release: 0.0.41

- 修复内存泄漏问题，该可能导致内存异常占用
- 支持俄语增加翻译范围
- 修复qwen-3.8-max中断问题(mimo也应该属于同一类问题)
- 修复claude模型可能无法识别图片问题 @GGHansome
- 支持自定义Openai端点 @Sxuan-Coder
- WebSearch 接入百度搜索，DuckDuckGo 作为兜底 @杨超
- 修复一些兼容性问题 @kael-odin
- 修复window上一些表现问题 @philau2512

🔔 如何让AI自动拉模型配置? (以下为提示词，把地址和密钥换为你的)
我的模型配置在 ～/.cursor-local-assistant-v2/config.yaml，我的API地址是：https://xxx 密钥是xxx，帮我拉所有模型配置进去，不要影响已有模型，根据models标准接口拉取。

internal/app/runner.go

@@ -294,6 +294,8 @@ func Run(resources EmbeddedResources) error {
 				statusItem.SetLabel("Status: Running")
 			} else if locale == "ja-JP" {
 				statusItem.SetLabel("状態：実行中")
+			} else if locale == "ru-RU" {
+				statusItem.SetLabel("Статус: запущено")
 			} else {
 				statusItem.SetLabel("状态：运行中")
 			}
@@ -302,6 +304,8 @@ func Run(resources EmbeddedResources) error {
 				statusItem.SetLabel("Status: Not Started")
 			} else if locale == "ja-JP" {
 				statusItem.SetLabel("状態：未起動")
+			} else if locale == "ru-RU" {
+				statusItem.SetLabel("Статус: не запущено")
 			} else {
 				statusItem.SetLabel("状态：未启动")
 			}
@@ -321,6 +325,13 @@ func Run(resources EmbeddedResources) error {
 			showItem.SetLabel("ウィンドウを表示")
 			hideItem.SetLabel("ウィンドウを非表示")
 			quitItem.SetLabel("終了")
+		} else if locale == "ru-RU" {
+			startItem.SetLabel("Запустить сервис")
+			stopItem.SetLabel("Остановить сервис")
+			updateItem.SetLabel("Проверить обновления")
+			showItem.SetLabel("Показать окно")
+			hideItem.SetLabel("Скрыть окно")
+			quitItem.SetLabel("Выход")
 		} else {
 			startItem.SetLabel("启动服务")
 			stopItem.SetLabel("停止服务")

internal/backend/agent/model/router.go

@@ -249,7 +249,7 @@ func canMergeProviderAssistantToolCalls(last Message, current Message) bool {
 	if strings.TrimSpace(last.Role) != "assistant" || strings.TrimSpace(current.Role) != "assistant" {
 		return false
 	}
-	if len(last.ToolCalls) == 0 || len(current.ToolCalls) == 0 {
+	if len(current.ToolCalls) == 0 {
 		return false
 	}
 	if strings.TrimSpace(last.ToolCallID) != "" || strings.TrimSpace(last.Name) != "" {

internal/backend/agent/model/router_test.go

@@ -0,0 +1,58 @@
+package modeladapter
+
+import (
+	"reflect"
+	"testing"
+)
+
+func TestSanitizeProviderMessagesMergesLegacyAssistantTextAndToolCallTurnsIdempotently(t *testing.T) {
+	input := []Message{
+		{
+			Role:             "assistant",
+			Content:          "Now let me pass stream.Mode in service.go.",
+			ReasoningContent: "I need to update service.go.",
+		},
+		{
+			Role:             "assistant",
+			Content:          "",
+			ReasoningContent: "I need to update service.go.",
+			ToolCalls: []ToolCallDescriptor{
+				{
+					ID:   "call_1",
+					Type: "function",
+					Function: ToolCallFunctionShape{
+						Name:      "PatchEdit",
+						Arguments: `{"path":"/workspace/service.go"}`,
+					},
+				},
+			},
+		},
+		{
+			Role:       "tool",
+			Content:    `{"success":{"path":"/workspace/service.go"}}`,
+			ToolCallID: "call_1",
+			Name:       "PatchEdit",
+		},
+	}
+
+	first := sanitizeProviderMessages(input)
+	if len(first) != 2 {
+		t.Fatalf("message count = %d, want 2: %#v", len(first), first)
+	}
+
+	assistant := first[0]
+	if assistant.Content != input[0].Content {
+		t.Fatalf("assistant content = %q", assistant.Content)
+	}
+	if assistant.ReasoningContent != input[0].ReasoningContent {
+		t.Fatalf("assistant reasoning = %q, want one copy of %q", assistant.ReasoningContent, input[0].ReasoningContent)
+	}
+	if len(assistant.ToolCalls) != 1 || assistant.ToolCalls[0].ID != "call_1" {
+		t.Fatalf("assistant tool calls = %#v", assistant.ToolCalls)
+	}
+
+	second := sanitizeProviderMessages(first)
+	if !reflect.DeepEqual(second, first) {
+		t.Fatalf("sanitizing normalized messages changed them:\nfirst: %#v\nsecond: %#v", first, second)
+	}
+}

