fix: annotate clusters and substitute {disputes} in classic pipeline path

backend/pipeline/constructability.py

@@ -27,6 +27,10 @@ def constructability_review(sheets: List[Dict], clusters: List[Dict],
             "assertions": dumps(slim_sheets(sheets)),
             "clusters": dumps(slim_clusters(clusters)),
             "conflicts": dumps(conflicts),
+            "disputes": dumps([
+                d for cluster in clusters
+                for d in (cluster.get("disputed_attributes") or [])
+            ]),
         },
         max_tokens=config.CONSTRUCT_MAX_TOKENS,
     )

backend/pipeline/runner.py

@@ -33,6 +33,7 @@ from backend.pipeline.normalizer import normalize_assertions, build_project_inte
 from backend.pipeline.clusterer import cluster_by_location
 from backend.pipeline.llm_clusterer import cluster_by_location_llm
 from backend import config
+from backend.agents.disputes import annotate_clusters
 from backend.pipeline.conflict_checker import check_conflicts
 from backend.pipeline.qaqc_review import senior_review
 from backend.pipeline.code_review import code_review
@@ -129,6 +130,10 @@ def _run_stages(
     else:
         clusters = cluster_by_location(sheets)
 
+    disputed_count = annotate_clusters(clusters)
+    if disputed_count:
+        print(f"[Cluster] {disputed_count} cluster(s) carry disputed extracted values")
+
     stage("Reason over clusters (conflicts)")
     conflicts = check_conflicts(clusters, pages)