diff --git a/docs/prompt-compatibility.md b/docs/prompt-compatibility.md
index 2c5b7b3..6039e34 100644
--- a/docs/prompt-compatibility.md
+++ b/docs/prompt-compatibility.md
@@ -103,7 +103,7 @@ DS2API 当前的核心思路，不是把客户端传来的 `messages`、`tools`
 - OpenAI Chat / Responses 原生走统一 OpenAI 标准化与 DeepSeek payload 组装；Claude / Gemini 会尽量复用 OpenAI prompt/tool 语义，其中 Gemini 直接复用 `promptcompat.BuildOpenAIPromptForAdapter`，Claude 消息接口在可代理场景会转换为 OpenAI chat 形态再执行。
 - 客户端传入的 thinking / reasoning 开关会被归一到下游 `thinking_enabled`。Gemini `generationConfig.thinkingConfig.thinkingBudget` 会翻译成同一套 thinking 开关；关闭时即使上游返回 `response/thinking_content`，兼容层也不会把它当作可见正文输出。若最终解析出的模型名带 `-nothinking` 后缀，则会无条件强制关闭 thinking，优先级高于请求体中的 `thinking` / `reasoning` / `reasoning_effort`。Claude surface 在流式请求且未显式声明 `thinking` 时，仍按 Anthropic 语义默认关闭；但在非流式代理场景，兼容层会内部开启一次下游 thinking，用于捕获“正文为空、工具调用落在 thinking 里”的情况，随后在回包前剥离用户不可见的 thinking block。
 - 对 OpenAI Chat / Responses 的非流式收尾，如果最终可见正文为空，兼容层会优先尝试把思维链中的独立 DSML / XML 工具块当作真实工具调用解析出来。流式链路也会在收尾阶段做同样的 fallback 检测，但不会因为思维链内容去中途拦截或改写流式输出；thinking / reasoning 增量仍按原样先发，只有在结束收尾时才可能补发最终工具调用结果。补发结果会作为本轮 assistant 的结构化 `tool_calls` / `function_call` 输出返回，而不是塞进 `content` 文本；如果客户端没有开启 thinking / reasoning，思维链只用于检测，不会作为 `reasoning_content` 或可见正文暴露。只有正文为空且思维链里也没有可执行工具调用时，才继续按空回复错误处理。
-- OpenAI Chat / Responses 的空回复错误处理之前会默认做一次内部补偿重试：第一次上游完整结束后，如果最终可见正文为空、没有解析到工具调用、也没有已经向客户端流式发出工具调用，并且终止原因不是 `content_filter`，兼容层会复用同一个 `chat_session_id`、账号、token、PoW 与工具策略，把原始 completion `prompt` 追加固定后缀 `Previous reply had no visible output. Please regenerate the visible final answer or tool call now.` 后重新提交一次。该重试不会重新标准化消息、不会新建 session、不会切换账号，也不会向流式客户端插入重试标记；第二次 thinking / reasoning 会按正常增量直接接到第一次之后，并继续使用 overlap trim 去重。若第二次仍为空，终端错误码仍保持现有 `upstream_empty_output`；若任一尝试触发空 `content_filter`，不做补偿重试并保持 `content_filter` 错误。
+- OpenAI Chat / Responses 的空回复错误处理之前会默认做一次内部补偿重试：第一次上游完整结束后，如果最终可见正文为空、没有解析到工具调用、也没有已经向客户端流式发出工具调用，并且终止原因不是 `content_filter`，兼容层会复用同一个 `chat_session_id`、账号、token 与工具策略，把原始 completion `prompt` 追加固定后缀 `Previous reply had no visible output. Please regenerate the visible final answer or tool call now.` 后重新提交一次。重试遵循 DeepSeek 多轮对话协议：从第一次上游 SSE 流中提取 `response_message_id`，并在重试 payload 中设置 `parent_message_id` 为该值，使重试成为同一会话的后续轮次而非断裂的根消息；同时重新获取一次 PoW（若 PoW 获取失败则回退到原始 PoW）。该重试不会重新标准化消息、不会新建 session、不会切换账号，也不会向流式客户端插入重试标记；第二次 thinking / reasoning 会按正常增量直接接到第一次之后，并继续使用 overlap trim 去重。若第二次仍为空，终端错误码仍保持现有 `upstream_empty_output`；若任一尝试触发空 `content_filter`，不做补偿重试并保持 `content_filter` 错误。JS Vercel 运行时同样设置 `parent_message_id`，但因无法直接调用 PoW API 而复用原始 PoW。
 
 ## 5. prompt 是怎么拼出来的
 
diff --git a/internal/httpapi/openai/chat/chat_stream_runtime.go b/internal/httpapi/openai/chat/chat_stream_runtime.go
index d96c3d3..e83a488 100644
--- a/internal/httpapi/openai/chat/chat_stream_runtime.go
+++ b/internal/httpapi/openai/chat/chat_stream_runtime.go
@@ -38,6 +38,7 @@ type chatStreamRuntime struct {
 	thinking              strings.Builder
 	toolDetectionThinking strings.Builder
 	text                  strings.Builder
+	responseMessageID     int
 
 	finalThinking     string
 	finalText         string
@@ -234,6 +235,9 @@ func (s *chatStreamRuntime) onParsed(parsed sse.LineResult) streamengine.ParsedD
 	if !parsed.Parsed {
 		return streamengine.ParsedDecision{}
 	}
+	if parsed.ResponseMessageID > 0 {
+		s.responseMessageID = parsed.ResponseMessageID
+	}
 	if parsed.ContentFilter {
 		if strings.TrimSpace(s.text.String()) == "" {
 			return streamengine.ParsedDecision{Stop: true, StopReason: streamengine.StopReason("content_filter")}
diff --git a/internal/httpapi/openai/chat/empty_retry_runtime.go b/internal/httpapi/openai/chat/empty_retry_runtime.go
index 14fe2b0..28e67e9 100644
--- a/internal/httpapi/openai/chat/empty_retry_runtime.go
+++ b/internal/httpapi/openai/chat/empty_retry_runtime.go
@@ -23,6 +23,7 @@ type chatNonStreamResult struct {
 	detectedCalls         int
 	body                  map[string]any
 	finishReason          string
+	responseMessageID     int
 }
 
