diff --git a/.task/feature-agent-quality-phase05.md b/.task/feature-agent-quality-phase05.md
index 40f9a18a..fcadf391 100644
--- a/.task/feature-agent-quality-phase05.md
+++ b/.task/feature-agent-quality-phase05.md
@@ -75,11 +75,22 @@
 | 时间(UTC) | 命令 | 被测HEAD | exit | 来源 | sha256(16) |
 |---|---|---|---|---|---|
 
-## 结果与验证（完成后填写）
+## 结果与验证（I1）
 
-- 结果：
-- 验证：<结论摘要 PASS/FAIL/SKIP/NOT_RUN 逐项；逐条证据由 make evidence 写入上方证据表>
-- 影响与剩余项：
+- 真实模型对照（before=P4 后 main 1a3fbfb，after=本构建 b6bdceb，同 golden 集，6/6 回合全部 completed）：
+  - **关键词评分死循环清零**：终轮失败原因不再出现「栏目式标题/可执行性」类语义拦截；
+    现存失败项只有①事实核查一轮修正（设计行为：给一轮、不循环）与②验证器同源跳过的
+    如实提示（notice，非拦截）。
+  - **事实核查生效**：plan-followup 触发对 95%/80%/90%… 的修正轮（终稿未核实数字
+    10→6；minutes-basic 0→1——模型修正后仍保留部分目标值口径，属提示遵循度问题，
+    非机制问题）。
+  - tavily 惰性注册真机验证：**播种后未重启即出现 web_search**（qa6 实测）。
+  - 单轮工具数方差较大（minutes-basic 9→20、pm-tool fail 0→7，模型级波动；跨阶段
+    均值以 P1→P5 累计趋势为准：plan-followup 78→29→47→58）。
+- 验证：go vet + go test ./... 全绿；组合 make test PASS（evidence 行）；真实模型
+  对照 evidence 行 + 报告 `.task/phase05-eval/after-p5.json`。
+- 影响与剩余项：模型 A/B（等用户提供第二家强模型 key——同源验证跳过也提示该配置
+  应尽快补上）；评分维度语义改进（已出拦截路径，评测侧继续用 ScoreBytes 观测）。
 
 ## 规划进展与下一步
 
@@ -172,3 +183,41 @@
   "receipt_sha256": "1646206c0aa830b17234dac65bbda2758f004784f1b667f561e5567928f3fa21"
 }
 ```
+
+<!-- Local receipt: SELF. Digests detect corruption; they do not authenticate a reviewer or CI. -->
+```json
+{
+  "schema": 1,
+  "source": "SELF",
+  "timestamp": "2026-10-10T00:08:03.065136+00:00",
+  "command": "cd modules/backend && AGENT_EVAL_BASE=http://127.0.0.1:18817 AGENT_EVAL_OUT=/tmp/after-p5.json go test ./eval/live/ -tags live -run TestLiveSuite -count=1 -timeout 100m",
+  "command_sha256": "137d473e0d26a7030a6c7d9db43b7b89311c29a0b09996c984d4e7649b1c8dc9",
+  "cwd": "/home/weichen/projects/Agent-System-Dev-wt-feature-agent-quality-phase05",
+  "common_dir": "/home/weichen/projects/Agent-System-Dev/.git",
+  "before": {
+    "head": "b6bdceb6ed147b5822c2833462f81379d7818381",
+    "branch": "feature/agent-quality-phase05",
+    "target_branch": "main",
+    "target_head": "d9786f0f4128bbee43e27bdcc1534e320aae1711",
+    "status": "",
+    "tracked_diff_sha256": "e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855",
+    "untracked": {},
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+  },
+  "after": {
+    "head": "b6bdceb6ed147b5822c2833462f81379d7818381",
+    "branch": "feature/agent-quality-phase05",
+    "target_branch": "main",
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26b562d2e34fbc560711296a309c91c74ffc55b1 modules/backend/deps/agent-squad/deps/agent-native/deps/agent-intent/deps/logging-system/deps/development-guidelines (26b562d)\n 26b562d2e34fbc560711296a309c91c74ffc55b1 modules/backend/deps/agent-squad/deps/agent-native/deps/development-guidelines (26b562d)\n a3ee67bba269e1276c14e22c026171ecf2cf6190 modules/backend/deps/agent-squad/deps/agent-native/deps/error-code-system (a3ee67b)\n 26b562d2e34fbc560711296a309c91c74ffc55b1 modules/backend/deps/agent-squad/deps/agent-native/deps/error-code-system/deps/development-guidelines (26b562d)\n 49b5d8be604d05e4246dffa0d10fa1c2b7ad45d7 modules/backend/deps/agent-squad/deps/agent-native/deps/logging-system (49b5d8b)\n 26b562d2e34fbc560711296a309c91c74ffc55b1 modules/backend/deps/agent-squad/deps/agent-native/deps/logging-system/deps/development-guidelines (26b562d)\n 26b562d2e34fbc560711296a309c91c74ffc55b1 