diff --git a/examples/game/romantic_restaurant/game_romantic_restaurant.json b/examples/game/romantic_restaurant/game_romantic_restaurant.json
index 2a5e2654..98540547 100644
--- a/examples/game/romantic_restaurant/game_romantic_restaurant.json
+++ b/examples/game/romantic_restaurant/game_romantic_restaurant.json
@@ -9,38 +9,17 @@
         }
     },
     "teststeps": [
-        {
-            "name": "启动抖音 app",
-            "android": {
-                "os_type": "android",
-                "actions": [
-                    {
-                        "method": "app_launch",
-                        "params": "$package_name"
-                    },
-                    {
-                        "method": "sleep",
-                        "params": 5
-                    }
-                ]
-            },
-            "validate": [
-                {
-                    "check": "ui_foreground_app",
-                    "assert": "equal",
-                    "expect": "$package_name",
-                    "msg": "app [$package_name] should be in foreground"
-                }
-            ]
-        },
         {
             "name": "进入「浪漫餐厅」小游戏",
             "android": {
                 "os_type": "android",
                 "actions": [
+                    {
+                        "method": "home"
+                    },
                     {
                         "method": "start_to_goal",
-                        "params": "搜索「浪漫餐厅」，进入小游戏",
+                        "params": "在手机桌面点击「浪漫餐厅」启动小游戏，等待游戏加载完成",
                         "options": {
                             "pre_mark_operation": true
                         }
@@ -63,7 +42,7 @@
                 "actions": [
                     {
                         "method": "start_to_goal",
-                        "params": "浪漫餐厅是一款经营类游戏，以下是游戏的基本规则说明：\n1、点击右下角锅铲，开始任务\n2、将棋子拖拽至相同棋子，可升级生成新棋子\n3、拖拽相同棋子时，被部分遮挡的棋子只能作为拖拽终点，不能作为拖拽起点\n4、当游戏界面中没有相同棋子时，可以点击游戏页面中央的购物袋生成新的棋子\n5、若不知道如何操作，请按照游戏指引进行游玩\n\n请严格按照以上游戏规则，开始游戏\n",
+                        "params": "浪漫餐厅是一款经营类游戏，以下是游戏的基本规则说明：\n1、点击右下角锅铲，开始任务\n2、将棋子拖拽至相同棋子，可升级生成新棋子；注意，必须是相同类别和形状的棋子才能合成，例如，长面包和圆面包不能合成，方形蛋糕和三角形蛋糕不能合成\n3、拖拽相同棋子时，被部分遮挡的棋子只能作为拖拽终点，不能作为拖拽起点\n4、当游戏界面中没有相同棋子时，可以点击游戏页面中央的购物袋生成新的棋子\n5、若不知道如何操作，请按照游戏指引进行游玩\n6、不要连续重复上一步操作，合成失败后及时更换策略\n\n请严格按照以上游戏规则，开始游戏\n",
                         "options": {
                             "time_limit": 300,
                             "pre_mark_operation": true
diff --git a/examples/game/romantic_restaurant/main_test.go b/examples/game/romantic_restaurant/main_test.go
index b028243e..5c44bce6 100644
--- a/examples/game/romantic_restaurant/main_test.go
+++ b/examples/game/romantic_restaurant/main_test.go
@@ -12,10 +12,11 @@ import (
 func TestGameRomanticRestaurant(t *testing.T) {
 	userInstruction := `浪漫餐厅是一款经营类游戏，以下是游戏的基本规则说明：
 1、点击右下角锅铲，开始任务
-2、将棋子拖拽至相同棋子，可升级生成新棋子
+2、将棋子拖拽至相同棋子，可升级生成新棋子；注意，必须是相同类别和形状的棋子才能合成，例如，长面包和圆面包不能合成，方形蛋糕和三角形蛋糕不能合成
 3、拖拽相同棋子时，被部分遮挡的棋子只能作为拖拽终点，不能作为拖拽起点
 4、当游戏界面中没有相同棋子时，可以点击游戏页面中央的购物袋生成新的棋子
 5、若不知道如何操作，请按照游戏指引进行游玩
+6、不要连续重复上一步操作，合成失败后及时更换策略
 