 func (h *Handler) handleNonStreamWithRetry(w http.ResponseWriter, ctx context.Context, a *auth.RequestAuth, resp *http.Response, payload map[string]any, pow, completionID, model, finalPrompt string, thinkingEnabled, searchEnabled bool, toolNames []string, historySession *chatHistorySession) {
@@ -50,9 +51,14 @@ func (h *Handler) handleNonStreamWithRetry(w http.ResponseWriter, ctx context.Co
 		}
 
 		attempts++
-		config.Logger.Info("[openai_empty_retry] attempting synthetic retry", "surface", "chat.completions", "stream", false, "retry_attempt", attempts)
-		retryPayload := clonePayloadWithEmptyOutputRetryPrompt(payload)
-		nextResp, err := h.DS.CallCompletion(ctx, a, retryPayload, pow, 3)
+		config.Logger.Info("[openai_empty_retry] attempting synthetic retry", "surface", "chat.completions", "stream", false, "retry_attempt", attempts, "parent_message_id", result.responseMessageID)
+		retryPow, powErr := h.DS.GetPow(ctx, a, 3)
+		if powErr != nil {
+			config.Logger.Warn("[openai_empty_retry] retry PoW fetch failed, falling back to original PoW", "surface", "chat.completions", "stream", false, "retry_attempt", attempts, "error", powErr)
+			retryPow = pow
+		}
+		retryPayload := clonePayloadForEmptyOutputRetry(payload, result.responseMessageID)
+		nextResp, err := h.DS.CallCompletion(ctx, a, retryPayload, retryPow, 3)
 		if err != nil {
 			if historySession != nil {
 				historySession.error(http.StatusInternalServerError, "Failed to get completion.", "error", result.thinking, result.text)
@@ -91,6 +97,7 @@ func (h *Handler) collectChatNonStreamAttempt(w http.ResponseWriter, resp *http.
 		detectedCalls:         len(detected.Calls),
 		body:                  respBody,
 		finishReason:          chatFinishReason(respBody),
+		responseMessageID:     result.ResponseMessageID,
 	}, true
 }
 
@@ -152,8 +159,13 @@ func (h *Handler) handleStreamWithRetry(w http.ResponseWriter, r *http.Request,
 			return
 		}
 		attempts++
-		config.Logger.Info("[openai_empty_retry] attempting synthetic retry", "surface", "chat.completions", "stream", true, "retry_attempt", attempts)
-		nextResp, err := h.DS.CallCompletion(r.Context(), a, clonePayloadWithEmptyOutputRetryPrompt(payload), pow, 3)
+		config.Logger.Info("[openai_empty_retry] attempting synthetic retry", "surface", "chat.completions", "stream", true, "retry_attempt", attempts, "parent_message_id", streamRuntime.responseMessageID)
+		retryPow, powErr := h.DS.GetPow(r.Context(), a, 3)
+		if powErr != nil {
+			config.Logger.Warn("[openai_empty_retry] retry PoW fetch failed, falling back to original PoW", "surface", "chat.completions", "stream", true, "retry_attempt", attempts, "error", powErr)
+			retryPow = pow
+		}
+		nextResp, err := h.DS.CallCompletion(r.Context(), a, clonePayloadForEmptyOutputRetry(payload, streamRuntime.responseMessageID), retryPow, 3)
 		if err != nil {
 			failChatStreamRetry(streamRuntime, historySession, http.StatusInternalServerError, "Failed to get completion.", "error")
 			config.Logger.Warn("[openai_empty_retry] retry request failed", "surface", "chat.completions", "stream", true, "retry_attempt", attempts, "error", err)
diff --git a/internal/httpapi/openai/chat/handler.go b/internal/httpapi/openai/chat/handler.go
index 6283731..da6c2ab 100644
--- a/internal/httpapi/openai/chat/handler.go
+++ b/internal/httpapi/openai/chat/handler.go
@@ -131,8 +131,8 @@ func emptyOutputRetryMaxAttempts() int {
 	return shared.EmptyOutputRetryMaxAttempts()
 }
 
-func clonePayloadWithEmptyOutputRetryPrompt(payload map[string]any) map[string]any {
-	return shared.ClonePayloadWithEmptyOutputRetryPrompt(payload)
+func clonePayloadForEmptyOutputRetry(payload map[string]any, parentMessageID int) map[string]any {
+	return shared.ClonePayloadForEmptyOutputRetry(payload, parentMessageID)
 }
 
 func usagePromptWithEmptyOutputRetry(originalPrompt string, retryAttempts int) string {
diff --git a/internal/httpapi/openai/chat/handler_chat.go b/internal/httpapi/openai/chat/handler_chat.go
index a5672b2..4ee77dc 100644
--- a/internal/httpapi/openai/chat/handler_chat.go
+++ b/internal/httpapi/openai/chat/handler_chat.go
@@ -22,6 +22,10 @@ func (h *Handler) ChatCompletions(w http.ResponseWriter, r *http.Request) {
 		h.handleVercelStreamRelease(w, r)
 		return
 	}
+	if isVercelStreamPowRequest(r) {
+		h.handleVercelStreamPow(w, r)
+		return
+	}
 	if isVercelStreamPrepareRequest(r) {
 		h.handleVercelStreamPrepare(w, r)
 		return
diff --git a/internal/httpapi/openai/chat/vercel_stream.go b/internal/httpapi/openai/chat/vercel_stream.go
index 1a3c00d..2a59410 100644
--- a/internal/httpapi/openai/chat/vercel_stream.go
+++ b/internal/httpapi/openai/chat/vercel_stream.go
@@ -150,6 +150,44 @@ func (h *Handler) handleVercelStreamRelease(w http.ResponseWriter, r *http.Reque
 	writeJSON(w, http.StatusOK, map[string]any{"success": true})
 }
 
