolrl_lost_cities.games.classic.bots.registry import (
-    LOOSE_SAFE_HEURISTIC_PARAMS,
-    STRICT_SAFE_HEURISTIC_PARAMS,
+    AGGRESSIVE_HEURISTIC_PARAMS,
+    CAUTIOUS_HEURISTIC_PARAMS,
 )
 
 VARIANTS = (
     ("default", None),
-    ("loose", LOOSE_SAFE_HEURISTIC_PARAMS),
-    ("strict", STRICT_SAFE_HEURISTIC_PARAMS),
+    ("loose", AGGRESSIVE_HEURISTIC_PARAMS),
+    ("strict", CAUTIOUS_HEURISTIC_PARAMS),
 )
 
 CONFIGS = (
@@ -28,14 +28,14 @@ CONFIGS = (
 @pytest.mark.parametrize(("variant_name", "params"), VARIANTS)
 @pytest.mark.parametrize("config", CONFIGS)
 @pytest.mark.parametrize("seed", range(2))
-def test_cython_safe_heuristic_matches_python_action_sequence(
+def test_cython_heuristic_matches_python_action_sequence(
     variant_name: str,
     params,
     config: LostCitiesConfig,
     seed: int,
 ) -> None:
-    py_bot = PythonSafeHeuristicBot(params)
-    cy_bot = SafeHeuristicBot(params)
+    py_bot = PythonHeuristicBot(params)
+    cy_bot = HeuristicBot(params)
     py_state = GameState.new_game(config, seed=seed)
     cy_state = GameState.new_game(config, seed=seed)