diff --git a/.task/feature-deliverable-quality-system.md b/.task/feature-deliverable-quality-system.md
new file mode 100644
index 00000000..06abbd8d
--- /dev/null
+++ b/.task/feature-deliverable-quality-system.md
@@ -0,0 +1,25 @@
+# feature/deliverable-quality-system 任务卡
+
+任务主记录：<PR 链接，task-finish 时填写>；状态：进行中；owner：weichen
+
+## 基线与授权
+
+- 权威仓：ssh://git@git-ssh.u1680832.nyat.app:31411/weichen/Agent-System-Dev.git；目标分支：main；R0（initial_base_sha）= 28174a67524849084823e16791d498c1dcdcb77a
+- 工作区：/home/weichen/projects/Agent-System-Dev-wt-feature-deliverable-quality-system（worktree）；分支：feature/deliverable-quality-system
+- 授权与交付终点：<本次允许的动作与终点；未授权事项写明>
+
+## 目标与非目标
+
+<预期结果、受影响入口/模块/契约；明确不做什么。>
+
+## 同步记录
+
+| 节点 | sync_base_sha | tested_head_sha | checked_at |
+|---|---|---|---|
+| 启动 | 28174a67524849084823e16791d498c1dcdcb77a | 28174a67524849084823e16791d498c1dcdcb77a | 2026-10-01T08:46:07Z |
+
+## 结果与验证（完成后填写）
+
+- 结果：
+- 验证：
+- 影响与剩余项：
diff --git a/Makefile b/Makefile
index 1af32331..f59eb58d 100644
--- a/Makefile
+++ b/Makefile
@@ -84,6 +84,9 @@ test-core:
 test-backend:
 	cd $(BACKEND) && go test ./...
 
+eval-deliverables:
+	cd $(BACKEND) && go test ./eval/ ./internal/quality/ -count=1
+
 test-frontend: contracts
 	cd $(FRONTEND) && npm ci --no-fund --no-audit && npx vitest run
 
diff --git a/deps/agent-native b/deps/agent-native
index f9ab2ef6..cfc840c1 160000
--- a/deps/agent-native
+++ b/deps/agent-native
@@ -1 +1 @@
-Subproject commit f9ab2ef698ff253b8914a081e8651da65de3b38d
+Subproject commit cfc840c11d1e85b8f780dbb4030e9f62f670fa3b
diff --git a/deps/agent-squad b/deps/agent-squad
index 9a402e46..d38f838d 160000
--- a/deps/agent-squad
+++ b/deps/agent-squad
@@ -1 +1 @@
-Subproject commit 9a402e468ec758b0f7d5af952e57ebde9248925d
+Subproject commit d38f838dbca0587470050b42afb91ecc1df49321
diff --git a/modules/backend b/modules/backend
index 2079b2df..268f4a9a 160000
--- a/modules/backend
+++ b/modules/backend
@@ -1 +1 @@
-Subproject commit 2079b2dfa851bd4cbe8f399a015126c842c441ec
+Subproject commit 268f4a9abf9fdf23de487cb7a2edbfbaa60ff6af