 请严格按照以上游戏规则，开始游戏
 `
@@ -26,15 +27,22 @@ func TestGameRomanticRestaurant(t *testing.T) {
 				"package_name": "com.ss.android.ugc.aweme",
 			}),
 		TestSteps: []hrp.IStep{
-			hrp.NewStep("启动抖音 app").
-				Android().
-				AppLaunch("$package_name").
-				Sleep(5).
-				Validate().
-				AssertAppInForeground("$package_name"),
+			// hrp.NewStep("启动抖音 app").
+			// 	Android().
+			// 	AppLaunch("$package_name").
+			// 	Sleep(5).
+			// 	Validate().
+			// 	AssertAppInForeground("$package_name"),
+			// hrp.NewStep("进入「浪漫餐厅」小游戏").
+			// 	Android().
+			// 	StartToGoal("搜索「浪漫餐厅」，点击进入「游戏」tab，进入小游戏",
+			// 		option.WithPreMarkOperation(true)).
+			// 	Validate().
+			// 	AssertAI("当前位于游戏界面"),
 			hrp.NewStep("进入「浪漫餐厅」小游戏").
 				Android().
-				StartToGoal("搜索「浪漫餐厅」，进入小游戏",
+				Home().
+				StartToGoal("在手机桌面点击「浪漫餐厅」启动小游戏，等待游戏加载完成",
 					option.WithPreMarkOperation(true)).
 				Validate().
 				AssertAI("当前位于游戏界面"),
diff --git a/examples/game/sudoku/game_sudoku.json b/examples/game/sudoku/game_sudoku.json
index 39c01329..344b9e04 100644
--- a/examples/game/sudoku/game_sudoku.json
+++ b/examples/game/sudoku/game_sudoku.json
@@ -9,38 +9,17 @@
         }
     },
     "teststeps": [
-        {
-            "name": "启动抖音 app",
-            "android": {
-                "os_type": "android",
-                "actions": [
-                    {
-                        "method": "app_launch",
-                        "params": "$package_name"
-                    },
-                    {
-                        "method": "sleep",
-                        "params": 5
-                    }
-                ]
-            },
-            "validate": [
-                {
-                    "check": "ui_foreground_app",
-                    "assert": "equal",
-                    "expect": "$package_name",
-                    "msg": "app [$package_name] should be in foreground"
-                }
-            ]
-        },
         {
             "name": "进入「每天数独」小游戏",
             "android": {
                 "os_type": "android",
                 "actions": [
+                    {
+                        "method": "home"
+                    },
                     {
                         "method": "start_to_goal",
-                        "params": "搜索「每天数独」，进入小游戏",
+                        "params": "在手机桌面点击「每天数独」启动小游戏，等待游戏加载完成\n\n1、点击【开始】按钮开始游戏，进入数独的棋盘界面\n2、若提示「体力不足」，可通过观看广告免费获得体力，观看完成后继续开始游戏\n3、进入棋盘界面后即算作目标达成\n",
                         "options": {
                             "pre_mark_operation": true
                         }
@@ -51,8 +30,8 @@
                 {
                     "check": "ui_ai",
                     "assert": "ai_assert",
-                    "expect": "当前页面底部包含「开始」按钮",
-                    "msg": "assert ai prompt [当前页面底部包含「开始」按钮] failed"
+                    "expect": "当前界面包含网格状的棋盘",
+                    "msg": "assert ai prompt [当前界面包含网格状的棋盘] failed"
                 }
             ]
         },
@@ -63,7 +42,7 @@
                 "actions": [
                     {
                         "method": "start_to_goal",
-                        "params": "每天数独是一款逻辑推理游戏，玩家需要通过推理来确定黄色方块的所在位置，以下是游戏的基本规则说明：\n1、方块外面的数字代表所在那一行或一列的黄色方块数量。\n2、初始状态为白色方块，选择正确后变为黄色方块，选择错误后变为红底的 X。\n3、如果同一行或列有两个数字，则至少需要一个白底 X 分割它们作为间隔。\n4、如果数字与格子最大数相同时，该列或行必然全都是黄色方块。\n5、只能点击白色方块，不要重复点击同一个方块。\n6、若出现「桌面入口」弹窗则直接关闭。\n\n请严格按照以上游戏规则，开始游戏\n",
+                        "params": "每天数独是一款逻辑推理游戏，玩家需要通过推理来确定黄色方块的所在位置，以下是游戏的基本规则说明：\n1、方块外面的数字代表所在那一行或一列的黄色方块数量。\n2、初始状态为白色方块，选择正确后变为黄色方块，选择错误后变为红底的 X。\n3、如果同一行或列有两个数字，则至少需要一个白底 X 分割它们作为间隔。\n4、如果数字与格子最大数相同时，该列或行必然全都是黄色方块。\n5、只能点击白色方块，不要重复点击同一个方块。\n6、若出现「桌面入口」弹窗则直接关闭。\n7、若游戏失败弹出恢复血量的弹窗，请关闭弹窗重新开始游戏。\n\n请严格按照以上游戏规则，开始游戏\n",
                         "options": {
                             "time_limit": 300,
                             "pre_mark_operation": true
diff --git a/examples/game/sudoku/main_test.go b/examples/game/sudoku/main_test.go
index 9c68c2b7..4fd287c9 100644
--- a/examples/game/sudoku/main_test.go
+++ b/examples/game/sudoku/main_test.go
@@ -10,6 +10,12 @@ import (
 )
 
 func TestGameSudoku(t *testing.T) {
+	startGameInstruction := `在手机桌面点击「每天数独」启动小游戏，等待游戏加载完成
+
+1、点击【开始】按钮开始游戏，进入数独的棋盘界面
+2、若提示「体力不足」，可通过观看广告免费获得体力，观看完成后继续开始游戏
+3、进入棋盘界面后即算作目标达成
+`
 	userInstruction := `每天数独是一款逻辑推理游戏，玩家需要通过推理来确定黄色方块的所在位置，以下是游戏的基本规则说明：
 1、方块外面的数字代表所在那一行或一列的黄色方块数量。
 2、初始状态为白色方块，选择正确后变为黄色方块，选择错误后变为红底的 X。
@@ -17,6 +23,7 @@ func TestGameSudoku(t *testing.T) {
 4、如果数字与格子最大数相同时，该列或行必然全都是黄色方块。
 5、只能点击白色方块，不要重复点击同一个方块。
 6、若出现「桌面入口」弹窗则直接关闭。
+7、若游戏失败弹出恢复血量的弹窗，请关闭弹窗重新开始游戏。
 