+func (h *Handler) handleVercelStreamPow(w http.ResponseWriter, r *http.Request) {
+	if !config.IsVercel() {
+		http.NotFound(w, r)
+		return
+	}
+	internalSecret := vercelInternalSecret()
+	internalToken := strings.TrimSpace(r.Header.Get("X-Ds2-Internal-Token"))
+	if internalSecret == "" || subtle.ConstantTimeCompare([]byte(internalToken), []byte(internalSecret)) != 1 {
+		writeOpenAIError(w, http.StatusUnauthorized, "unauthorized internal request")
+		return
+	}
+
+	var req map[string]any
+	if err := json.NewDecoder(r.Body).Decode(&req); err != nil {
+		writeOpenAIError(w, http.StatusBadRequest, "invalid json")
+		return
+	}
+	leaseID, _ := req["lease_id"].(string)
+	leaseID = strings.TrimSpace(leaseID)
+	if leaseID == "" {
+		writeOpenAIError(w, http.StatusBadRequest, "lease_id is required")
+		return
+	}
+	leaseAuth := h.lookupStreamLeaseAuth(leaseID)
+	if leaseAuth == nil {
+		writeOpenAIError(w, http.StatusNotFound, "stream lease not found or expired")
+		return
+	}
+	powHeader, err := h.DS.GetPow(r.Context(), leaseAuth, 3)
+	if err != nil {
+		writeOpenAIError(w, http.StatusInternalServerError, "Failed to get PoW.")
+		return
+	}
+	writeJSON(w, http.StatusOK, map[string]any{
+		"pow_header": powHeader,
+	})
+}
+
 func isVercelStreamPrepareRequest(r *http.Request) bool {
 	if r == nil {
 		return false
@@ -164,6 +202,13 @@ func isVercelStreamReleaseRequest(r *http.Request) bool {
 	return strings.TrimSpace(r.URL.Query().Get("__stream_release")) == "1"
 }
 
+func isVercelStreamPowRequest(r *http.Request) bool {
+	if r == nil {
+		return false
+	}
+	return strings.TrimSpace(r.URL.Query().Get("__stream_pow")) == "1"
+}
+
 func vercelInternalSecret() string {
 	if v := strings.TrimSpace(os.Getenv("DS2API_VERCEL_INTERNAL_SECRET")); v != "" {
 		return v
@@ -199,6 +244,20 @@ func (h *Handler) holdStreamLease(a *auth.RequestAuth) string {
 	return leaseID
 }
 
+func (h *Handler) lookupStreamLeaseAuth(leaseID string) *auth.RequestAuth {
+	leaseID = strings.TrimSpace(leaseID)
+	if leaseID == "" {
+		return nil
+	}
+	h.leaseMu.Lock()
+	lease, ok := h.streamLeases[leaseID]
+	h.leaseMu.Unlock()
+	if !ok || time.Now().After(lease.ExpiresAt) {
+		return nil
+	}
+	return lease.Auth
+}
+
 func (h *Handler) releaseStreamLease(leaseID string) bool {
 	leaseID = strings.TrimSpace(leaseID)
 	if leaseID == "" {
diff --git a/internal/httpapi/openai/responses/empty_retry_runtime.go b/internal/httpapi/openai/responses/empty_retry_runtime.go
index 995b6b3..adad24a 100644
--- a/internal/httpapi/openai/responses/empty_retry_runtime.go
+++ b/internal/httpapi/openai/responses/empty_retry_runtime.go
@@ -24,6 +24,7 @@ type responsesNonStreamResult struct {
 	contentFilter         bool
 	parsed                toolcall.ToolCallParseResult
 	body                  map[string]any
+	responseMessageID     int
 }
 
 func (h *Handler) handleResponsesNonStreamWithRetry(w http.ResponseWriter, ctx context.Context, a *auth.RequestAuth, resp *http.Response, payload map[string]any, pow, owner, responseID, model, finalPrompt string, thinkingEnabled, searchEnabled bool, toolNames []string, toolChoice promptcompat.ToolChoicePolicy, traceID string) {
@@ -50,8 +51,13 @@ func (h *Handler) handleResponsesNonStreamWithRetry(w http.ResponseWriter, ctx c
 		}
 
 		attempts++
-		config.Logger.Info("[openai_empty_retry] attempting synthetic retry", "surface", "responses", "stream", false, "retry_attempt", attempts)
-		nextResp, err := h.DS.CallCompletion(ctx, a, clonePayloadWithEmptyOutputRetryPrompt(payload), pow, 3)
+		config.Logger.Info("[openai_empty_retry] attempting synthetic retry", "surface", "responses", "stream", false, "retry_attempt", attempts, "parent_message_id", result.responseMessageID)
+		retryPow, powErr := h.DS.GetPow(ctx, a, 3)
+		if powErr != nil {
+			config.Logger.Warn("[openai_empty_retry] retry PoW fetch failed, falling back to original PoW", "surface", "responses", "stream", false, "retry_attempt", attempts, "error", powErr)
+			retryPow = pow
+		}
+		nextResp, err := h.DS.CallCompletion(ctx, a, clonePayloadForEmptyOutputRetry(payload, result.responseMessageID), retryPow, 3)
 		if err != nil {
 			writeOpenAIError(w, http.StatusInternalServerError, "Failed to get completion.")
 			config.Logger.Warn("[openai_empty_retry] retry request failed", "surface", "responses", "stream", false, "retry_attempt", attempts, "error", err)
@@ -86,6 +92,7 @@ func (h *Handler) collectResponsesNonStreamAttempt(w http.ResponseWriter, resp *
 		contentFilter:         result.ContentFilter,
 		parsed:                textParsed,
 		body:                  responseObj,
+		responseMessageID:     result.ResponseMessageID,
 	}, true
 }
 
