Evaluation
claude-opus-4.5
Team BAL
ID 71be753c
openrouter
Started 2026-01-09THH24:06:06Z
Score
0.577
W / L
29 / 21
Run diff
45
Run overview
Model
claude-opus-4.5
(anthropic/claude-opus-4.5)
Task
season_simulation_agent
Team
BAL
Agent
openrouter
Started
2026-01-09THH24:06:06Z
Completed
2026-01-09THH24:09:53Z
Notes
admin_start games=50 mu_for=4.981481481481482 mu_against=4.185185185185185 seed=None team=BAL season=2023 source=pybaseball
Games
| Res | For | Against | Diff | Cum W-L | |
|---|---|---|---|---|---|
| 1 | W | 4 | 3 | 1 | 1-0 |
| 2 | W | 6 | 2 | 4 | 2-0 |
| 3 | L | 4 | 5 | -1 | 2-1 |
| 4 | W | 3 | 2 | 1 | 3-1 |
| 5 | L | 4 | 5 | -1 | 3-2 |
| 6 | L | 3 | 4 | -1 | 3-3 |
| 7 | W | 10 | 2 | 8 | 4-3 |
| 8 | W | 9 | 3 | 6 | 5-3 |
| 9 | L | 4 | 7 | -3 | 5-4 |
| 10 | L | 3 | 4 | -1 | 5-5 |
| 11 | L | 2 | 6 | -4 | 5-6 |
| 12 | W | 9 | 3 | 6 | 6-6 |
| 13 | L | 4 | 8 | -4 | 6-7 |
| 14 | W | 6 | 4 | 2 | 7-7 |
| 15 | L | 1 | 2 | -1 | 7-8 |
| 16 | W | 8 | 2 | 6 | 8-8 |
| 17 | W | 6 | 5 | 1 | 9-8 |
| 18 | W | 4 | 2 | 2 | 10-8 |
| 19 | W | 4 | 3 | 1 | 11-8 |
| 20 | L | 3 | 5 | -2 | 11-9 |
| 21 | L | 5 | 6 | -1 | 11-10 |
| 22 | L | 3 | 4 | -1 | 11-11 |
| 23 | W | 6 | 3 | 3 | 12-11 |
| 24 | W | 6 | 2 | 4 | 13-11 |
| 25 | W | 5 | 3 | 2 | 14-11 |
| 26 | W | 8 | 5 | 3 | 15-11 |
| 27 | L | 4 | 5 | -1 | 15-12 |
| 28 | W | 5 | 3 | 2 | 16-12 |
| 29 | W | 5 | 3 | 2 | 17-12 |
| 30 | W | 5 | 2 | 3 | 18-12 |
| 31 | L | 2 | 5 | -3 | 18-13 |
| 32 | W | 5 | 2 | 3 | 19-13 |
| 33 | L | 5 | 6 | -1 | 19-14 |
| 34 | W | 6 | 4 | 2 | 20-14 |
| 35 | L | 3 | 4 | -1 | 20-15 |
| 36 | W | 7 | 5 | 2 | 21-15 |
| 37 | W | 8 | 4 | 4 | 22-15 |
| 38 | L | 2 | 5 | -3 | 22-16 |
| 39 | L | 5 | 7 | -2 | 22-17 |
| 40 | L | 4 | 5 | -1 | 22-18 |
| 41 | W | 5 | 2 | 3 | 23-18 |
| 42 | L | 4 | 5 | -1 | 23-19 |
| 43 | W | 9 | 7 | 2 | 24-19 |
| 44 | L | 1 | 5 | -4 | 24-20 |
| 45 | W | 9 | 6 | 3 | 25-20 |
| 46 | W | 6 | 5 | 1 | 26-20 |
| 47 | W | 5 | 3 | 2 | 27-20 |
| 48 | L | 3 | 6 | -3 | 27-21 |
| 49 | W | 6 | 1 | 5 | 28-21 |
| 50 | W | 6 | 5 | 1 | 29-21 |
Logs
| Timestamp | Type | Role | Message | Rationale |
|---|---|---|---|---|
| 2026-01-09THH24:09:54Z | decision | agent | adjust_mu {'focus_area': 'pitching_development', 'priority': 'high', 'resource_allocation': 0.15} | With empty context data, defaulting to foundational strategy adjustment focusing on pitching development which provides highest leverage for long-term team improvement. |
| 2026-01-09THH24:09:54Z | game | engine | Game 1: W 4-3 | |
| 2026-01-09THH24:09:54Z | progress | engine | Progress: 1/50 games complete | |
| 2026-01-09THH24:09:54Z | decision | agent | adjust_lineup {'lineup_changes': [{'position': 1, 'player_id': 'leadoff_high_obp'}, {'position': 3, 'player_id': 'best_ops_hitter'}, {'position': 4, 'player_id': 'power_hitter'}], 'optimization_target': 'run_production'} | With +1 recent run differential, optimize lineup construction by placing high OBP at leadoff and best run producers in 3-4 spots to maximize scoring opportunities and build on positive momentum. |
| 2026-01-09THH24:09:54Z | game | engine | Game 2: W 6-2 | |
| 2026-01-09THH24:09:55Z | progress | engine | Progress: 2/50 games complete | |
| 2026-01-09THH24:09:55Z | decision | agent | adjust_lineup {'lineup_changes': [{'position': 1, 'priority': 'high_obp'}, {'position': 3, 'priority': 'high_ops'}, {'position': 4, 'priority': 'high_rbi_rate'}], 'optimize_for': 'run_production'} | Recent games show +1 and +4 run differentials indicating competitive performance. Optimizing lineup order to maximize run production by placing high-OBP hitters at top, power hitters in 3-4 spots to capitalize on baserunners. |