 请严格按照以上游戏规则，开始游戏
 `
@@ -27,18 +34,19 @@ func TestGameSudoku(t *testing.T) {
 				"package_name": "com.ss.android.ugc.aweme",
 			}),
 		TestSteps: []hrp.IStep{
-			hrp.NewStep("启动抖音 app").
-				Android().
-				AppLaunch("$package_name").
-				Sleep(5).
-				Validate().
-				AssertAppInForeground("$package_name"),
+			// hrp.NewStep("启动抖音 app").
+			// 	Android().
+			// 	AppLaunch("$package_name").
+			// 	Sleep(5).
+			// 	Validate().
+			// 	AssertAppInForeground("$package_name"),
 			hrp.NewStep("进入「每天数独」小游戏").
 				Android().
-				StartToGoal("搜索「每天数独」，进入小游戏",
+				Home().
+				StartToGoal(startGameInstruction,
 					option.WithPreMarkOperation(true)).
 				Validate().
-				AssertAI("当前页面底部包含「开始」按钮"),
+				AssertAI("当前界面包含网格状的棋盘"),
 			hrp.NewStep("开始游戏").
 				Android().
 				StartToGoal(userInstruction,
diff --git a/examples/game/yuedongxiaozi/game_yuedongxiaozi.json b/examples/game/yuedongxiaozi/game_yuedongxiaozi.json
index a7776210..a26df279 100644
--- a/examples/game/yuedongxiaozi/game_yuedongxiaozi.json
+++ b/examples/game/yuedongxiaozi/game_yuedongxiaozi.json
@@ -9,38 +9,17 @@
         }
     },
     "teststeps": [
-        {
-            "name": "启动抖音 app",
-            "android": {
-                "os_type": "android",
-                "actions": [
-                    {
-                        "method": "app_launch",
-                        "params": "$package_name"
-                    },
-                    {
-                        "method": "sleep",
-                        "params": 5
-                    }
-                ]
-            },
-            "validate": [
-                {
-                    "check": "ui_foreground_app",
-                    "assert": "equal",
-                    "expect": "$package_name",
-                    "msg": "app [$package_name] should be in foreground"
-                }
-            ]
-        },
         {
             "name": "启动「跃动小子」小游戏",
             "android": {
                 "os_type": "android",
                 "actions": [
+                    {
+                        "method": "home"
+                    },
                     {
                         "method": "start_to_goal",
-                        "params": "搜索「跃动小子」，启动小游戏",
+                        "params": "在手机桌面点击「跃动小子」启动小游戏，等待游戏加载完成",
                         "options": {
                             "pre_mark_operation": true
                         }
@@ -51,8 +30,8 @@
                 {
                     "check": "ui_ai",
                     "assert": "ai_assert",
-                    "expect": "当前页面底部包含「领地」「试炼」按钮",
-                    "msg": "assert ai prompt [当前页面底部包含「领地」「试炼」按钮] failed"
+                    "expect": "当前在小游戏页面",
+                    "msg": "assert ai prompt [当前在小游戏页面] failed"
                 }
             ]
         },
@@ -63,7 +42,7 @@
                 "actions": [
                     {
                         "method": "start_to_goal",
-                        "params": "跃动小子是一款开宝箱类的小游戏，以下是游戏的基本规则说明：\n1、打开宝箱，按照游戏指引进行「出售」或「装备」操作。\n2、请持续推进游戏进程。\n3、屏幕底部的黑白按钮不要进行点击操作。\n\n请严格按照以上游戏规则，开始游戏\n",
+                        "params": "跃动小子是一款开宝箱类的小游戏，以下是游戏的基本规则说明：\n1、打开宝箱，按照游戏指引进行「出售」或「装备」操作。\n2、请持续推进游戏进程。\n3、游戏界面底部的黑白按钮不要进行点击操作。\n\n请严格按照以上游戏规则，开始游戏\n",
                         "options": {
                             "time_limit": 300,
                             "pre_mark_operation": true
diff --git a/examples/game/yuedongxiaozi/main_test.go b/examples/game/yuedongxiaozi/main_test.go
index 29ac3882..d2ad79a9 100644
--- a/examples/game/yuedongxiaozi/main_test.go
+++ b/examples/game/yuedongxiaozi/main_test.go
@@ -9,11 +9,11 @@ import (
 	"github.com/httprunner/httprunner/v5/uixt/option"
 )
 
-func TestGameZhuadaE(t *testing.T) {
+func TestGameYuedongxiaozi(t *testing.T) {
 	userInstruction := `跃动小子是一款开宝箱类的小游戏，以下是游戏的基本规则说明：
 1、打开宝箱，按照游戏指引进行「出售」或「装备」操作。
 2、请持续推进游戏进程。
-3、屏幕底部的黑白按钮不要进行点击操作。
+3、游戏界面底部的黑白按钮不要进行点击操作。
 
