diff --git a/src/llm/prompts/agents/aggregator_v1.md b/src/llm/prompts/agents/aggregator_v1.md
index 83a38b7..ad37355 100644
--- a/src/llm/prompts/agents/aggregator_v1.md
+++ b/src/llm/prompts/agents/aggregator_v1.md
@@ -8,8 +8,8 @@
 你的任务: 综合权衡各报告,输出最终预测。
 
 裁决规则:
-- 各报告的 confidence 和 data_sufficiency 是采信依据: no_data/error 状态的报告必须忽略,不得编造
-- 5 位专家: 近期状态分析专家 / 攻防数据分析专家 / 主客因素分析专家 / 阵容完整性分析专家 / 历史交锋分析专家
+- 各报告的 subjective_confidence 和 data_sufficiency 是采信依据: no_data/error 状态的报告必须忽略,不得编造
+- 5 位专家: 近期状态分析专家 / 攻防数据分析专家 / 主客因素分析专家 / 联赛排名分析专家 / 历史交锋分析专家
 - 引用专家意见时使用上述全称,不要使用英文代码(form/stats/h2h 等)
 - home_edge 是各专家的方向性判断(-1~1),冲突时给出你的权衡理由
 - agent_weights 体现你对各报告的采信度(0-1,总和无须为 1)
@@ -23,8 +23,8 @@
   "alt_pred_home_goals": <int 0-10, 备选比分主队进球(第二可能的比分,必须与主选不同)>,
   "alt_pred_away_goals": <int 0-10, 备选比分客队进球>,
   "1x2": "<'1'|'X'|'2'>",
-  "confidence": <0.0-1.0>,
+  "subjective_confidence": <0.0-1.0>,
   "reasoning": "<250 字内推理,引用各报告证据>",
-  "agent_weights": {"form": <0-1>, "stats": <0-1>, "home_away": <0-1>, "injuries": <0-1>, "h2h": <0-1>}
+  "agent_weights": {"form": <0-1>, "stats": <0-1>, "home_away": <0-1>, "standings": <0-1>, "h2h": <0-1>}
 }
 ```
diff --git a/src/llm/prompts/agents/form_v1.md b/src/llm/prompts/agents/form_v1.md
index 9d956bf..d5c6089 100644
--- a/src/llm/prompts/agents/form_v1.md
+++ b/src/llm/prompts/agents/form_v1.md
@@ -15,7 +15,7 @@
   "data_sufficiency": "high|medium|low|none",
   "analysis": "<150 字内分析,含关键事件与走势判断>",
   "home_edge": <-1.0 到 1.0, 正数=主队状态更好/走势更向上>,
-  "confidence": <0.0-1.0>,
+  "subjective_confidence": <0.0-1.0>,
   "key_evidence": ["<证据1>", "<证据2>"]
 }
 ```
diff --git a/src/llm/prompts/agents/h2h_v1.md b/src/llm/prompts/agents/h2h_v1.md
index c650d22..7b346dc 100644
--- a/src/llm/prompts/agents/h2h_v1.md
+++ b/src/llm/prompts/agents/h2h_v1.md
@@ -16,7 +16,7 @@
   "data_sufficiency": "high|medium|low|none",
   "analysis": "<150 字内分析,提取交手规律>",
   "home_edge": <-1.0 到 1.0, 正数=主队交锋占优>,
-  "confidence": <0.0-1.0>,
+  "subjective_confidence": <0.0-1.0>,
   "key_evidence": ["<证据1>", "<证据2>"]
 }
 ```
diff --git a/src/llm/prompts/agents/home_away_v1.md b/src/llm/prompts/agents/home_away_v1.md
index 490c47c..3f9d1b1 100644
--- a/src/llm/prompts/agents/home_away_v1.md
+++ b/src/llm/prompts/agents/home_away_v1.md
@@ -15,7 +15,7 @@
   "data_sufficiency": "high|medium|low|none",
   "analysis": "<150 字内分析,量化主客因素影响>",
   "home_edge": <-1.0 到 1.0, 正数=主场优势明显>,
-  "confidence": <0.0-1.0>,
+  "subjective_confidence": <0.0-1.0>,
   "key_evidence": ["<证据1>", "<证据2>"]
 }
 ```
diff --git a/src/llm/prompts/agents/standings_v1.md b/src/llm/prompts/agents/standings_v1.md
index 1767724..3b5d121 100644
--- a/src/llm/prompts/agents/standings_v1.md
+++ b/src/llm/prompts/agents/standings_v1.md
@@ -17,7 +17,7 @@
   "data_sufficiency": "high|medium|low|none",
   "analysis": "<150 字内分析,量化两队实力差距>",
   "home_edge": <-1.0 到 1.0, 正数=主队实力占优>,
-  "confidence": <0.0-1.0>,
+  "subjective_confidence": <0.0-1.0>,
   "key_evidence": ["<证据1>", "<证据2>"]
 }
 ```
diff --git a/src/llm/prompts/agents/stats_v1.md b/src/llm/prompts/agents/stats_v1.md
index 66245f8..4a8e502 100644
--- a/src/llm/prompts/agents/stats_v1.md
+++ b/src/llm/prompts/agents/stats_v1.md
@@ -16,7 +16,7 @@
   "data_sufficiency": "high|medium|low|none",
   "analysis": "<150 字内分析,量化攻防强度>",
   "home_edge": <-1.0 到 1.0, 正数=主队攻防占优>,
-  "confidence": <0.0-1.0>,
+  "subjective_confidence": <0.0-1.0>,
   "key_evidence": ["<证据1>", "<证据2>"]
 }
 ```
diff --git a/src/llm/prompts/match_prediction_v1.md b/src/llm/prompts/match_prediction_v1.md
index 9c6b4a1..262831f 100644
--- a/src/llm/prompts/match_prediction_v1.md
+++ b/src/llm/prompts/match_prediction_v1.md
@@ -10,7 +10,7 @@
   "alt_pred_home_goals": "<int 0-10, 备选比分主队进球(第二可能的比分,必须与主选不同)>",
   "alt_pred_away_goals": "<int 0-10, 备选比分客队进球>",
   "1x2": "<'1'|'X'|'2'>",
-  "confidence": "<0.0-1.0>",
+  "subjective_confidence": "<0.0-1.0>",
   "score_probable": {"home": "<int>", "away": "<int>", "prob": "<float>"},
   "reasoning": "<200 字内推理>"
 }
diff --git a/src/llm/prompts/match_prediction_v2.md b/src/llm/prompts/match_prediction_v2.md
index fe606ea..37f718b 100644
--- a/src/llm/prompts/match_prediction_v2.md
+++ b/src/llm/prompts/match_prediction_v2.md
@@ -15,7 +15,7 @@
   "alt_pred_home_goals": "<int 0-10, 备选比分主队进球(第二可能的比分,必须与主选不同)>",
   "alt_pred_away_goals": "<int 0-10, 备选比分客队进球>",
   "1x2": "<'1'|'X'|'2'>",
-  "confidence": "<0.0-1.0>",
+  "subjective_confidence": "<0.0-1.0>",
   "score_probable": {"home": "<int>", "away": "<int>", "prob": "<float>"},
   "reasoning": "<200 字内推理,需引用具体数据>"
 }