| 2026-01-09THH24:09:55Z | game | engine | Game 3: L 4-5 | |
| 2026-01-09THH24:09:55Z | progress | engine | Progress: 3/50 games complete | |
| 2026-01-09THH24:09:55Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'best_obp_available'}, {'position': 4, 'player_id': 'highest_slugging_available'}], 'reasoning': 'optimize_run_production'} | Recent run differentials (+1, +4, -1) show inconsistent scoring. Adjusting lineup to place high-OBP hitters in #2 slot and power in cleanup to maximize run expectancy. |
| 2026-01-09THH24:09:55Z | game | engine | Game 4: W 3-2 | |
| 2026-01-09THH24:09:56Z | progress | engine | Progress: 4/50 games complete | |
| 2026-01-09THH24:09:56Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'highest_obp_available'}, {'position': 4, 'player_id': 'highest_slugging_available'}], 'reasoning': 'optimize_run_production'} | Recent run differentials (+5 net over 4 games) show positive momentum. Adjusting lineup to maximize OBP at top and power in cleanup to sustain scoring trend. |
| 2026-01-09THH24:09:56Z | game | engine | Game 5: L 4-5 | |
| 2026-01-09THH24:09:56Z | progress | engine | Progress: 5/50 games complete | |
| 2026-01-09THH24:09:56Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'best_obp_available'}, {'position': 4, 'player_id': 'highest_slugging_available'}], 'reasoning': 'optimize_run_production'} | Recent run differential (+4 net over 5 games) shows inconsistency. Adjusting lineup to place high-OBP hitters at top and power in cleanup to maximize run scoring efficiency. |
| 2026-01-09THH24:09:56Z | game | engine | Game 6: L 3-4 | |
| 2026-01-09THH24:09:57Z | progress | engine | Progress: 6/50 games complete | |
| 2026-01-09THH24:09:57Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'highest_obp_bench'}, {'position': 5, 'player_id': 'highest_slg_available'}], 'reasoning': 'optimize_run_production'} | Recent run differential trending negative (-1, -1, -1 last 3 games). Adjusting lineup to insert higher OBP/SLG players into key spots to improve offensive output. |
| 2026-01-09THH24:09:57Z | game | engine | Game 7: W 10-2 | |
| 2026-01-09THH24:09:57Z | progress | engine | Progress: 7/50 games complete | |
| 2026-01-09THH24:09:57Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'best_obp_available'}, {'position': 4, 'player_id': 'highest_slugging_available'}, {'position': 9, 'player_id': 'speed_utility'}], 'reasoning': 'optimize_run_production'} | Recent run differential shows inconsistency (-1,1,-1,-1,8). Adjusting lineup to stack high-OBP hitters at top and power in cleanup to stabilize scoring output. |
| 2026-01-09THH24:09:57Z | game | engine | Game 8: W 9-3 | |
| 2026-01-09THH24:09:58Z | progress | engine | Progress: 8/50 games complete | |
| 2026-01-09THH24:09:58Z | decision | agent | adjust_lineup {'changes': [{'position': 1, 'priority': 'high_obp'}, {'position': 3, 'priority': 'high_slugging'}, {'position': 4, 'priority': 'high_rbi'}], 'rationale_detail': 'Optimize run production in key lineup spots'} | Recent run differential volatile (+13 over 5 games but inconsistent); adjusting lineup to maximize scoring consistency by placing high-OBP hitters at top and power hitters in 3-4 spots |
| 2026-01-09THH24:09:58Z | game | engine | Game 9: L 4-7 | |
| 2026-01-09THH24:09:58Z | progress | engine | Progress: 9/50 games complete | |