internal/backend/agent/prompt/engine.go

@@ -897,8 +897,8 @@ func buildMessagesFromPendingAssistantRaw(raw string) []Message {
 	reasoningSignature := ""
 	pendingToolCalls := make([]ToolCallDescriptor, 0, len(payload.Content))
 	pendingToolResults := make([]Message, 0, len(payload.Content))
-	flushAssistantText := func(forceReasoningOnly bool) {
-		if len(textParts) == 0 && (!forceReasoningOnly || len(reasoningParts) == 0) {
+	flushAssistantTurn := func() {
+		if len(textParts) == 0 && len(reasoningParts) == 0 && len(pendingToolCalls) == 0 {
 			return
 		}
 		messages = append(messages, Message{
@@ -906,23 +906,10 @@ func buildMessagesFromPendingAssistantRaw(raw string) []Message {
 			Content:            formatMessageText(strings.Join(textParts, "")),
 			ReasoningContent:   strings.Join(reasoningParts, ""),
 			ReasoningSignature: reasoningSignature,
-		})
-		textParts = textParts[:0]
-		reasoningParts = reasoningParts[:0]
-		reasoningSignature = ""
-	}
-	flushToolCalls := func() {
-		if len(pendingToolCalls) == 0 {
-			return
-		}
-		messages = append(messages, Message{
-			Role:               "assistant",
-			Content:            "",
-			ReasoningContent:   strings.Join(reasoningParts, ""),
-			ReasoningSignature: reasoningSignature,
 			ToolCalls:          append([]ToolCallDescriptor(nil), pendingToolCalls...),
 		})
 		messages = append(messages, pendingToolResults...)
+		textParts = textParts[:0]
 		reasoningParts = reasoningParts[:0]
 		reasoningSignature = ""
 		pendingToolCalls = pendingToolCalls[:0]
@@ -932,8 +919,6 @@ func buildMessagesFromPendingAssistantRaw(raw string) []Message {
 	for _, item := range payload.Content {
 		switch strings.TrimSpace(item.Type) {
 		case "reasoning":
-			flushToolCalls()
-			flushAssistantText(false)
 			if item.Text != "" {
 				reasoningParts = append(reasoningParts, item.Text)
 			}
@@ -941,12 +926,10 @@ func buildMessagesFromPendingAssistantRaw(raw string) []Message {
 				reasoningSignature = strings.TrimSpace(item.Signature)
 			}
 		case "text":
-			flushToolCalls()
 			if item.Text != "" {
 				textParts = append(textParts, item.Text)
 			}
 		case "tool-call":
-			flushAssistantText(false)
 			pendingToolCalls = append(pendingToolCalls, ToolCallDescriptor{
 				ID:    strings.TrimSpace(item.ToolCallID),
 				Index: len(pendingToolCalls),
@@ -966,9 +949,7 @@ func buildMessagesFromPendingAssistantRaw(raw string) []Message {
 			}
 		}
 	}
-	flushAssistantText(false)
-	flushToolCalls()
-	flushAssistantText(true)
+	flushAssistantTurn()
 	return messages
 }
 

internal/backend/agent/prompt/replay_test.go

@@ -0,0 +1,53 @@
+package promptengine
+
+import (
+	"reflect"
+	"testing"
+)
+
+func TestBuildReplayMessagesFromPendingAssistantOutputsKeepsTextAndToolCallInOneAssistantTurn(t *testing.T) {
+	raw := `{
+		"id":"1",
+		"role":"assistant",
+		"content":[
+			{"type":"reasoning","text":"I need to update service.go.","signature":"reasoning-signature"},
+			{"type":"text","text":"Now let me pass stream.Mode in service.go."},
+			{"type":"tool-call","toolCallId":"call_1","toolName":"PatchEdit","args":{"path":"/workspace/service.go","old_string":"old","new_string":"new"},"result":{"success":{"path":"/workspace/service.go"}}}
+		]
+	}`
+
+	first := BuildReplayMessagesFromPendingAssistantOutputs([]string{raw})
+	if len(first) != 2 {
+		t.Fatalf("message count = %d, want 2 (assistant tool-call turn plus tool result): %#v", len(first), first)
+	}
+
+	assistant := first[0]
+	if assistant.Role != "assistant" {
+		t.Fatalf("assistant role = %q, want assistant", assistant.Role)
+	}
+	if assistant.Content != "Now let me pass stream.Mode in service.go." {
+		t.Fatalf("assistant content = %q", assistant.Content)
+	}
+	if assistant.ReasoningContent != "I need to update service.go." {
+		t.Fatalf("assistant reasoning = %q", assistant.ReasoningContent)
+	}
+	if assistant.ReasoningSignature != "reasoning-signature" {
+		t.Fatalf("assistant reasoning signature = %q", assistant.ReasoningSignature)
+	}
+	if len(assistant.ToolCalls) != 1 {
+		t.Fatalf("assistant tool calls = %d, want 1", len(assistant.ToolCalls))
+	}
+	if assistant.ToolCalls[0].ID != "call_1" || assistant.ToolCalls[0].Function.Name != "PatchEdit" {
+		t.Fatalf("assistant tool call = %#v", assistant.ToolCalls[0])
+	}
+
+	toolResult := first[1]
+	if toolResult.Role != "tool" || toolResult.ToolCallID != "call_1" || toolResult.Name != "PatchEdit" {
+		t.Fatalf("tool result = %#v", toolResult)
+	}
+
+	second := BuildReplayMessagesFromPendingAssistantOutputs([]string{raw})
+	if !reflect.DeepEqual(second, first) {
+		t.Fatalf("rebuilding the same pending output changed messages:\nfirst: %#v\nsecond: %#v", first, second)
+	}
+}