@@ -135,8 +142,13 @@ func (h *Handler) handleResponsesStreamWithRetry(w http.ResponseWriter, r *http.
 			return
 		}
 		attempts++
-		config.Logger.Info("[openai_empty_retry] attempting synthetic retry", "surface", "responses", "stream", true, "retry_attempt", attempts)
-		nextResp, err := h.DS.CallCompletion(r.Context(), a, clonePayloadWithEmptyOutputRetryPrompt(payload), pow, 3)
+		config.Logger.Info("[openai_empty_retry] attempting synthetic retry", "surface", "responses", "stream", true, "retry_attempt", attempts, "parent_message_id", streamRuntime.responseMessageID)
+		retryPow, powErr := h.DS.GetPow(r.Context(), a, 3)
+		if powErr != nil {
+			config.Logger.Warn("[openai_empty_retry] retry PoW fetch failed, falling back to original PoW", "surface", "responses", "stream", true, "retry_attempt", attempts, "error", powErr)
+			retryPow = pow
+		}
+		nextResp, err := h.DS.CallCompletion(r.Context(), a, clonePayloadForEmptyOutputRetry(payload, streamRuntime.responseMessageID), retryPow, 3)
 		if err != nil {
 			streamRuntime.failResponse(http.StatusInternalServerError, "Failed to get completion.", "error")
 			config.Logger.Warn("[openai_empty_retry] retry request failed", "surface", "responses", "stream", true, "retry_attempt", attempts, "error", err)
diff --git a/internal/httpapi/openai/responses/handler.go b/internal/httpapi/openai/responses/handler.go
index a73e655..fc00da4 100644
--- a/internal/httpapi/openai/responses/handler.go
+++ b/internal/httpapi/openai/responses/handler.go
@@ -121,8 +121,8 @@ func emptyOutputRetryMaxAttempts() int {
 	return shared.EmptyOutputRetryMaxAttempts()
 }
 
-func clonePayloadWithEmptyOutputRetryPrompt(payload map[string]any) map[string]any {
-	return shared.ClonePayloadWithEmptyOutputRetryPrompt(payload)
+func clonePayloadForEmptyOutputRetry(payload map[string]any, parentMessageID int) map[string]any {
+	return shared.ClonePayloadForEmptyOutputRetry(payload, parentMessageID)
 }
 
 func usagePromptWithEmptyOutputRetry(originalPrompt string, retryAttempts int) string {
diff --git a/internal/httpapi/openai/responses/responses_stream_runtime_core.go b/internal/httpapi/openai/responses/responses_stream_runtime_core.go
index 0d4e75b..984593d 100644
--- a/internal/httpapi/openai/responses/responses_stream_runtime_core.go
+++ b/internal/httpapi/openai/responses/responses_stream_runtime_core.go
@@ -39,6 +39,7 @@ type responsesStreamRuntime struct {
 	toolDetectionThinking strings.Builder
 	text                  strings.Builder
 	visibleText           strings.Builder
+	responseMessageID     int
 	streamToolCallIDs     map[int]string
 	functionItemIDs       map[int]string
 	functionOutputIDs     map[int]int
@@ -205,6 +206,9 @@ func (s *responsesStreamRuntime) onParsed(parsed sse.LineResult) streamengine.Pa
 	if !parsed.Parsed {
 		return streamengine.ParsedDecision{}
 	}
+	if parsed.ResponseMessageID > 0 {
+		s.responseMessageID = parsed.ResponseMessageID
+	}
 	if parsed.ContentFilter || parsed.ErrorMessage != "" {
 		return streamengine.ParsedDecision{Stop: true, StopReason: streamengine.StopReason("content_filter")}
 	}
diff --git a/internal/httpapi/openai/shared/empty_retry.go b/internal/httpapi/openai/shared/empty_retry.go
index 7d70b77..a84e93e 100644
--- a/internal/httpapi/openai/shared/empty_retry.go
+++ b/internal/httpapi/openai/shared/empty_retry.go
@@ -13,12 +13,23 @@ func EmptyOutputRetryMaxAttempts() int {
 }
 
 func ClonePayloadWithEmptyOutputRetryPrompt(payload map[string]any) map[string]any {
+	return ClonePayloadForEmptyOutputRetry(payload, 0)
+}
+
+// ClonePayloadForEmptyOutputRetry creates a retry payload with the suffix
+// appended and, if parentMessageID > 0, sets parent_message_id so the
+// retry is submitted as a proper follow-up turn in the same DeepSeek
+// session rather than a disconnected root message.
+func ClonePayloadForEmptyOutputRetry(payload map[string]any, parentMessageID int) map[string]any {
 	clone := make(map[string]any, len(payload))
 	for k, v := range payload {
 		clone[k] = v
 	}
 	original, _ := payload["prompt"].(string)
 	clone["prompt"] = AppendEmptyOutputRetrySuffix(original)
+	if parentMessageID > 0 {
+		clone["parent_message_id"] = parentMessageID
+	}
 	return clone
 }
 
diff --git a/internal/httpapi/openai/stream_status_test.go b/internal/httpapi/openai/stream_status_test.go
index d65afc4..f34c11f 100644
--- a/internal/httpapi/openai/stream_status_test.go
+++ b/internal/httpapi/openai/stream_status_test.go
@@ -285,7 +285,7 @@ func TestChatCompletionsStreamEmitsFailureFrameWhenUpstreamOutputEmpty(t *testin
 