| 2026-01-09THH24:09:58Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'highest_obp_available'}, {'position': 3, 'player_id': 'highest_ops_available'}, {'position': 4, 'player_id': 'highest_slg_available'}], 'reasoning': 'optimize_run_production'} | Recent run differential shows inconsistency (+9 over 5 games). Restructuring lineup to stack high-OBP and power hitters in 2-3-4 spots to capitalize on scoring opportunities and stabilize offensive output. |
| 2026-01-09THH24:09:58Z | game | engine | Game 10: L 3-4 | |
| 2026-01-09THH24:09:59Z | progress | engine | Progress: 10/50 games complete | |
| 2026-01-09THH24:09:59Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'best_obp_available'}, {'position': 4, 'player_id': 'highest_slugging_available'}], 'reasoning': 'optimize_run_production'} | Recent run differential shows inconsistency (+9 over 5 games). Adjusting lineup to place high-OBP hitters at top and power hitters in cleanup to maximize run scoring opportunities and stabilize offensive output. |
| 2026-01-09THH24:09:59Z | game | engine | Game 11: L 2-6 | |
| 2026-01-09THH24:09:59Z | progress | engine | Progress: 11/50 games complete | |
| 2026-01-09THH24:09:59Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'best_obp_available'}, {'position': 5, 'player_id': 'power_hitter_cold_streak'}], 'reasoning': 'move_high_obp_up_drop_struggling_power'} | Recent run differential trending negative (-3,-1,-4). Adjusting lineup to prioritize on-base percentage in top half and move cold power hitters down to reduce rally-killing at-bats. |
| 2026-01-09THH24:09:59Z | game | engine | Game 12: W 9-3 | |
| 2026-01-09THH24:10:00Z | progress | engine | Progress: 12/50 games complete | |
| 2026-01-09THH24:10:00Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'best_obp_available'}, {'position': 5, 'player_id': 'hot_hitter_last_10'}], 'reasoning': 'move_high_obp_up_hot_hitters_middle'} | Recent run diffs show inconsistency (+6,-3,-1,-4,+6). Adjusting lineup to maximize run production by elevating high-OBP hitters and positioning hot bats in RBI spots to stabilize scoring output. |
| 2026-01-09THH24:10:00Z | game | engine | Game 13: L 4-8 | |
| 2026-01-09THH24:10:00Z | progress | engine | Progress: 13/50 games complete | |
| 2026-01-09THH24:10:00Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'highest_obp_bench'}, {'position': 5, 'player_id': 'highest_slg_available'}], 'reasoning': 'prioritize_run_production'} | Recent run differential of -6 over last 5 games indicates offensive struggles; reshuffling lineup to maximize OBP at top and power in middle of order |
| 2026-01-09THH24:10:00Z | game | engine | Game 14: W 6-4 | |
| 2026-01-09THH24:10:01Z | progress | engine | Progress: 14/50 games complete | |
| 2026-01-09THH24:10:01Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'best_obp_available'}, {'position': 4, 'player_id': 'highest_slugging_available'}], 'reasoning': 'optimize_run_production'} | Recent run differential of -1 over 5 games suggests offensive inconsistency; moving high-OBP hitter to 2-spot and power bat to cleanup to maximize run scoring opportunities |
| 2026-01-09THH24:10:01Z | game | engine | Game 15: L 1-2 | |
| 2026-01-09THH24:10:01Z | progress | engine | Progress: 15/50 games complete | |
| 2026-01-09THH24:10:01Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'best_obp_available'}, {'position': 4, 'player_id': 'highest_slugging_available'}], 'reasoning': 'optimize_run_production'} | Recent run differential is volatile (-4,+6,-4,+2,-1). Adjusting lineup to place high-OBP hitters at top and power hitters in cleanup to stabilize run production and capitalize on scoring opportunities. |
| 2026-01-09THH24:10:01Z | game | engine | Game 16: W 8-2 | |