modules/backend/deps/agent-squad/deps/development-guidelines (26b562d)\n a3ee67bba269e1276c14e22c026171ecf2cf6190 modules/backend/deps/agent-squad/deps/error-code-system (a3ee67b)\n 26b562d2e34fbc560711296a309c91c74ffc55b1 modules/backend/deps/agent-squad/deps/error-code-system/deps/development-guidelines (26b562d)\n 49b5d8be604d05e4246dffa0d10fa1c2b7ad45d7 modules/backend/deps/agent-squad/deps/logging-system (49b5d8b)\n 26b562d2e34fbc560711296a309c91c74ffc55b1 modules/backend/deps/agent-squad/deps/logging-system/deps/development-guidelines (26b562d)\n a253a40b8e5563119b00c4e71fb61fe0d11d6d6a modules/backend/deps/agent-system-core (v0.2.0)\n a3ee67bba269e1276c14e22c026171ecf2cf6190 modules/backend/deps/error-code-system (a3ee67b)\n 26b562d2e34fbc560711296a309c91c74ffc55b1 modules/backend/deps/error-code-system/deps/development-guidelines (26b562d)\n 49b5d8be604d05e4246dffa0d10fa1c2b7ad45d7 modules/backend/deps/logging-system (49b5d8b)\n 26b562d2e34fbc560711296a309c91c74ffc55b1 modules/backend/deps/logging-system/deps/development-guidelines (26b562d)\n a253a40b8e5563119b00c4e71fb61fe0d11d6d6a modules/core (v0.2.0)\n 3e43193f457b2856688401dc0d2c86dfdcfad3cc modules/documents (heads/main)\n 84b73ab32848e623d0a0ab7ade552784dca8cf3c modules/frontend (v0.2.0)\n 76d6633736a7abb36ac1ecca42fe4e6f120d0558 modules/ui (v0.2.0)\n"
+  },
+  "after_error": null,
+  "exit_code": 0,
+  "output": "ok  \tagent-system-backend/eval/live\t621.906s\n",
+  "output_sha256": "15919f91afdfbec6c36023e697791d9de42fb2b837974e472f444f6a72fdb280",
+  "receipt_sha256": "b2fe519957cdcc8ed23c5062024056b43ed4091fdb7268534a381fddaee3be11"
+}
+```
diff --git a/.task/phase05-eval/after-p5.json b/.task/phase05-eval/after-p5.json
new file mode 100644
index 00000000..9cbcdf0f
--- /dev/null
+++ b/.task/phase05-eval/after-p5.json
@@ -0,0 +1,320 @@
+{
+  "target": "http://127.0.0.1:18817",
+  "model": "MiniMax-M2.7-highspeed",
+  "generatedAt": "2026-10-10T00:08:03Z",
+  "tasks": [
+    {
+      "id": "minutes-basic",
+      "turns": [
+        {
+          "user": "帮我总结一份会议纪要",
+          "runId": "run_98227b6da4f8",
+          "status": "completed",
+          "finalText": "本轮未做同源模型验证（验证器未独立配置）；硬事实与事实核查已执行",
+          "usage": {
+            "id": "run_98227b6da4f8",
+            "status": "completed",
+            "createdAt": "2026-10-10T00:08:03.365884236Z",
+            "endedAt": "2026-10-10T00:09:46.817340834Z",
+            "usage": {
+              "promptTokens": 958971,
+              "completionTokens": 5805,
+              "totalTokens": 964776,
+              "durationMs": 103450,
+              "toolCalls": 0
+            },
+            "error": null
+          },
+          "metrics": {
+            "toolCalls": 20,
+            "toolFailures": 2,
+            "fullRegens": 0,
+            "apiDiscovery": 0,
+            "readsOriginal": 1,
+            "planUpdates": 6,
+            "verifierChecks": 2
+          },
+          "checks": [
+            {
+              "passed": false,
+              "reason": "事实核查：交付物里以下数字/日期在本次材料中找不到出处：2026年、10月10日。逐条二选一：改成材料里能找到的数值，或删除/明确标注为推测或目标值（如“目标 85%”）。不要保留无法回溯的裸数字。"
+            },
+            {
+              "passed": false,
+              "reason": "验证器未配置独立轻量模型（当前与主模型相同），跳过同源验证"
+            }
+          ],
+          "artifacts": [
+            "研发智能体文档处理与自举方案评审纪要.docx",
+            "研发智能体文档处理与自举方案评审纪要.docx"
+          ],