 func TestChatCompletionsStreamRetriesEmptyOutputOnSameSession(t *testing.T) {
 	ds := &streamStatusDSSeqStub{resps: []*http.Response{
-		makeOpenAISSEHTTPResponse(`data: {"p":"response/thinking_content","v":"plan"}`, "data: [DONE]"),
+		makeOpenAISSEHTTPResponse(`data: {"response_message_id":42,"p":"response/thinking_content","v":"plan"}`, "data: [DONE]"),
 		makeOpenAISSEHTTPResponse(`data: {"p":"response/content","v":"visible"}`, "data: [DONE]"),
 	}}
 	h := &openAITestSurface{
@@ -313,6 +313,10 @@ func TestChatCompletionsStreamRetriesEmptyOutputOnSameSession(t *testing.T) {
 	if !strings.Contains(retryPrompt, "Previous reply had no visible output. Please regenerate the visible final answer or tool call now.") {
 		t.Fatalf("expected retry suffix in prompt, got %q", retryPrompt)
 	}
+	// Verify multi-turn chaining: retry must set parent_message_id from first call's response_message_id.
+	if parentID, ok := ds.payloads[1]["parent_message_id"].(int); !ok || parentID != 42 {
+		t.Fatalf("expected retry parent_message_id=42, got %#v", ds.payloads[1]["parent_message_id"])
+	}
 
 	frames, done := parseSSEDataFrames(t, rec.Body.String())
 	if !done {
@@ -341,7 +345,7 @@ func TestChatCompletionsStreamRetriesEmptyOutputOnSameSession(t *testing.T) {
 
 func TestChatCompletionsNonStreamRetriesThinkingOnlyOutput(t *testing.T) {
 	ds := &streamStatusDSSeqStub{resps: []*http.Response{
-		makeOpenAISSEHTTPResponse(`data: {"p":"response/thinking_content","v":"plan"}`, "data: [DONE]"),
+		makeOpenAISSEHTTPResponse(`data: {"response_message_id":99,"p":"response/thinking_content","v":"plan"}`, "data: [DONE]"),
 		makeOpenAISSEHTTPResponse(`data: {"p":"response/content","v":"visible"}`, "data: [DONE]"),
 	}}
 	h := &openAITestSurface{
@@ -362,6 +366,10 @@ func TestChatCompletionsNonStreamRetriesThinkingOnlyOutput(t *testing.T) {
 	if len(ds.payloads) != 2 {
 		t.Fatalf("expected one synthetic retry call, got %d", len(ds.payloads))
 	}
+	// Verify multi-turn chaining.
+	if parentID, ok := ds.payloads[1]["parent_message_id"].(int); !ok || parentID != 99 {
+		t.Fatalf("expected retry parent_message_id=99, got %#v", ds.payloads[1]["parent_message_id"])
+	}
 	var out map[string]any
 	if err := json.Unmarshal(rec.Body.Bytes(), &out); err != nil {
 		t.Fatalf("decode response failed: %v body=%s", err, rec.Body.String())
@@ -452,7 +460,7 @@ func TestResponsesStreamUsageIgnoresBatchAccumulatedTokenUsage(t *testing.T) {
 
 func TestResponsesStreamRetriesThinkingOnlyOutput(t *testing.T) {
 	ds := &streamStatusDSSeqStub{resps: []*http.Response{
-		makeOpenAISSEHTTPResponse(`data: {"p":"response/thinking_content","v":"plan"}`, "data: [DONE]"),
+		makeOpenAISSEHTTPResponse(`data: {"response_message_id":77,"p":"response/thinking_content","v":"plan"}`, "data: [DONE]"),
 		makeOpenAISSEHTTPResponse(`data: {"p":"response/content","v":"visible"}`, "data: [DONE]"),
 	}}
 	h := &openAITestSurface{
@@ -473,6 +481,10 @@ func TestResponsesStreamRetriesThinkingOnlyOutput(t *testing.T) {
 	if len(ds.payloads) != 2 {
 		t.Fatalf("expected one synthetic retry call, got %d", len(ds.payloads))
 	}
+	// Verify multi-turn chaining.
+	if parentID, ok := ds.payloads[1]["parent_message_id"].(int); !ok || parentID != 77 {
+		t.Fatalf("expected retry parent_message_id=77, got %#v", ds.payloads[1]["parent_message_id"])
+	}
 	body := rec.Body.String()
 	if strings.Contains(body, "response.failed") {
 		t.Fatalf("did not expect premature response.failed, body=%s", body)
@@ -487,7 +499,7 @@ func TestResponsesStreamRetriesThinkingOnlyOutput(t *testing.T) {
 
 func TestResponsesNonStreamRetriesThinkingOnlyOutput(t *testing.T) {
 	ds := &streamStatusDSSeqStub{resps: []*http.Response{
-		makeOpenAISSEHTTPResponse(`data: {"p":"response/thinking_content","v":"plan"}`, "data: [DONE]"),
+		makeOpenAISSEHTTPResponse(`data: {"response_message_id":88,"p":"response/thinking_content","v":"plan"}`, "data: [DONE]"),
 		makeOpenAISSEHTTPResponse(`data: {"p":"response/content","v":"visible"}`, "data: [DONE]"),
 	}}
 	h := &openAITestSurface{
@@ -508,6 +520,10 @@ func TestResponsesNonStreamRetriesThinkingOnlyOutput(t *testing.T) {
 	if len(ds.payloads) != 2 {
 		t.Fatalf("expected one synthetic retry call, got %d", len(ds.payloads))
 	}
+	// Verify multi-turn chaining.
+	if parentID, ok := ds.payloads[1]["parent_message_id"].(int); !ok || parentID != 88 {
+		t.Fatalf("expected retry parent_message_id=88, got %#v", ds.payloads[1]["parent_message_id"])
+	}
 	var out map[string]any
 	if err := json.Unmarshal(rec.Body.Bytes(), &out); err != nil {
 		t.Fatalf("decode response failed: %v body=%s", err, rec.Body.String())
diff --git a/internal/js/chat-stream/http_internal.js b/internal/js/chat-stream/http_internal.js
index 01caa8d..247e38c 100644
--- a/internal/js/chat-stream/http_internal.js
+++ b/internal/js/chat-stream/http_internal.js
@@ -58,6 +58,33 @@ async function fetchStreamPrepare(req, rawBody) {
   };
 }
 