| 2026-01-09THH24:10:02Z | progress | engine | Progress: 16/50 games complete | |
| 2026-01-09THH24:10:02Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'best_obp_available'}, {'position': 4, 'player_id': 'highest_slugging_available'}], 'reasoning': 'optimize_run_production'} | Recent run differential shows volatility (+6,-4,+2,-1,+6). Stabilizing lineup by placing high-OBP hitter in 2-hole and power bat cleanup to maximize scoring consistency. |
| 2026-01-09THH24:10:02Z | game | engine | Game 17: W 6-5 | |
| 2026-01-09THH24:10:02Z | progress | engine | Progress: 17/50 games complete | |
| 2026-01-09THH24:10:02Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'best_obp_available'}, {'position': 4, 'player_id': 'highest_slugging_available'}], 'reasoning': 'optimize_run_production'} | Recent run differential is volatile (+4 net over 5 games). Adjusting lineup to place high-OBP hitters at top and power hitters in cleanup to stabilize run production and capitalize on scoring opportunities. |
| 2026-01-09THH24:10:02Z | game | engine | Game 18: W 4-2 | |
| 2026-01-09THH24:10:03Z | progress | engine | Progress: 18/50 games complete | |
| 2026-01-09THH24:10:03Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'best_obp_available'}, {'position': 4, 'player_id': 'highest_slugging_available'}], 'reasoning': 'optimize_run_production'} | Recent run differential (+10 over 5 games) shows positive momentum. Adjusting lineup to maximize OBP at top and power in cleanup to sustain scoring trend. |
| 2026-01-09THH24:10:03Z | game | engine | Game 19: W 4-3 | |
| 2026-01-09THH24:10:03Z | progress | engine | Progress: 19/50 games complete | |
| 2026-01-09THH24:10:03Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'best_obp_available'}, {'position': 4, 'player_id': 'highest_slugging_available'}], 'reasoning': 'optimize_run_production'} | Recent run differentials show inconsistency (+9 over 5 games). Adjusting lineup to place high-OBP hitters at top and power hitters in cleanup to maximize run scoring efficiency. |
| 2026-01-09THH24:10:03Z | game | engine | Game 20: L 3-5 | |
| 2026-01-09THH24:10:04Z | progress | engine | Progress: 20/50 games complete | |
| 2026-01-09THH24:10:04Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'hot_hitter_1', 'reason': 'move_up'}, {'position': 5, 'player_id': 'cold_hitter_1', 'reason': 'move_down'}], 'strategy': 'capitalize_on_momentum'} | Recent run differentials (+6,+1,+2,+1,-2) show positive trend. Optimize lineup by moving hot hitters up in order to extend scoring opportunities while team has momentum. |
| 2026-01-09THH24:10:04Z | game | engine | Game 21: L 5-6 | |
| 2026-01-09THH24:10:04Z | progress | engine | Progress: 21/50 games complete | |
| 2026-01-09THH24:10:04Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'highest_obp_available'}, {'position': 5, 'player_id': 'power_hitter_cold_streak_bench'}], 'reasoning': 'optimize_run_production'} | Recent run differential trending negative (-2, -1 last 2 games). Adjusting lineup to place higher OBP hitters earlier and rotate in fresh bats to counter offensive slump. |
| 2026-01-09THH24:10:04Z | game | engine | Game 22: L 3-4 | |
| 2026-01-09THH24:10:05Z | progress | engine | Progress: 22/50 games complete | |
| 2026-01-09THH24:10:05Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'highest_obp_available'}, {'position': 5, 'player_id': 'highest_slugging_available'}], 'reasoning': 'optimize_run_production'} | Recent run differential trending negative (-1 avg last 3 games). Adjusting lineup to place higher OBP hitters earlier and power hitters in RBI positions to improve run scoring. |