 请严格按照以上游戏规则，开始游戏
 `
@@ -25,18 +25,25 @@ func TestGameZhuadaE(t *testing.T) {
 				"package_name": "com.ss.android.ugc.aweme",
 			}),
 		TestSteps: []hrp.IStep{
-			hrp.NewStep("启动抖音 app").
-				Android().
-				AppLaunch("$package_name").
-				Sleep(5).
-				Validate().
-				AssertAppInForeground("$package_name"),
+			// hrp.NewStep("启动抖音 app").
+			// 	Android().
+			// 	AppLaunch("$package_name").
+			// 	Sleep(5).
+			// 	Validate().
+			// 	AssertAppInForeground("$package_name"),
+			// hrp.NewStep("启动「跃动小子」小游戏").
+			// 	Android().
+			// 	StartToGoal("搜索「跃动小子」，点击「小游戏」tab，进入小游戏",
+			// 		option.WithPreMarkOperation(true)).
+			// 	Validate().
+			// 	AssertAI("当前在小游戏页面"),
 			hrp.NewStep("启动「跃动小子」小游戏").
 				Android().
-				StartToGoal("搜索「跃动小子」，启动小游戏",
+				Home().
+				StartToGoal("在手机桌面点击「跃动小子」启动小游戏，等待游戏加载完成",
 					option.WithPreMarkOperation(true)).
 				Validate().
-				AssertAI("当前页面底部包含「领地」「试炼」按钮"),
+				AssertAI("当前在小游戏页面"),
 			hrp.NewStep("开始游戏").
 				Android().
 				StartToGoal(userInstruction,
diff --git a/examples/game/zhuadae/game_zhuadae.json b/examples/game/zhuadae/game_zhuadae.json
index 991f6795..d993f23a 100644
--- a/examples/game/zhuadae/game_zhuadae.json
+++ b/examples/game/zhuadae/game_zhuadae.json
@@ -9,41 +9,24 @@
         }
     },
     "teststeps": [
-        {
-            "name": "启动抖音 app",
-            "android": {
-                "os_type": "android",
-                "actions": [
-                    {
-                        "method": "app_launch",
-                        "params": "$package_name"
-                    },
-                    {
-                        "method": "sleep",
-                        "params": 5
-                    }
-                ]
-            },
-            "validate": [
-                {
-                    "check": "ui_foreground_app",
-                    "assert": "equal",
-                    "expect": "$package_name",
-                    "msg": "app [$package_name] should be in foreground"
-                }
-            ]
-        },
         {
             "name": "启动「抓大鹅」小游戏",
             "android": {
                 "os_type": "android",
                 "actions": [
+                    {
+                        "method": "home"
+                    },
                     {
                         "method": "start_to_goal",
-                        "params": "搜索「抓大鹅」，启动小游戏",
+                        "params": "在手机桌面点击「抓大鹅」启动小游戏，处理弹窗，等待游戏加载完成",
                         "options": {
                             "pre_mark_operation": true
                         }
+                    },
+                    {
+                        "method": "sleep",
+                        "params": 10
                     }
                 ]
             },
@@ -51,8 +34,8 @@
                 {
                     "check": "ui_ai",
                     "assert": "ai_assert",
-                    "expect": "当前页面底部包含「抓大鹅」按钮",
-                    "msg": "assert ai prompt [当前页面底部包含「抓大鹅」按钮] failed"
+                    "expect": "当前页面底部包含「抓大鹅」",
+                    "msg": "assert ai prompt [当前页面底部包含「抓大鹅」] failed"
                 }
             ]
         },
@@ -67,6 +50,10 @@
                         "options": {
                             "pre_mark_operation": true
                         }
+                    },
+                    {
+                        "method": "sleep",
+                        "params": 10
                     }
                 ]
             },
diff --git a/examples/game/zhuadae/main_test.go b/examples/game/zhuadae/main_test.go
index bffc5cdf..0a701223 100644
--- a/examples/game/zhuadae/main_test.go
+++ b/examples/game/zhuadae/main_test.go
@@ -28,22 +28,32 @@ func TestGameZhuadaE(t *testing.T) {
 				"package_name": "com.ss.android.ugc.aweme",
 			}),
 		TestSteps: []hrp.IStep{
-			hrp.NewStep("启动抖音 app").
-				Android().
-				AppLaunch("$package_name").
-				Sleep(5).
-				Validate().
-				AssertAppInForeground("$package_name"),
+			// hrp.NewStep("启动抖音 app").
+			// 	Android().
+			// 	AppLaunch("$package_name").
+			// 	Sleep(5).
+			// 	Validate().
+			// 	AssertAppInForeground("$package_name"),
+			// hrp.NewStep("启动「抓大鹅」小游戏").
+			// 	Android().
+			// 	StartToGoal("搜索「抓大鹅」，启动小游戏",
+			// 		option.WithPreMarkOperation(true)).
+			// 	Sleep(10).
+			// 	Validate().
+			// 	AssertAI("当前页面底部包含「抓大鹅」"),
 			hrp.NewStep("启动「抓大鹅」小游戏").
 				Android().
-				StartToGoal("搜索「抓大鹅」，启动小游戏",
+				Home().
+				StartToGoal("在手机桌面点击「抓大鹅」启动小游戏，处理弹窗，等待游戏加载完成",
 					option.WithPreMarkOperation(true)).
+				Sleep(10).
 				Validate().
-				AssertAI("当前页面底部包含「抓大鹅」按钮"),
+				AssertAI("当前页面底部包含「抓大鹅」"),
 			hrp.NewStep("进入「抓大鹅」小游戏").
 				Android().
 				StartToGoal("点击「抓大鹅」，进入小游戏",
 					option.WithPreMarkOperation(true)).
+				Sleep(10).
 				Validate().
 				AssertAI("当前页面底部包含「移出」「凑齐」「打乱」按钮"),
 			hrp.NewStep("开始游戏").
diff --git a/internal/version/VERSION b/internal/version/VERSION
index 0e7166d7..552c255e 100644
--- a/internal/version/VERSION
+++ b/internal/version/VERSION
@@ -1 +1 @@
-v5.0.0-250704
+v5.0.0-250710
diff --git a/parser.go b/parser.go
index 6989242a..a7021f15 100644
--- a/parser.go
+++ b/parser.go
@@ -11,13 +11,13 @@ import (
 	"strconv"
 	"strings"
 
+	"github.com/httprunner/funplugin"
+	"github.com/httprunner/funplugin/fungo"
 	"github.com/maja42/goval"
 	"github.com/mark3labs/mcp-go/mcp"
 	"github.com/pkg/errors"
 	"github.com/rs/zerolog/log"
 
-	"github.com/httprunner/funplugin"
-	"github.com/httprunner/funplugin/fungo"
 	"github.com/httprunner/httprunner/v5/code"
 	"github.com/httprunner/httprunner/v5/internal/builtin"
 	"github.com/httprunner/httprunner/v5/mcphost"
@@ -238,7 +238,7 @@ func (p *Parser) ParseString(raw string, variablesMapping map[string]interface{}
 			log.Debug().
 				Str("parsedString", parsedString).
 				Int("matchStartPosition", matchStartPosition).
-				Msg("[parseString] parse function")
+				Msg("parse string function")
 			continue
 		}
 