+async function fetchStreamPow(req, leaseID) {
+  const url = buildInternalGoURL(req);
+  url.searchParams.set('__stream_pow', '1');
+
+  const upstream = await fetch(url.toString(), {
+    method: 'POST',
+    headers: buildInternalGoHeaders(req, { withInternalToken: true, withContentType: true }),
+    body: Buffer.from(JSON.stringify({ lease_id: leaseID })),
+  });
+
+  const text = await upstream.text();
+  let body = {};
+  try {
+    body = JSON.parse(text || '{}');
+  } catch (_err) {
+    body = {};
+  }
+
+  return {
+    ok: upstream.ok,
+    status: upstream.status,
+    contentType: upstream.headers.get('content-type') || 'application/json',
+    text,
+    body,
+  };
+}
+
 function relayPreparedFailure(res, prep) {
   if (prep.status === 401 && looksLikeVercelAuthPage(prep.text)) {
     writeOpenAIError(
@@ -195,6 +222,7 @@ module.exports = {
   header,
   readRawBody,
   fetchStreamPrepare,
+  fetchStreamPow,
   relayPreparedFailure,
   safeReadText,
   buildInternalGoURL,
diff --git a/internal/js/chat-stream/vercel_stream_impl.js b/internal/js/chat-stream/vercel_stream_impl.js
index 33476db..dfd6aad 100644
--- a/internal/js/chat-stream/vercel_stream_impl.js
+++ b/internal/js/chat-stream/vercel_stream_impl.js
@@ -25,6 +25,7 @@ const {
   asString,
   isAbortError,
   fetchStreamPrepare,
+  fetchStreamPow,
   relayPreparedFailure,
   createLeaseReleaser,
 } = require('./http_internal');
@@ -49,7 +50,7 @@ async function handleVercelStream(req, res, rawBody, payload) {
   const sessionID = asString(prep.body.session_id) || `chatcmpl-${Date.now()}`;
   const leaseID = asString(prep.body.lease_id);
   const deepseekToken = asString(prep.body.deepseek_token);
-  const powHeader = asString(prep.body.pow_header);
+  const initialPowHeader = asString(prep.body.pow_header);
   const completionPayload = prep.body.payload && typeof prep.body.payload === 'object' ? prep.body.payload : null;
   const finalPrompt = asString(prep.body.final_prompt);
   const thinkingEnabled = toBool(prep.body.thinking_enabled);
@@ -59,7 +60,7 @@ async function handleVercelStream(req, res, rawBody, payload) {
   const emitEarlyToolDeltas = toolPolicy.emitEarlyToolDeltas;
   const stripReferenceMarkers = boolDefaultTrue(prep.body.compat && prep.body.compat.strip_reference_markers);
 
-  if (!model || !leaseID || !deepseekToken || !powHeader || !completionPayload) {
+  if (!model || !leaseID || !deepseekToken || !initialPowHeader || !completionPayload) {
     writeOpenAIError(res, 500, 'invalid vercel prepare response');
     return;
   }
@@ -88,7 +89,32 @@ async function handleVercelStream(req, res, rawBody, payload) {
   res.on('close', onResClose);
 
   try {
-    const fetchDeepSeekStream = async (url, bodyPayload) => {
+    let currentPowHeader = initialPowHeader;
+    const refreshPowHeader = async (roundType) => {
+      try {
+        const pow = await fetchStreamPow(req, leaseID);
+        const nextPowHeader = asString(pow.body && pow.body.pow_header);
+        if (pow.ok && nextPowHeader) {
+          currentPowHeader = nextPowHeader;
+          return currentPowHeader;
+        }
+        console.warn('[vercel_stream_pow] refresh failed, reusing previous PoW', {
+          round_type: roundType,
+          status: pow.status || 0,
+        });
+      } catch (err) {
+        if (clientClosed || isAbortError(err)) {
+          return '';
+        }
+        console.warn('[vercel_stream_pow] refresh failed, reusing previous PoW', {
+          round_type: roundType,
+          error: err,
+        });
+      }
+      return currentPowHeader;
+    };
+
+    const fetchDeepSeekStream = async (url, bodyPayload, powHeader) => {
       try {
         return await fetch(url, {
           method: 'POST',
@@ -107,12 +133,18 @@ async function handleVercelStream(req, res, rawBody, payload) {
         throw err;
       }
     };
-    const fetchCompletion = (bodyPayload) => fetchDeepSeekStream(DEEPSEEK_COMPLETION_URL, bodyPayload);
-    const fetchContinue = (messageID) => fetchDeepSeekStream(DEEPSEEK_CONTINUE_URL, {
-      chat_session_id: sessionID,
-      message_id: messageID,
-      fallback_to_resume: true,
-    });
+    const fetchCompletion = (bodyPayload) => fetchDeepSeekStream(DEEPSEEK_COMPLETION_URL, bodyPayload, currentPowHeader);
+    const fetchContinue = async (messageID) => {
+      const powHeader = await refreshPowHeader('continue');
+      if (!powHeader) {
+        return null;
+      }
+      return fetchDeepSeekStream(DEEPSEEK_CONTINUE_URL, {
+        chat_session_id: sessionID,
+        message_id: messageID,
+        fallback_to_resume: true,
+      }, powHeader);
+    };
 