| 2026-01-09THH24:10:05Z | game | engine | Game 23: W 6-3 | |
| 2026-01-09THH24:10:05Z | progress | engine | Progress: 23/50 games complete | |
| 2026-01-09THH24:10:05Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'highest_obp_available'}, {'position': 5, 'player_id': 'highest_slg_available'}], 'reasoning': 'optimize_run_production'} | Recent run differential of 0 over last 5 games indicates offensive stagnation; moving high-OBP hitters up and power hitters to RBI positions to improve run scoring efficiency. |
| 2026-01-09THH24:10:05Z | game | engine | Game 24: W 6-2 | |
| 2026-01-09THH24:10:06Z | progress | engine | Progress: 24/50 games complete | |
| 2026-01-09THH24:10:06Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'best_obp_available'}, {'position': 4, 'player_id': 'highest_slugging_available'}], 'reasoning': 'optimize_run_production'} | Recent +3, +4 diffs show momentum; adjusting lineup to maximize OBP at top and power in cleanup to sustain positive run differential trend. |
| 2026-01-09THH24:10:06Z | game | engine | Game 25: W 5-3 | |
| 2026-01-09THH24:10:06Z | progress | engine | Progress: 25/50 games complete | |
| 2026-01-09THH24:10:06Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'highest_obp_bench'}, {'position': 5, 'player_id': 'highest_slg_available'}], 'reasoning': 'optimize_run_production'} | Recent 3-game win streak with positive run differentials (+3,+4,+2) suggests momentum; adjusting lineup to maximize OBP at top and power in middle of order to sustain offensive output. |
| 2026-01-09THH24:10:07Z | game | engine | Game 26: W 8-5 | |
| 2026-01-09THH24:10:08Z | progress | engine | Progress: 26/50 games complete | |
| 2026-01-09THH24:10:08Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'best_obp_available'}, {'position': 3, 'player_id': 'highest_wrc_plus'}, {'position': 4, 'player_id': 'best_rbi_producer'}], 'reasoning': 'optimize_run_production'} | Recent diffs show +11 run differential over 5 games indicating positive momentum. Optimizing lineup order to maximize run production by placing high OBP hitters at top and power hitters in middle of order. |
| 2026-01-09THH24:10:08Z | game | engine | Game 27: L 4-5 | |
| 2026-01-09THH24:10:08Z | progress | engine | Progress: 27/50 games complete | |
| 2026-01-09THH24:10:08Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'best_obp_available'}, {'position': 4, 'player_id': 'highest_slugging_available'}], 'reasoning': 'optimize_run_production'} | Recent diffs show +11 run differential over 5 games indicating momentum; optimizing lineup order to maximize OBP at top and power in cleanup to sustain scoring trend |
| 2026-01-09THH24:10:08Z | game | engine | Game 28: W 5-3 | |
| 2026-01-09THH24:10:09Z | progress | engine | Progress: 28/50 games complete | |
| 2026-01-09THH24:10:09Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'hot_hitter_1', 'reason': 'move_up'}, {'position': 5, 'player_id': 'slumping_hitter_1', 'reason': 'move_down'}], 'strategy': 'capitalize_on_momentum'} | Recent run differentials show +10 over last 5 games. Optimize lineup to maintain momentum by elevating hot hitters in the order. |
| 2026-01-09THH24:10:09Z | game | engine | Game 29: W 5-3 | |
| 2026-01-09THH24:10:09Z | progress | engine | Progress: 29/50 games complete | |
| 2026-01-09THH24:10:09Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'top_obp_hitter'}, {'position': 4, 'player_id': 'highest_slugging'}], 'reasoning': 'optimize_run_production'} | Recent +8 run differential over 5 games shows offense clicking; optimize lineup to maintain momentum by placing high-OBP hitter in 2-hole and best slugger cleanup |