@@ -268,7 +268,7 @@ func (p *Parser) ParseString(raw string, variablesMapping map[string]interface{}
 			log.Debug().
 				Str("parsedString", parsedString).
 				Int("matchStartPosition", matchStartPosition).
-				Msg("[parseString] parse variable")
+				Msg("parse string variable")
 			continue
 		}
 
@@ -306,7 +306,8 @@ func (p *Parser) CallFunc(funcName string, arguments ...interface{}) (interface{
 
 // CallMCPTool calls a MCP tool on a specific MCP server
 func (p *Parser) CallMCPTool(ctx context.Context, serverName,
-	funcName string, arguments map[string]interface{}) (interface{}, error) {
+	funcName string, arguments map[string]interface{},
+) (interface{}, error) {
 	if p.MCPHost == nil {
 		return nil, fmt.Errorf("mcphost is not initialized")
 	}
diff --git a/report.go b/report.go
index 26e78bab..18b44d5f 100644
--- a/report.go
+++ b/report.go
@@ -1838,6 +1838,101 @@ const htmlTemplate = `<!DOCTYPE html>
             word-wrap: break-word;
         }
 
+        /* AI Assertion Styles */
+        .ai-assertion-section {
+            margin-top: 15px;
+            padding: 15px;
+            background: linear-gradient(135deg, #f0f8ff 0%, #f5f5ff 100%);
+            border: 2px solid #4169e1;
+            border-radius: 12px;
+            box-shadow: 0 4px 8px rgba(65, 105, 225, 0.15);
+        }
+
+        .ai-assertion-section h5 {
+            margin: 0 0 15px 0;
+            color: #4169e1;
+            font-size: 1.1em;
+            font-weight: 600;
+        }
+
+        .ai-screenshot-container {
+            background: white;
+            border: 1px solid #dee2e6;
+            border-radius: 8px;
+            padding: 12px;
+            margin-bottom: 15px;
+            box-shadow: 0 2px 4px rgba(0, 0, 0, 0.1);
+        }
+
+        .ai-screenshot {
+            text-align: center;
+            margin-top: 10px;
+        }
+
+        .ai-screenshot img {
+            max-width: 100%;
+            height: auto;
+            border-radius: 8px;
+            border: 1px solid #dee2e6;
+            box-shadow: 0 2px 8px rgba(0, 0, 0, 0.1);
+            cursor: pointer;
+            transition: transform 0.2s;
+        }
+
+        .ai-screenshot img:hover {
+            transform: scale(1.02);
+        }
+
+        .ai-analysis-container {
+            background: white;
+            border: 1px solid #dee2e6;
+            border-radius: 8px;
+            padding: 12px;
+            box-shadow: 0 2px 4px rgba(0, 0, 0, 0.1);
+        }
+
+        .ai-analysis-content {
+            margin-top: 10px;
+        }
+
+        .ai-thought {
+            background: linear-gradient(135deg, #e8f4fd 0%, #f0f8ff 100%);
+            border: 1px solid #4169e1;
+            border-radius: 8px;
+            padding: 12px;
+            margin: 10px 0;
+            color: #2c3e50;
+        }
+
+        .ai-thought .thought-content {
+            margin-top: 8px;
+            font-style: italic;
+            color: #34495e;
+            white-space: pre-wrap;
+            word-wrap: break-word;
+        }
+
+        .ai-raw-response {
+            background: #f8f9fa;
+            border: 1px solid #dee2e6;
+            border-radius: 8px;
+            padding: 12px;
+            margin: 10px 0;
+            color: #2c3e50;
+        }
+
+        .ai-raw-response .response-content {
+            margin-top: 8px;
+            font-family: monospace;
+            font-size: 0.9em;
+            background: white;
+            padding: 8px;
+            border-radius: 4px;
+            border: 1px solid #e9ecef;
+            white-space: pre-wrap;
+            word-wrap: break-word;
+        }
+
         @media screen and (max-width: 768px) {
             .validator-ai-layout {
                 flex-direction: column;
@@ -2950,6 +3045,60 @@ const htmlTemplate = `<!DOCTYPE html>
                                 {{if and $validator.msg (ne $validator.check_result "pass")}}
                                     <div class="validator-message">{{$validator.msg}}</div>
                                 {{end}}
+
+                                <!-- AI Assertion Results -->
+                                {{if $validator.ai_result}}
+                                <div class="ai-assertion-section">
+                                    <h5>🤖 AI Assertion Details</h5>
+
+                                    <!-- AI Assertion Screenshot -->
+                                    {{if $validator.ai_result.image_path}}
+                                    <div class="ai-screenshot-container">
+                                        <span class="step-name">📸 AI Assertion Screenshot</span>
+                                        {{if $validator.ai_result.screenshot_elapsed}}
+                                        <span class="duration">{{formatDuration $validator.ai_result.screenshot_elapsed}}</span>
+                                        {{end}}
+                                        <div class="ai-screenshot">
+                                            {{$base64Image := encodeImageBase64 $validator.ai_result.image_path}}
+                                            {{if $base64Image}}
+                                            <img src="data:image/jpeg;base64,{{$base64Image}}" alt="AI Assertion Screenshot" onclick="openImageModal(this.src)" />
+                                            {{end}}
+                                        </div>
+                                    </div>
+                                    {{end}}
+
+                                    <!-- AI Model Analysis -->
+                                    <div class="ai-analysis-container">
+                                        <span class="step-name">🧠 AI Model Analysis</span>
+                                        {{if $validator.ai_result.model_call_elapsed}}
+                                        <span class="duration">{{formatDuration $validator.ai_result.model_call_elapsed}}</span>
+                                        {{end}}
+                                        <div class="ai-analysis-content">
+                                            {{if $validator.ai_result.assertion_result.model_name}}
+                                            <div class="model-info">🤖 Model: {{$validator.ai_result.assertion_result.model_name}}</div>
+                                            {{end}}
+                                            {{if $validator.ai_result.assertion_result.usage}}
+                                            <div class="usage-info">📊 Tokens: {{$validator.ai_result.assertion_result.usage.PromptTokens}} in / {{$validator.ai_result.assertion_result.usage.CompletionTokens}} out / {{$validator.ai_result.assertion_result.usage.TotalTokens}} total</div>
+                                            {{end}}
+                                            {{if $validator.ai_result.resolution}}
+                                            <div class="model-info">📐 Resolution: {{$validator.ai_result.resolution.Width}}x{{$validator.ai_result.resolution.Height}}</div>
+                                            {{end}}
+                                            {{if $validator.ai_result.assertion_result.thought}}
+                                            <div class="ai-thought">
+                                                <strong>💭 AI Reasoning:</strong>
+                                                <div class="thought-content">{{$validator.ai_result.assertion_result.thought}}</div>
+                                            </div>
+                                            {{end}}
+                                            {{if $validator.ai_result.assertion_result.content}}
+                                            <div class="ai-raw-response">
+                                                <strong>📝 Raw Model Response:</strong>
+                                                <div class="response-content">{{$validator.ai_result.assertion_result.content}}</div>
+                                            </div>
+                                            {{end}}
+                                        </div>
+                                    </div>
+                                </div>
+                                {{end}}
                             </div>
                             {{end}}
                         </div>
diff --git a/step.go b/step.go
index 7e5ec98b..636d497b 100644
--- a/step.go
+++ b/step.go
@@ -37,6 +37,7 @@ type StepConfig struct {
 	Validators        []interface{}          `json:"validate,omitempty" yaml:"validate,omitempty"`
 	StepExport        []string               `json:"export,omitempty" yaml:"export,omitempty"`
 	Loops             int                    `json:"loops,omitempty" yaml:"loops,omitempty"`
+	IgnorePopup       bool                   `json:"ignore_popup,omitempty" yaml:"ignore_popup,omitempty"`             // ignore popup for this step, keep for compatibility
 	AutoPopupHandler  bool                   `json:"auto_popup_handler,omitempty" yaml:"auto_popup_handler,omitempty"` // enable auto popup handler for this step
 }
 
