diff --git a/hina/pipeline/pipeline.py b/hina/pipeline/pipeline.py
index 590054f..99a1056 100644
--- a/hina/pipeline/pipeline.py
+++ b/hina/pipeline/pipeline.py
@@ -157,11 +157,13 @@ def _path_rule_engine(
 
     # 2. 运行所有混淆组解析器
     resolved_types: dict[str, str] = {}
+    resolved_confidences: dict[str, float] = {}
     for pair_name in _PAIR_NAMES:
         try:
             result = resolve_confusion_pair(features, pair_name)
             if result["resolved_type"] != "unknown" and result["confidence"] > 0:
                 resolved_types[pair_name] = result["resolved_type"]
+                resolved_confidences[pair_name] = result["confidence"]
         except Exception as e:
             logger.debug("[pipeline] 混淆对 %s 解析异常: %s", pair_name, e)
 
@@ -192,16 +194,14 @@ def _path_rule_engine(
         final_base_confidence = keyword_info["confidence"]
 
     # 如果规则引擎有更高置信度的结果, 则采纳
+    # 使用第一轮缓存的结果（M1: 消除冗余重复调用）
     best_resolved_type = None
     best_resolved_conf = 0.0
     for pair_name, rtype in resolved_types.items():
-        try:
-            rr = resolve_confusion_pair(features, pair_name)
-            if rr["confidence"] > best_resolved_conf:
-                best_resolved_conf = rr["confidence"]
-                best_resolved_type = rtype
-        except Exception:
-            continue
+        cached_conf = resolved_confidences.get(pair_name, 0.0)
+        if cached_conf > best_resolved_conf:
+            best_resolved_conf = cached_conf
+            best_resolved_type = rtype
 
     if best_resolved_type and best_resolved_conf > final_base_confidence:
         final_category = best_resolved_type
@@ -272,7 +272,7 @@ def _path_llm_assisted(
         except Exception:
             continue
 
-    # 3. 矛盾检测
+    # 3. 矛盾检测与解决 (M2: 消除硬编码 resolved_count=0)
     resolved_types: dict[str, str] = {}
     for pair_name in _PAIR_NAMES:
         try:
@@ -285,6 +285,19 @@ def _path_llm_assisted(
     features["resolved_types"] = resolved_types
     contradictions = detect_contradictions(features)
 
+    resolution_map: dict[str, Any] = {
+        "resolved_count": 0,
+        "total_count": len(contradictions),
+    }
+    for c in contradictions:
+        try:
+            winner = resolve_contradiction(features, c)
+            if winner:
+                resolution_map[c.get("name", "unknown")] = winner
+                resolution_map["resolved_count"] += 1
+        except Exception as e:
+            logger.debug("[pipeline] Path C 矛盾解决异常: %s", e)
+
     # 4. 确信度计算
     keyword_result_v2 = _build_keyword_result_for_v2(keyword_info)
     keyword_result_v2["base_confidence"] = validated_confidence
@@ -295,7 +308,7 @@ def _path_llm_assisted(
         keyword_result=keyword_result_v2,
         structure_features=structure_features,
         contradictions=contradictions,
-        resolution={"resolved_count": 0, "total_count": len(contradictions)},
+        resolution=resolution_map,
     )
 
     return {
diff --git a/hina/rule_engine/contradiction.py b/hina/rule_engine/contradiction.py
index f8deb1d..842ffa4 100644
--- a/hina/rule_engine/contradiction.py
+++ b/hina/rule_engine/contradiction.py
@@ -45,6 +45,16 @@ CONTRADICTION_PAIRS: list[dict[str, str]] = [
         "type_a": "DIVIDE_50",
         "type_b": "DIVIDE_100",
     },
+    {
+        "name": "division_50_25_100",
+        "type_a": "DIVIDE_50",
+        "type_b": "DIVIDE_25",
+    },
+    {
+        "name": "division_50_25_100",
+        "type_a": "DIVIDE_100",
+        "type_b": "DIVIDE_25",
+    },
     {
         "name": "mn_output_mode",
         "type_a": "M:N",
diff --git a/tests/hina/test_rule_engine.py b/tests/hina/test_rule_engine.py
index db9c09f..3173d67 100644
--- a/tests/hina/test_rule_engine.py
+++ b/tests/hina/test_rule_engine.py
@@ -327,15 +327,26 @@ def test_resolve_contradiction_csv():
 # ═══════════════════════════════════════════════════════════════════════════
 
 def test_contradiction_pairs_defined():
-    """CONTRADICTION_PAIRS 包含所有 8 个混淆对"""
-    assert len(CONTRADICTION_PAIRS) == 8
-    names = {p["name"] for p in CONTRADICTION_PAIRS}
-    expected = {
+    """CONTRADICTION_PAIRS 包含所有混淆对，DIVIDE 全部 3 种变体"""
+    assert len(CONTRADICTION_PAIRS) >= 8
+    pairs_by_name: dict[str, list[dict]] = {}
+    for p in CONTRADICTION_PAIRS:
+        pairs_by_name.setdefault(p["name"], []).append(p)
+
+    expected_names = {
         "matching_vs_keybreak", "dedup_vs_nodedup", "validation_vs_keybreak",
         "csv_merge_vs_split", "simple_vs_two_stage", "pure_vs_mixed",
         "division_50_25_100", "mn_output_mode",
     }
-    assert names == expected
+    assert set(pairs_by_name.keys()) >= expected_names
+
+    # division 应有 3 个矛盾对 (50-100, 50-25, 100-25) 覆盖所有变体
+    div_pairs = pairs_by_name.get("division_50_25_100", [])
+    assert len(div_pairs) == 3, f"DIVIDE 应覆盖全部 3 组变体，当前 {len(div_pairs)} 组"
+    div_types = {(p["type_a"], p["type_b"]) for p in div_pairs}
+    assert ("DIVIDE_50", "DIVIDE_100") in div_types
+    assert ("DIVIDE_50", "DIVIDE_25") in div_types
+    assert ("DIVIDE_100", "DIVIDE_25") in div_types
 
 
 # ═══════════════════════════════════════════════════════════════════════════