| 2026-01-09THH24:10:09Z | game | engine | Game 30: W 5-2 | |
| 2026-01-09THH24:10:10Z | progress | engine | Progress: 30/50 games complete | |
| 2026-01-09THH24:10:10Z | decision | agent | adjust_lineup {'optimization_target': 'OBP', 'move_high_obp_to_leadoff': True, 'stack_hot_hitters': [1, 2, 3], 'rest_cold_hitters': False} | Recent run differentials (+9 over 5 games) indicate offensive momentum. Optimizing lineup for OBP at top of order to capitalize on hot streak and maximize run production. |
| 2026-01-09THH24:10:10Z | game | engine | Game 31: L 2-5 | |
| 2026-01-09THH24:10:10Z | progress | engine | Progress: 31/50 games complete | |
| 2026-01-09THH24:10:10Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'best_obp_available'}, {'position': 4, 'player_id': 'highest_wrc_plus'}], 'reasoning': 'optimize_run_production'} | Recent run differential shows inconsistency (+3 net over 5 games). Adjusting lineup to place highest OBP in 2-hole and best power bat in cleanup to maximize run scoring opportunities. |
| 2026-01-09THH24:10:10Z | game | engine | Game 32: W 5-2 | |
| 2026-01-09THH24:10:11Z | progress | engine | Progress: 32/50 games complete | |
| 2026-01-09THH24:10:11Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'best_obp_available'}, {'position': 4, 'player_id': 'highest_slugging_available'}], 'reasoning': 'optimize_run_production'} | Recent +7 run differential over 5 games shows momentum; optimizing lineup order to maximize OBP at top and power in cleanup to sustain scoring trend |
| 2026-01-09THH24:10:11Z | game | engine | Game 33: L 5-6 | |
| 2026-01-09THH24:10:11Z | progress | engine | Progress: 33/50 games complete | |
| 2026-01-09THH24:10:11Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'best_obp_available'}, {'position': 5, 'player_id': 'power_hitter_hot_streak'}], 'reasoning': 'optimize_run_differential'} | Recent diffs show +4 net runs over 5 games with volatility. Moving high-OBP hitter to 2-spot and hot power bat to 5th maximizes run production in close games. |
| 2026-01-09THH24:10:11Z | game | engine | Game 34: W 6-4 | |
| 2026-01-09THH24:10:12Z | progress | engine | Progress: 34/50 games complete | |
| 2026-01-09THH24:10:12Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'best_obp_available'}, {'position': 4, 'player_id': 'highest_slugging_available'}], 'reasoning': 'optimize_run_production'} | Recent run diffs show volatility (+3,-3,+3,-1,+2). Stabilize offense by moving high-OBP hitter to 2-hole and power bat to cleanup to maximize run expectancy. |
| 2026-01-09THH24:10:12Z | game | engine | Game 35: L 3-4 | |
| 2026-01-09THH24:10:12Z | progress | engine | Progress: 35/50 games complete | |
| 2026-01-09THH24:10:12Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'highest_obp_available'}, {'position': 5, 'player_id': 'highest_slugging_available'}], 'reasoning': 'optimize_run_production'} | Recent run differential is volatile (net 0 over 5 games). Adjusting lineup to place high-OBP hitters earlier and power hitters in RBI positions to stabilize scoring output. |
| 2026-01-09THH24:10:12Z | game | engine | Game 36: W 7-5 | |
| 2026-01-09THH24:10:13Z | progress | engine | Progress: 36/50 games complete | |
| 2026-01-09THH24:10:13Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'highest_obp_available'}, {'position': 4, 'player_id': 'highest_slugging_available'}], 'reasoning': 'optimize_run_production'} | Recent +5 run differential suggests momentum; optimizing lineup order to maximize OBP at top and power in cleanup to sustain positive scoring trend. |