     let completionRes = await fetchCompletion(completionPayload);
     if (completionRes === null) {
@@ -371,7 +403,7 @@ async function handleVercelStream(req, res, rawBody, payload) {
       }
 
       const terminal = await finish('stop', { deferEmpty: allowDeferEmpty });
-      return { terminal, retryable: !terminal && allowDeferEmpty };
+      return { terminal, retryable: !terminal && allowDeferEmpty, responseMessageID: continueState.responseMessageID };
     };
 
     let retryAttempts = 0;
@@ -390,9 +422,18 @@ async function handleVercelStream(req, res, rawBody, payload) {
         surface: 'chat.completions',
         stream: true,
         retry_attempt: retryAttempts,
+        parent_message_id: processed.responseMessageID || 0,
       });
       usagePrompt = usagePromptWithEmptyOutputRetry(finalPrompt, retryAttempts);
-      completionRes = await fetchCompletion(clonePayloadWithEmptyOutputRetryPrompt(completionPayload));
+      const retryPowHeader = await refreshPowHeader('retry');
+      if (!retryPowHeader) {
+        return;
+      }
+      completionRes = await fetchDeepSeekStream(
+        DEEPSEEK_COMPLETION_URL,
+        clonePayloadForEmptyOutputRetry(completionPayload, processed.responseMessageID),
+        retryPowHeader,
+      );
       if (completionRes === null) {
         return;
       }
@@ -412,11 +453,15 @@ function toBool(v) {
   return v === true;
 }
 
-function clonePayloadWithEmptyOutputRetryPrompt(payload) {
-  return {
+function clonePayloadForEmptyOutputRetry(payload, parentMessageID) {
+  const clone = {
     ...(payload || {}),
     prompt: appendEmptyOutputRetrySuffix(asString(payload && payload.prompt)),
   };
+  if (parentMessageID && parentMessageID > 0) {
+    clone.parent_message_id = parentMessageID;
+  }
+  return clone;
 }
 
 function appendEmptyOutputRetrySuffix(prompt) {
diff --git a/internal/sse/consumer.go b/internal/sse/consumer.go
index d81d818..db42bf5 100644
--- a/internal/sse/consumer.go
+++ b/internal/sse/consumer.go
@@ -5,6 +5,7 @@ import (
 	"strings"
 
 	dsprotocol "ds2api/internal/deepseek/protocol"
+	"ds2api/internal/util"
 )
 
 // CollectResult holds the aggregated text and thinking content from a
@@ -15,6 +16,7 @@ type CollectResult struct {
 	ToolDetectionThinking string
 	ContentFilter         bool
 	CitationLinks         map[int]string
+	ResponseMessageID     int
 }
 
 // CollectStream fully consumes a DeepSeek SSE response and separates
@@ -33,6 +35,7 @@ func CollectStream(resp *http.Response, thinkingEnabled bool, closeBody bool) Co
 	contentFilter := false
 	stopped := false
 	collector := newCitationLinkCollector()
+	responseMessageID := 0
 	currentType := "text"
 	if thinkingEnabled {
 		currentType = "thinking"
@@ -41,6 +44,7 @@ func CollectStream(resp *http.Response, thinkingEnabled bool, closeBody bool) Co
 		chunk, done, parsed := ParseDeepSeekSSELine(line)
 		if parsed && !done {
 			collector.ingestChunk(chunk)
+			observeResponseMessageID(chunk, &responseMessageID)
 		}
 		if done {
 			return false
@@ -84,5 +88,32 @@ func CollectStream(resp *http.Response, thinkingEnabled bool, closeBody bool) Co
 		ToolDetectionThinking: toolDetectionThinking.String(),
 		ContentFilter:         contentFilter,
 		CitationLinks:         collector.build(),
+		ResponseMessageID:     responseMessageID,
+	}
+}
+
+// observeResponseMessageID extracts the response_message_id from a parsed SSE
+// chunk. It mirrors the extraction logic in client_continue.go's observe
+// method, checking top-level response_message_id, v.response.message_id, and
+// message.response.message_id.
+func observeResponseMessageID(chunk map[string]any, out *int) {
+	if chunk == nil || out == nil {
+		return
+	}
+	if id := util.IntFrom(chunk["response_message_id"]); id > 0 {
+		*out = id
+	}
+	v, _ := chunk["v"].(map[string]any)
+	if response, _ := v["response"].(map[string]any); response != nil {
+		if id := util.IntFrom(response["message_id"]); id > 0 {
+			*out = id
+		}
+	}
+	if message, _ := chunk["message"].(map[string]any); message != nil {
+		if response, _ := message["response"].(map[string]any); response != nil {
+			if id := util.IntFrom(response["message_id"]); id > 0 {
+				*out = id
+			}
+		}
 	}
 }
diff --git a/internal/sse/line.go b/internal/sse/line.go
index 311a91f..a52a9ab 100644
--- a/internal/sse/line.go
+++ b/internal/sse/line.go
@@ -1,6 +1,8 @@
 package sse
 
-import "fmt"
+import (
+	"fmt"
+)
 
 // LineResult is the normalized parse result for one DeepSeek SSE line.
 type LineResult struct {
@@ -11,6 +13,7 @@ type LineResult struct {
 	Parts                      []ContentPart
 	ToolDetectionThinkingParts []ContentPart
 	NextType                   string
+	ResponseMessageID          int
 }
 