diff --git a/step_ui.go b/step_ui.go
index ea641084..e103c255 100644
--- a/step_ui.go
+++ b/step_ui.go
@@ -715,6 +715,7 @@ func runStepMobileUI(s *SessionRunner, step IStep) (stepResult *StepResult, err
 	var stepVariables map[string]interface{}
 	var stepValidators []interface{}
 	var stepAutoPopupHandler bool
+	var stepIgnorePopup bool
 
 	var mobileStep *MobileUI
 	switch stepMobile := step.(type) {
@@ -722,11 +723,13 @@ func runStepMobileUI(s *SessionRunner, step IStep) (stepResult *StepResult, err
 		mobileStep = stepMobile.obj()
 		stepVariables = stepMobile.Variables
 		stepAutoPopupHandler = stepMobile.AutoPopupHandler
+		stepIgnorePopup = stepMobile.IgnorePopup
 	case *StepMobileUIValidation:
 		mobileStep = stepMobile.obj()
 		stepVariables = stepMobile.Variables
 		stepValidators = stepMobile.Validators
 		stepAutoPopupHandler = stepMobile.StepMobile.AutoPopupHandler
+		stepIgnorePopup = stepMobile.StepMobile.IgnorePopup
 	default:
 		return stepResult, errors.New("invalid mobile UI step type")
 	}
@@ -794,10 +797,14 @@ func runStepMobileUI(s *SessionRunner, step IStep) (stepResult *StepResult, err
 		if s.caseRunner != nil && s.caseRunner.Config != nil {
 			config = s.caseRunner.Config.Get()
 		}
-		// automatic handling of pop-up windows on each step finished
-		// priority: testcase config > step config, default to disabled
+		// automatic handling of pop-up windows on each step finished, default to disabled
+		// priority: step ignore_popup > config auto_popup_handler > step auto_popup_handler
 		shouldHandlePopup := false
-		if config != nil && config.AutoPopupHandler {
+
+		if stepIgnorePopup {
+			// step level config, keep for compatibility
+			shouldHandlePopup = false
+		} else if config != nil && config.AutoPopupHandler {
 			// testcase level config has higher priority
 			shouldHandlePopup = true
 		} else if stepAutoPopupHandler {
@@ -1042,7 +1049,8 @@ func validateUI(ud *uixt.XTDriver, iValidators []interface{}, parser *Parser, st
 		}
 
 		// Perform validation
-		err = ud.DoValidation(validator.Check, validator.Assert, expected, validator.Message)
+		validationResult.AIResult, err = ud.DoValidation(
+			validator.Check, validator.Assert, expected, validator.Message)
 		if err != nil {
 			// Add the failed validation result to the list before returning error
 			validateResults = append(validateResults, validationResult)
diff --git a/summary.go b/summary.go
index 28c41101..8909c4d6 100644
--- a/summary.go
+++ b/summary.go
@@ -11,6 +11,7 @@ import (
 	"github.com/httprunner/httprunner/v5/internal/builtin"
 	"github.com/httprunner/httprunner/v5/internal/config"
 	"github.com/httprunner/httprunner/v5/internal/version"
+	"github.com/httprunner/httprunner/v5/uixt"
 	"github.com/httprunner/httprunner/v5/uixt/option"
 )
 