+          "durationMs": 105127
+        }
+      ],
+      "total": {
+        "toolCalls": 20,
+        "toolFailures": 2,
+        "fullRegens": 0,
+        "apiDiscovery": 0,
+        "readsOriginal": 1,
+        "planUpdates": 6,
+        "verifierChecks": 2
+      },
+      "unverifiedFacts": [
+        "10月10日"
+      ]
+    },
+    {
+      "id": "plan-followup",
+      "turns": [
+        {
+          "user": "帮我总结一份会议纪要",
+          "runId": "run_0e2939910b9b",
+          "status": "completed",
+          "finalText": "本轮未做同源模型验证（验证器未独立配置）；硬事实与事实核查已执行",
+          "usage": {
+            "id": "run_0e2939910b9b",
+            "status": "completed",
+            "createdAt": "2026-10-10T00:09:48.529064498Z",
+            "endedAt": "2026-10-10T00:11:19.797414578Z",
+            "usage": {
+              "promptTokens": 490283,
+              "completionTokens": 5397,
+              "totalTokens": 495680,
+              "durationMs": 91268,
+              "toolCalls": 0
+            },
+            "error": null
+          },
+          "metrics": {
+            "toolCalls": 16,
+            "toolFailures": 4,
+            "fullRegens": 0,
+            "apiDiscovery": 1,
+            "readsOriginal": 0,
+            "planUpdates": 5,
+            "verifierChecks": 1
+          },
+          "checks": [
+            {
+              "passed": false,
+              "reason": "验证器未配置独立轻量模型（当前与主模型相同），跳过同源验证"
+            }
+          ],
+          "artifacts": [
+            "研发智能体文档处理与自举方案评审会议纪要.docx"
+          ],
+          "durationMs": 93112
+        },
+        {
+          "user": "根据这个纪要，制定一个方案",
+          "runId": "run_db60273d0c50",
+          "status": "completed",
+          "finalText": "本轮未做同源模型验证（验证器未独立配置）；硬事实与事实核查已执行",
+          "usage": {
+            "id": "run_db60273d0c50",
+            "status": "completed",
+            "createdAt": "2026-10-10T00:11:21.632969359Z",
+            "endedAt": "2026-10-10T00:12:41.942635887Z",
+            "usage": {
+              "promptTokens": 527953,
+              "completionTokens": 4448,
+              "totalTokens": 532401,
+              "durationMs": 80309,
+              "toolCalls": 0
+            },
+            "error": null
+          },
+          "metrics": {
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+            "toolFailures": 1,
+            "fullRegens": 0,
+            "apiDiscovery": 0,
+            "readsOriginal": 0,
+            "planUpdates": 2,
+            "verifierChecks": 2
+          },
+          "checks": [
+            {
+              "passed": false,
+              "reason": "事实核查：交付物里以下数字/日期在本次材料中找不到出处：2026-10-10。逐条二选一：改成材料里能找到的数值，或删除/明确标注为推测或目标值（如“目标 85%”）。不要保留无法回溯的裸数字。"
+            },
+            {
+              "passed": false,
+              "reason": "验证器未配置独立轻量模型（当前与主模型相同），跳过同源验证"
+            }
+          ],
+          "artifacts": [
+            "研发智能体文档处理系统重构方案.docx",
+            "研发智能体文档处理系统重构方案.docx"
+          ],
+          "durationMs": 81106
+        },
+        {
+          "user": "方案太简要了，给我一个详细的方案和计划",
+          "runId": "run_aa3daf21b2bc",
+          "status": "completed",
+          "finalText": "本轮未做同源模型验证（验证器未独立配置）；硬事实与事实核查已执行",
+          "usage": {
+            "id": "run_aa3daf21b2bc",
+            "status": "completed",
+            "createdAt": "2026-10-10T00:12:42.741977532Z",
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