feat: NCS-41 Bot Platform (#33)

Co-authored-by: Janis <janis@nowchess.de>
Reviewed-on: #33
Co-authored-by: Janis <janis.e.20@gmx.de>
Co-committed-by: Janis <janis.e.20@gmx.de>

modules/bot/python/weights/nnue_weights_v10_metadata.json

@@ -0,0 +1,21 @@
+{
+  "version": 10,
+  "date": "2026-04-14T22:18:38.824577",
+  "num_positions": 3022562,
+  "stockfish_depth": 12,
+  "final_val_loss": 6.248612448225196e-05,
+  "architecture": [
+    768,
+    1536,
+    1024,
+    512,
+    256,
+    1
+  ],
+  "device": "cuda",
+  "notes": "Win rate vs classical eval: TBD (requires benchmark games)",
+  "epochs": 100,
+  "batch_size": 16384,
+  "learning_rate": 0.001,
+  "checkpoint": null
+}

modules/bot/python/weights/nnue_weights_v1_metadata.json

@@ -0,0 +1,13 @@
+{
+  "version": 1,
+  "date": "2026-04-07T22:56:23.259658",
+  "num_positions": 2086,
+  "stockfish_depth": 12,
+  "epochs": 20,
+  "batch_size": 4096,
+  "learning_rate": 0.001,
+  "final_val_loss": 0.016311248764395714,
+  "device": "cuda",
+  "checkpoint": null,
+  "notes": "Win rate vs classical eval: TBD (requires benchmark games)"
+}

modules/bot/python/weights/nnue_weights_v2_metadata.json

@@ -0,0 +1,13 @@
+{
+  "version": 2,
+  "date": "2026-04-07T23:50:05.390402",
+  "num_positions": 6886,
+  "stockfish_depth": 12,
+  "epochs": 100,
+  "batch_size": 4096,
+  "learning_rate": 0.001,
+  "final_val_loss": 0.007848377339541912,
+  "device": "cuda",
+  "checkpoint": "/mnt/d/Workspaces/NowChessSystems/modules/bot/python/weights/nnue_weights_v1.pt",
+  "notes": "Win rate vs classical eval: TBD (requires benchmark games)"
+}

modules/bot/python/weights/nnue_weights_v3_metadata.json

@@ -0,0 +1,13 @@
+{
+  "version": 3,
+  "date": "2026-04-08T09:43:28.000579",
+  "num_positions": 71610,
+  "stockfish_depth": 12,
+  "epochs": 20,
+  "batch_size": 4096,
+  "learning_rate": 0.001,
+  "final_val_loss": 0.006398905136849695,
+  "device": "cpu",
+  "checkpoint": "/home/janis/Workspaces/IntelliJ/NowChess/NowChessSystems/modules/bot/python/weights/nnue_weights_v2.pt",
+  "notes": "Win rate vs classical eval: TBD (requires benchmark games)"
+}

modules/bot/python/weights/nnue_weights_v4_metadata.json

@@ -0,0 +1,13 @@
+{
+  "version": 4,
+  "date": "2026-04-09T00:28:07.572209",
+  "num_positions": 2009355,
+  "stockfish_depth": 12,
+  "epochs": 40,
+  "batch_size": 4096,
+  "learning_rate": 0.001,
+  "final_val_loss": 9.106677896235248e-05,
+  "device": "cuda",
+  "checkpoint": "/mnt/d/Workspaces/NowChessSystems/modules/bot/python/weights/nnue_weights_v3.pt",
+  "notes": "Win rate vs classical eval: TBD (requires benchmark games)"
+}

modules/bot/python/weights/nnue_weights_v5_metadata.json

@@ -0,0 +1,13 @@
+{
+  "version": 5,
+  "date": "2026-04-09T18:50:27.845632",
+  "num_positions": 2009355,
+  "stockfish_depth": 12,
+  "epochs": 100,
+  "batch_size": 16384,
+  "learning_rate": 0.001,
+  "final_val_loss": 9.180421525105905e-05,
+  "device": "cuda",
+  "checkpoint": null,
+  "notes": "Win rate vs classical eval: TBD (requires benchmark games)"
+}

modules/bot/python/weights/nnue_weights_v6_metadata.json

@@ -0,0 +1,13 @@
+{
+  "version": 6,
+  "date": "2026-04-09T21:28:21.000832",
+  "num_positions": 1958728,
+  "stockfish_depth": 12,
+  "epochs": 100,
+  "batch_size": 16384,
+  "learning_rate": 0.001,
+  "final_val_loss": 0.2984530149085532,
+  "device": "cuda",
+  "checkpoint": "/home/janis/Workspaces/NowChessSystems/modules/bot/python/weights/nnue_weights_v5.pt",
+  "notes": "Win rate vs classical eval: TBD (requires benchmark games)"
+}

modules/bot/python/weights/nnue_weights_v7_metadata.json

@@ -0,0 +1,13 @@
+{
+  "version": 7,
+  "date": "2026-04-09T22:06:50.439858",
+  "num_positions": 1958728,
+  "stockfish_depth": 12,
+  "epochs": 100,
+  "batch_size": 16384,
+  "learning_rate": 0.001,
+  "final_val_loss": 0.2997283308762831,
+  "device": "cuda",
+  "checkpoint": null,
+  "notes": "Win rate vs classical eval: TBD (requires benchmark games)"
+}

modules/bot/python/weights/nnue_weights_v8_metadata.json

@@ -0,0 +1,13 @@
+{
+  "version": 8,
+  "date": "2026-04-09T22:22:47.859730",
+  "num_positions": 1958728,
+  "stockfish_depth": 12,
+  "epochs": 100,
+  "batch_size": 16384,
+  "learning_rate": 0.001,
+  "final_val_loss": 0.24803777390839968,
+  "device": "cuda",
+  "checkpoint": "/home/janis/Workspaces/NowChessSystems/modules/bot/python/weights/nnue_weights_v7.pt",
+  "notes": "Win rate vs classical eval: TBD (requires benchmark games)"
+}

modules/bot/python/weights/nnue_weights_v9_metadata.json

@@ -0,0 +1,17 @@
+{
+  "version": 9,
+  "date": "2026-04-13T20:19:08.123315",
+  "num_positions": 2522562,
+  "stockfish_depth": 12,
+  "final_val_loss": 6.994176222619626e-05,
+  "device": "cuda",
+  "notes": "Win rate vs classical eval: TBD (requires benchmark games)",
+  "mode": "burst",
+  "duration_minutes": 30.0,
+  "epochs_per_season": 50,
+  "early_stopping_patience": 10,
+  "seasons_completed": 3,
+  "batch_size": 16384,
+  "learning_rate": 0.001,
+  "initial_checkpoint": "/home/janis/Workspaces/NowChess/NowChessSystems/modules/bot/python/weights/nnue_weights_v8.pt"
+}