@@ -233,6 +234,7 @@ type Address struct {
 
 type ValidationResult struct {
 	Validator
-	CheckValue  interface{} `json:"check_value" yaml:"check_value"`
-	CheckResult string      `json:"check_result" yaml:"check_result"`
+	CheckValue  interface{}             `json:"check_value" yaml:"check_value"`
+	CheckResult string                  `json:"check_result" yaml:"check_result"`
+	AIResult    *uixt.AIExecutionResult `json:"ai_result,omitempty" yaml:"ai_result,omitempty"` // store AI assertion result for displaying in report
 }
diff --git a/uixt/ai/asserter.go b/uixt/ai/asserter.go
index 124f4d03..f34e5513 100644
--- a/uixt/ai/asserter.go
+++ b/uixt/ai/asserter.go
@@ -33,8 +33,9 @@ type AssertOptions struct {
 type AssertionResult struct {
 	Pass      bool               `json:"pass"`
 	Thought   string             `json:"thought"`
-	ModelName string             `json:"model_name"`      // model name used for assertion
-	Usage     *schema.TokenUsage `json:"usage,omitempty"` // token usage statistics
+	Content   string             `json:"content,omitempty"` // raw response content
+	ModelName string             `json:"model_name"`        // model name used for assertion
+	Usage     *schema.TokenUsage `json:"usage,omitempty"`   // token usage statistics
 }
 
 // Asserter handles assertion using different AI models
@@ -180,5 +181,6 @@ func parseAssertionResult(content string, modelType option.LLMServiceType) (*Ass
 	}
 
 	result.ModelName = string(modelType)
+	result.Content = content // Store the original response content
 	return &result, nil
 }
diff --git a/uixt/driver_ext_ai.go b/uixt/driver_ext_ai.go
index 48d4025c..84ca4c6d 100644
--- a/uixt/driver_ext_ai.go
+++ b/uixt/driver_ext_ai.go
@@ -492,9 +492,10 @@ func (dExt *XTDriver) AIAssert(assertion string, opts ...option.ActionOption) (*
 		return assertResult, errors.Wrap(err, "AI assertion failed")
 	}
 
+	// For assertion failure, we should still return success but mark the assertion as failed
+	// This ensures that the AIResult (including screenshot and thought) is properly saved and displayed
 	if !result.Pass {
-		assertResult.Error = result.Thought
-		return assertResult, errors.New(result.Thought)
+		assertResult.Error = result.Thought // Store the failure reason for reporting
 	}
 
 	return assertResult, nil
diff --git a/uixt/driver_session.go b/uixt/driver_session.go
index 7445e9b5..4c654398 100644
--- a/uixt/driver_session.go
+++ b/uixt/driver_session.go
@@ -19,6 +19,7 @@ import (
 	"github.com/rs/zerolog/log"
 
 	"github.com/httprunner/httprunner/v5/internal/json"
+	"github.com/httprunner/httprunner/v5/uixt/option"
 )
 
 type Attachments map[string]interface{}
@@ -151,32 +152,38 @@ func (s *DriverSession) buildURL(urlStr string) (string, error) {
 	return baseURL.ResolveReference(relativeURL).String(), nil
 }
 
-func (s *DriverSession) GET(urlStr string) (rawResp DriverRawResponse, err error) {
-	return s.RequestWithRetry(http.MethodGet, urlStr, nil)
+func (s *DriverSession) GET(urlStr string, opts ...option.ActionOption) (rawResp DriverRawResponse, err error) {
+	return s.RequestWithRetry(http.MethodGet, urlStr, nil, opts...)
 }
 
-func (s *DriverSession) POST(data interface{}, urlStr string) (rawResp DriverRawResponse, err error) {
+func (s *DriverSession) POST(data interface{}, urlStr string, opts ...option.ActionOption) (rawResp DriverRawResponse, err error) {
 	var bsJSON []byte = nil
 	if data != nil {
 		if bsJSON, err = json.Marshal(data); err != nil {
 			return nil, err
 		}
 	}
-	return s.RequestWithRetry(http.MethodPost, urlStr, bsJSON)
+	return s.RequestWithRetry(http.MethodPost, urlStr, bsJSON, opts...)
 }
 
-func (s *DriverSession) DELETE(urlStr string) (rawResp DriverRawResponse, err error) {
-	return s.RequestWithRetry(http.MethodDelete, urlStr, nil)
+func (s *DriverSession) DELETE(urlStr string, opts ...option.ActionOption) (rawResp DriverRawResponse, err error) {
+	return s.RequestWithRetry(http.MethodDelete, urlStr, nil, opts...)
 }
 
-func (s *DriverSession) RequestWithRetry(method string, urlStr string, rawBody []byte) (
+func (s *DriverSession) RequestWithRetry(method string, urlStr string, rawBody []byte, opts ...option.ActionOption) (
 	rawResp DriverRawResponse, err error,
 ) {
 	var lastError error
 
-	for attempt := 1; attempt <= s.maxRetry; attempt++ {
+	maxRetry := s.maxRetry
+	options := option.NewActionOptions(opts...)
+	if options.MaxRetryTimes > 0 {
+		maxRetry = options.MaxRetryTimes
+	}
+
+	for attempt := 1; attempt <= maxRetry; attempt++ {
 		// Execute the request
-		rawResp, err = s.Request(method, urlStr, rawBody)
+		rawResp, err = s.Request(method, urlStr, rawBody, opts...)
 		if err == nil {
 			if attempt > 1 {
 				log.Info().Msgf("request succeeded after %d attempts", attempt)
@@ -210,9 +217,15 @@ func (s *DriverSession) RequestWithRetry(method string, urlStr string, rawBody [
 	return nil, lastError
 }
 
