Update logbook: Repro - NonZero: Interaction-Guided Exploration for Multi-Agent Monte Carlo Tree Search

logbook.json

@@ -10,7 +10,7 @@
     "icml2026-repro",
     "paper-Jh6gq9QsFa"
   ],
-  "updated_at": "2026-08-03T03:00:15+00:00",
+  "updated_at": "2026-08-03T03:00:22+00:00",
   "root": {
     "slug": "index",
     "title": "Repro - NonZero: Interaction-Guided Exploration for Multi-Agent Monte Carlo Tree Search",
@@ -73,10 +73,10 @@
     "total_size": 0,
     "bucket_id": null
   },
-  "agent_view_tokens": 3258,
+  "agent_view_tokens": 3382,
   "trace_view_tokens": 10,
   "workspace_view_tokens": 8,
-  "revision": "33ac31c3805c264e0b1d",
+  "revision": "e6b90c8be59b57c188d2",
   "workspace_ref": {
     "repo_id": "byte-vortex/nonzero-repro-artifacts",
     "repo_type": "bucket",

pages/conclusion/page.md

@@ -15,3 +15,14 @@ trackio-artifact://nonzero-repro/repro-bundle:v1
 {"type": "markdown", "id": "cell_a8fd688c7ac8", "created_at": "2026-08-03T02:57:52+00:00", "title": "Acknowledgments"}
 -->
 This reproduction was completed with assistance from Claude (Anthropic), used as a coding/research agent throughout: reading and interpreting the paper, writing and debugging the environment/surrogate/C++ code, diagnosing build and Kaggle environment issues, and drafting this logbook. All claims of what was and wasn't verified reflect the actual code that was run and its outputs, checked at each step before being reported here.
+
+
+---
+<!-- trackio-cell
+{"type": "markdown", "id": "cell_b380d83867b0", "created_at": "2026-08-03T03:00:21+00:00", "title": "Supporting code (corrected)"}
+-->
+All supporting code for this reproduction (the MatGame environment, asinh-GLM surrogate, validation script, and the NonUCT C++ patch) is available in this reproduction's Hugging Face Bucket:
+
+hf://buckets/byte-vortex/nonzero-repro-artifacts
+
+Browsable at: https://huggingface.co/buckets/byte-vortex/nonzero-repro-artifacts

workspace.json

@@ -13,6 +13,11 @@
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       "type": "Jobs",
       "label": "byte-vortex/6a7003b4a00abefd4b28e8ee"
+    },
+    {
+      "url": "https://huggingface.co/buckets/byte-vortex/nonzero-repro-artifacts",
+      "type": "Buckets",
+      "label": "byte-vortex/nonzero-repro-artifacts"
     }
   ],
   "reference_only": true