| 2026-01-09THH24:10:13Z | game | engine | Game 37: W 8-4 | |
| 2026-01-09THH24:10:13Z | progress | engine | Progress: 37/50 games complete | |
| 2026-01-09THH24:10:13Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'best_obp_available'}, {'position': 4, 'player_id': 'highest_wrc_plus'}], 'reasoning': 'optimize_run_production'} | Recent run differential shows inconsistency (+6 net over 5 games). Moving high-OBP hitters up and placing best power bat in cleanup to capitalize on scoring opportunities and stabilize offensive output. |
| 2026-01-09THH24:10:13Z | game | engine | Game 38: L 2-5 | |
| 2026-01-09THH24:10:14Z | progress | engine | Progress: 38/50 games complete | |
| 2026-01-09THH24:10:14Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'highest_obp_available'}, {'position': 5, 'player_id': 'highest_slugging_available'}], 'reasoning': 'optimize_run_production'} | Recent +4 run differential variance suggests lineup optimization needed; moving high-OBP hitters up and power bats to RBI positions to stabilize scoring output |
| 2026-01-09THH24:10:14Z | game | engine | Game 39: L 5-7 | |
| 2026-01-09THH24:10:14Z | progress | engine | Progress: 39/50 games complete | |
| 2026-01-09THH24:10:14Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'highest_obp_available'}, {'position': 5, 'player_id': 'power_hitter_cold_streak_bench'}], 'reasoning': 'move high-OBP hitter up, rotate struggling middle-order bat'} | Recent run differential shows inconsistent scoring (-1,+2,+4,-3,-2). Optimizing lineup order to maximize run production by placing better OBP at top and addressing cold bats in middle of order. |
| 2026-01-09THH24:10:14Z | game | engine | Game 40: L 4-5 | |
| 2026-01-09THH24:10:15Z | progress | engine | Progress: 40/50 games complete | |
| 2026-01-09THH24:10:15Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'highest_obp_available'}, {'position': 5, 'player_id': 'highest_slugging_available'}], 'reasoning': 'optimize_run_production'} | Recent run differential trending negative (-6 over last 5). Adjusting lineup to place high-OBP hitters earlier and power hitters in RBI positions to reverse scoring decline. |
| 2026-01-09THH24:10:15Z | game | engine | Game 41: W 5-2 | |
| 2026-01-09THH24:10:15Z | progress | engine | Progress: 41/50 games complete | |
| 2026-01-09THH24:10:15Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'best_obp_available'}, {'position': 5, 'player_id': 'power_hitter_cold_streak'}], 'reasoning': 'move high-OBP hitter up, drop struggling power bat'} | Recent run differential shows inconsistency (+1 net over 5 games). Optimizing lineup order to maximize run production by placing better on-base threats higher and giving cold hitters lower-leverage spots. |
| 2026-01-09THH24:10:15Z | game | engine | Game 42: L 4-5 | |
| 2026-01-09THH24:10:16Z | progress | engine | Progress: 42/50 games complete | |
| 2026-01-09THH24:10:16Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'highest_obp_bench'}, {'position': 5, 'player_id': 'highest_slg_available'}], 'reasoning': 'optimize_run_production'} | Recent run differential of -4 over last 5 games indicates offensive struggles. Adjusting lineup to prioritize OBP at top and power in middle of order to improve run scoring. |
| 2026-01-09THH24:10:16Z | game | engine | Game 43: W 9-7 | |
| 2026-01-09THH24:10:16Z | progress | engine | Progress: 43/50 games complete | |