-func (s *DriverSession) Request(method string, urlStr string, rawBody []byte) (
+func (s *DriverSession) Request(method string, urlStr string, rawBody []byte, opts ...option.ActionOption) (
 	rawResp DriverRawResponse, err error,
 ) {
+	timeout := s.timeout
+	options := option.NewActionOptions(opts...)
+	if options.Timeout > 0 {
+		timeout = time.Duration(options.Timeout) * time.Second
+	}
+
 	// build final URL
 	rawURL, err := s.buildURL(urlStr)
 	if err != nil {
@@ -252,7 +265,7 @@ func (s *DriverSession) Request(method string, urlStr string, rawBody []byte) (
 		logger.Msg("request uixt driver")
 	}()
 
-	ctx, cancel := context.WithTimeout(s.ctx, s.timeout)
+	ctx, cancel := context.WithTimeout(s.ctx, timeout)
 	defer cancel()
 
 	req, err := http.NewRequestWithContext(ctx, method, rawURL, bytes.NewBuffer(rawBody))
diff --git a/uixt/driver_utils.go b/uixt/driver_utils.go
index c24abcc6..7538297e 100644
--- a/uixt/driver_utils.go
+++ b/uixt/driver_utils.go
@@ -65,8 +65,8 @@ func convertToAbsolutePoint(driver IDriver, x, y float64) (absX, absY float64, e
 }
 
 func convertToAbsoluteCoordinates(driver IDriver, fromX, fromY, toX, toY float64) (
-	absFromX, absFromY, absToX, absToY float64, err error) {
-
+	absFromX, absFromY, absToX, absToY float64, err error,
+) {
 	// absolute coordinates
 	if fromX > 1 || toX > 1 || fromY > 1 || toY > 1 {
 		return fromX, fromY, toX, toY, nil
@@ -190,32 +190,43 @@ func (dExt *XTDriver) assertSelector(selector, assert string) error {
 	return nil
 }
 
-func (dExt *XTDriver) DoValidation(check, assert, expected string, message ...string) (err error) {
+func (dExt *XTDriver) DoValidation(check, assert, expected string, message ...string) (aiResult *AIExecutionResult, err error) {
 	switch check {
 	case option.SelectorOCR:
 		err = dExt.assertOCR(expected, assert)
 	case option.SelectorAI:
-		_, err = dExt.AIAssert(expected)
+		aiResult, err = dExt.AIAssert(expected)
 	case option.SelectorForegroundApp:
 		err = dExt.assertForegroundApp(expected, assert)
 	case option.SelectorSelector:
 		err = dExt.assertSelector(expected, assert)
 	default:
-		return fmt.Errorf("validator %s not implemented", check)
+		return nil, fmt.Errorf("validator %s not implemented", check)
 	}
 
 	if err != nil {
+		// Technical error (not assertion failure)
 		if message == nil {
 			message = []string{""}
 		}
 		log.Error().Err(err).Str("assert", assert).Str("expect", expected).
 			Str("msg", message[0]).Msg("validate failed")
-		return err
+		return nil, err
+	} else if aiResult != nil {
+		// Check assertion result instead of relying on error
+		if !aiResult.AssertionResult.Pass {
+			return aiResult, errors.New(aiResult.AssertionResult.Thought)
+		}
+		log.Info().Str("check", check).Str("assert", assert).
+			Str("expect", expected).
+			Interface("ai_assertion_result", aiResult.AssertionResult).
+			Msg("ai assertion passed")
+		return aiResult, nil
+	} else {
+		log.Info().Str("check", check).Str("assert", assert).
+			Str("expect", expected).Msg("validate success")
+		return nil, nil
 	}
-
-	log.Info().Str("check", check).Str("assert", assert).
-		Str("expect", expected).Msg("validate success")
-	return nil
 }
 
 type SleepConfig struct {
diff --git a/uixt/ios_device.go b/uixt/ios_device.go
index 658892c1..0c220006 100644
--- a/uixt/ios_device.go
+++ b/uixt/ios_device.go
@@ -160,22 +160,22 @@ func (dev *IOSDevice) Setup() error {
 	if version.GreaterThan(semver.MustParse("17.4.0")) {
 		info, err := tunnel.TunnelInfoForDevice(dev.DeviceEntry.Properties.SerialNumber, ios.HttpApiHost(), ios.HttpApiPort())
 		if err != nil {
-			return err
+			return errors.Wrap(code.DeviceConnectionError, err.Error())
 		}
 		dev.DeviceEntry.UserspaceTUNPort = info.UserspaceTUNPort
 		dev.DeviceEntry.UserspaceTUN = info.UserspaceTUN
 		rsdService, err := ios.NewWithAddrPortDevice(info.Address, info.RsdPort, dev.DeviceEntry)
 		if err != nil {
-			return err
+			return errors.Wrap(code.DeviceConnectionError, err.Error())
 		}
 		defer rsdService.Close()
 		rsdProvider, err := rsdService.Handshake()
 		if err != nil {
-			return err
+			return errors.Wrap(code.DeviceConnectionError, err.Error())
 		}
 		device, err := ios.GetDeviceWithAddress(dev.DeviceEntry.Properties.SerialNumber, info.Address, rsdProvider)
 		if err != nil {
-			return err
+			return errors.Wrap(code.DeviceConnectionError, err.Error())
 		}
 		device.UserspaceTUN = dev.DeviceEntry.UserspaceTUN
 		device.UserspaceTUNPort = dev.DeviceEntry.UserspaceTUNPort
@@ -470,7 +470,7 @@ func (dev *IOSDevice) getVersion() (version *semver.Version, err error) {
 	version, err = ios.GetProductVersion(dev.DeviceEntry)
 	if err != nil {
 		log.Error().Err(err).Msg("failed to get version")
-		return nil, err
+		return nil, errors.Wrap(code.DeviceGetInfoError, err.Error())
 	}
 	log.Info().Str("version", version.String()).Msg("get ios device version")
 	return version, nil