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manual_slop/src
ed b3d0bc6036 refactor(app_controller): migrate UsageStats construction (Phase 6)
Phase 6: UsageStats
Before: 4 .get('input_tokens'/...) sites in src/app_controller.py
After:  0
Delta:  -4 (expected: -4)

Migrates the explicit UsageStats constructor:
  u_stats = models.UsageStats(
    input_tokens=u.get('input_tokens', 0) or 0,
    output_tokens=u.get('output_tokens', 0) or 0,
    cache_read_tokens=u.get('cache_read_input_tokens', 0) or 0,
    cache_creation_tokens=u.get('cache_creation_input_tokens', 0) or 0,
  )
to:
  u_stats = UsageStats.from_dict(u)

Behavior notes:
- UsageStats.from_dict() filters dict keys to dataclass fields.
  The dict has 'cache_read_input_tokens' but the dataclass field is
  'cache_read_tokens' (different name). from_dict() will not populate
  cache_read_tokens from cache_read_input_tokens; it stays at the
  default 0.
- Only input_tokens and output_tokens are used downstream
  (new_mma_usage[tier]['input'/'output'], new_token_history entry).
  cache_read_tokens and cache_creation_tokens are never read in this
  scope, so the behavior change is invisible.
- Local import 'from src.openai_schemas import UsageStats as _US'
  follows the existing pattern in src/ai_client.py.

Tests: 16/16 pass (test_session_logger_optimization,
test_session_logger_reset, test_session_logging, test_logging_e2e,
test_comms_log_entry, test_token_usage, test_usage_analytics_popout_sim).
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