| 2026-01-09THH24:10:16Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'highest_obp_available'}, {'position': 5, 'player_id': 'best_risp_hitter'}], 'reasoning': 'optimize_run_production'} | Recent run differential shows inconsistency (+1 net over 5 games). Adjusting lineup to place high-OBP hitters earlier and best clutch hitters in RBI positions to stabilize scoring output. |
| 2026-01-09THH24:10:16Z | game | engine | Game 44: L 1-5 | |
| 2026-01-09THH24:10:17Z | progress | engine | Progress: 44/50 games complete | |
| 2026-01-09THH24:10:17Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'highest_obp_available'}, {'position': 5, 'player_id': 'highest_slugging_available'}], 'reasoning': 'move_high_obp_up_order'} | Recent run differential shows inconsistency (-1 net over 5 games). Optimizing lineup to maximize run production by placing high-OBP hitters earlier and power hitters in RBI positions. |
| 2026-01-09THH24:10:17Z | game | engine | Game 45: W 9-6 | |
| 2026-01-09THH24:10:17Z | progress | engine | Progress: 45/50 games complete | |
| 2026-01-09THH24:10:17Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'highest_obp_available'}, {'position': 4, 'player_id': 'highest_slugging_available'}], 'reasoning': 'optimize_run_production'} | Recent run differentials show inconsistency (+3 avg). Moving high-OBP hitter to 2-spot and power bat to cleanup maximizes scoring opportunities and stabilizes offensive output. |
| 2026-01-09THH24:10:17Z | game | engine | Game 46: W 6-5 | |
| 2026-01-09THH24:10:18Z | progress | engine | Progress: 46/50 games complete | |
| 2026-01-09THH24:10:18Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'best_obp_available'}, {'position': 5, 'player_id': 'power_hitter_cold_streak'}], 'reasoning': 'move_high_obp_up_drop_struggling_power'} | Recent run diffs show inconsistency (+1 net over 5 games). Optimizing lineup order to maximize run production by elevating high-OBP hitters and adjusting cold performers lower in order. |
| 2026-01-09THH24:10:18Z | game | engine | Game 47: W 5-3 | |
| 2026-01-09THH24:10:18Z | progress | engine | Progress: 47/50 games complete | |
| 2026-01-09THH24:10:18Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'highest_obp_available'}, {'position': 5, 'player_id': 'highest_slugging_available'}], 'reasoning': 'optimize_run_production'} | Recent run differential (+4 over 5 games) shows positive trend. Adjusting lineup to maximize OBP at top and power in middle of order to sustain scoring momentum. |
| 2026-01-09THH24:10:18Z | game | engine | Game 48: L 3-6 | |
| 2026-01-09THH24:10:19Z | progress | engine | Progress: 48/50 games complete | |
| 2026-01-09THH24:10:19Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'best_obp_available'}, {'position': 5, 'player_id': 'power_hitter_cold_streak'}], 'reasoning': 'move_high_obp_up_drop_struggling_power'} | Recent run differential is volatile (-4,+3,+1,+2,-3). Stabilize offense by elevating high-OBP hitters in lineup and moving cold power bats down to reduce rally-killing at-bats. |
| 2026-01-09THH24:10:19Z | game | engine | Game 49: W 6-1 | |
| 2026-01-09THH24:10:19Z | progress | engine | Progress: 49/50 games complete | |
| 2026-01-09THH24:10:19Z | decision | agent | adjust_lineup {'changes': [{'position': 2, 'player_id': 'best_obp_available'}, {'position': 4, 'player_id': 'highest_slugging_available'}], 'reasoning': 'optimize_run_production'} | Recent run differentials show inconsistency (+3,+1,+2,-3,+5). Adjusting lineup to place high-OBP hitters in 2-spot and power hitters in cleanup to maximize run scoring consistency. |
| 2026-01-09THH24:10:19Z | game | engine | Game 50: W 6-5 | |
| 2026-01-09THH24:10:20Z | progress | engine | Progress: 50/50 games complete |