 // ParseDeepSeekContentLine centralizes one-line DeepSeek SSE parsing for both
@@ -50,11 +53,14 @@ func ParseDeepSeekContentLine(raw []byte, thinkingEnabled bool, currentType stri
 	parts, detectionThinkingParts, finished, nextType := ParseSSEChunkForContentDetailed(chunk, thinkingEnabled, currentType)
 	parts = filterLeakedContentFilterParts(parts)
 	detectionThinkingParts = filterLeakedContentFilterParts(detectionThinkingParts)
+	var respMsgID int
+	observeResponseMessageID(chunk, &respMsgID)
 	return LineResult{
 		Parsed:                     true,
 		Stop:                       finished,
 		Parts:                      parts,
 		ToolDetectionThinkingParts: detectionThinkingParts,
 		NextType:                   nextType,
+		ResponseMessageID:          respMsgID,
 	}
 }
diff --git a/tests/node/chat-stream.test.js b/tests/node/chat-stream.test.js
index f20f52e..dbfbe3e 100644
--- a/tests/node/chat-stream.test.js
+++ b/tests/node/chat-stream.test.js
@@ -153,6 +153,9 @@ async function runMockVercelStreamSequence(upstreamSequences, prepareOverrides =
     if (textURL.includes('__stream_prepare=1')) {
       return jsonResponse(prepareBody);
     }
+    if (textURL.includes('__stream_pow=1')) {
+      return jsonResponse({ pow_header: 'pow-header-refreshed' });
+    }
     if (textURL.includes('__stream_release=1')) {
       return jsonResponse({ success: true });
     }
@@ -199,6 +202,7 @@ test('vercel stream retries empty output once and keeps one terminal frame', asy
   const parsed = frames.filter((frame) => frame !== '[DONE]').map((frame) => JSON.parse(frame));
   const completionBodies = fetchBodies.filter((body) => Object.hasOwn(body, 'prompt'));
   assert.equal(fetchURLs.filter((url) => url === 'https://chat.deepseek.com/api/v0/chat/completion').length, 2);
+  assert.equal(fetchURLs.filter((url) => url.includes('__stream_pow=1')).length, 1);
   assert.equal(frames.filter((frame) => frame === '[DONE]').length, 1);
   assert.equal(parsed[0].choices[0].delta.content, 'visible');
   assert.equal(parsed[1].choices[0].finish_reason, 'stop');
@@ -217,11 +221,67 @@ test('vercel stream exhausts DeepSeek continue before synthetic retry', async ()
   const parsed = frames.filter((frame) => frame !== '[DONE]').map((frame) => JSON.parse(frame));
   assert.equal(fetchURLs.filter((url) => url === 'https://chat.deepseek.com/api/v0/chat/completion').length, 1);
   assert.equal(fetchURLs.filter((url) => url === 'https://chat.deepseek.com/api/v0/chat/continue').length, 1);
+  assert.equal(fetchURLs.filter((url) => url.includes('__stream_pow=1')).length, 1);
   assert.equal(parsed[0].choices[0].delta.content, 'continued');
   assert.equal(parsed[1].choices[0].finish_reason, 'stop');
   assert.equal(fetchBodies.some((body) => String(body.prompt || '').includes('Previous reply had no visible output')), false);
 });
 
+test('vercel stream reuses prior PoW when refresh fails', async () => {
+  const originalFetch = global.fetch;
+  const fetchURLs = [];
+  const completionPowHeaders = [];
+  let completionCalls = 0;
+  global.fetch = async (url, init = {}) => {
+    const textURL = String(url);
+    fetchURLs.push(textURL);
+    if (textURL.includes('__stream_prepare=1')) {
+      return jsonResponse({
+        session_id: 'chatcmpl-test',
+        lease_id: 'lease-test',
+        model: 'gpt-test',
+        final_prompt: 'hello',
+        thinking_enabled: false,
+        search_enabled: false,
+        compat: { strip_reference_markers: true },
+        tool_names: [],
+        deepseek_token: 'deepseek-token',
+        pow_header: 'pow-header-initial',
+        payload: { prompt: 'hello' },
+      });
+    }
+    if (textURL.includes('__stream_pow=1')) {
+      return jsonResponse({}, 500);
+    }
+    if (textURL.includes('__stream_release=1')) {
+      return jsonResponse({ success: true });
+    }
+    if (textURL === 'https://chat.deepseek.com/api/v0/chat/completion') {
+      completionPowHeaders.push(init.headers['x-ds-pow-response']);
+      completionCalls += 1;
+      if (completionCalls === 1) {
+        return sseResponse(['data: [DONE]\n\n']);
+      }
+      return sseResponse(['data: {"p":"response/content","v":"visible"}\n\n', 'data: [DONE]\n\n']);
+    }
+    throw new Error(`unexpected fetch url: ${textURL}`);
+  };
+  try {
+    const req = new MockStreamRequest();
+    const res = new MockStreamResponse();
+    const payload = { model: 'gpt-test', stream: true };
+    await handleVercelStream(req, res, Buffer.from(JSON.stringify(payload)), payload);
+    const frames = parseSSEDataFrames(res.bodyText());
+    const parsed = frames.filter((frame) => frame !== '[DONE]').map((frame) => JSON.parse(frame));
+    assert.deepEqual(completionPowHeaders, ['pow-header-initial', 'pow-header-initial']);
+    assert.equal(fetchURLs.filter((url) => url.includes('__stream_pow=1')).length, 1);
+    assert.equal(parsed[0].choices[0].delta.content, 'visible');
+    assert.equal(parsed[1].choices[0].finish_reason, 'stop');
+  } finally {
+    global.fetch = originalFetch;
+  }
+});
+
 test('vercel stream emits content_filter failure when upstream filters empty output', async () => {
   const { frames } = await runMockVercelStream(['data: {"code":"content_filter"}\n\n']);
   assert.equal(frames.length, 2);