diff --git a/internal/adapter/openai/leaked_output_sanitize.go b/internal/adapter/openai/leaked_output_sanitize.go
index cb6e7c4..c139feb 100644
--- a/internal/adapter/openai/leaked_output_sanitize.go
+++ b/internal/adapter/openai/leaked_output_sanitize.go
@@ -9,9 +9,9 @@ var leakedToolCallArrayPattern = regexp.MustCompile(`(?is)\[\{\s*"function"\s*:\
 var leakedToolResultBlobPattern = regexp.MustCompile(`(?is)<\s*\|\s*tool\s*\|\s*>\s*\{[\s\S]*?"tool_call_id"\s*:\s*"call[^"]*"\s*}`)
 
 // leakedMetaMarkerPattern matches DeepSeek special tokens in BOTH forms:
-//   - ASCII underscore: <｜end_of_sentence｜>
-//   - U+2581 variant:   <｜end▁of▁sentence｜>  (used in some DeepSeek outputs)
-var leakedMetaMarkerPattern = regexp.MustCompile(`(?i)<[｜\|]\s*(?:assistant|tool|end[_▁]of[_▁]sentence|end[_▁]of[_▁]thinking)\s*[｜\|]>`)
+//   - ASCII underscore: <｜end_of_sentence｜>, <｜end_of_toolresults｜>, <｜end_of_instructions｜>
+//   - U+2581 variant:   <｜end▁of▁sentence｜>, <｜end▁of▁toolresults｜>, <｜end▁of▁instructions｜>
+var leakedMetaMarkerPattern = regexp.MustCompile(`(?i)<[｜\|]\s*(?:assistant|tool|end[_▁]of[_▁]sentence|end[_▁]of[_▁]thinking|end[_▁]of[_▁]toolresults|end[_▁]of[_▁]instructions)\s*[｜\|]>`)
 
 // leakedAgentXMLBlockPatterns catch agent-style XML blocks that leak through
 // when the sieve fails to capture them. These are applied only to complete
diff --git a/internal/adapter/openai/leaked_output_sanitize_test.go b/internal/adapter/openai/leaked_output_sanitize_test.go
index 6548d39..558cc48 100644
--- a/internal/adapter/openai/leaked_output_sanitize_test.go
+++ b/internal/adapter/openai/leaked_output_sanitize_test.go
@@ -19,9 +19,9 @@ func TestSanitizeLeakedOutputRemovesLeakedWireToolCallAndResult(t *testing.T) {
 }
 
 func TestSanitizeLeakedOutputRemovesStandaloneMetaMarkers(t *testing.T) {
-	raw := "A<| end_of_sentence |><| Assistant |>B<| end_of_thinking |>C<｜end▁of▁thinking｜>D<｜end▁of▁sentence｜>E"
+	raw := "A<| end_of_sentence |><| Assistant |>B<| end_of_thinking |>C<｜end▁of▁thinking｜>D<｜end▁of▁sentence｜>E<| end_of_toolresults |>F<｜end▁of▁instructions｜>G"
 	got := sanitizeLeakedOutput(raw)
-	if got != "ABCDE" {
+	if got != "ABCDEFG" {
 		t.Fatalf("unexpected sanitize result for meta markers: %q", got)
 	}
 }
diff --git a/internal/admin/handler_accounts_testing.go b/internal/admin/handler_accounts_testing.go
index a05d6cf..8bfa376 100644
--- a/internal/admin/handler_accounts_testing.go
+++ b/internal/admin/handler_accounts_testing.go
@@ -13,6 +13,7 @@ import (
 
 	authn "ds2api/internal/auth"
 	"ds2api/internal/config"
+	"ds2api/internal/deepseek"
 	"ds2api/internal/sse"
 )
 
@@ -157,7 +158,7 @@ func (h *Handler) testAccount(ctx context.Context, acc config.Account, model, me
 		result["message"] = "获取 PoW 失败: " + err.Error()
 		return result
 	}
-	payload := map[string]any{"chat_session_id": sessionID, "prompt": "<｜User｜>\n" + message, "ref_file_ids": []any{}, "thinking_enabled": thinking, "search_enabled": search}
+	payload := map[string]any{"chat_session_id": sessionID, "prompt": deepseek.MessagesPrepare([]map[string]any{{"role": "user", "content": message}}), "ref_file_ids": []any{}, "thinking_enabled": thinking, "search_enabled": search}
 	resp, err := h.DS.CallCompletion(ctx, authCtx, payload, pow, 1)
 	if err != nil {
 		result["message"] = "请求失败: " + err.Error()
diff --git a/internal/prompt/messages.go b/internal/prompt/messages.go
index d1c5745..fe69f72 100644
--- a/internal/prompt/messages.go
+++ b/internal/prompt/messages.go
@@ -10,10 +10,13 @@ import (
 var markdownImagePattern = regexp.MustCompile(`!\[(.*?)\]\((.*?)\)`)
 
 const (
-	systemMarker    = "<｜System｜>"
-	userMarker      = "<｜User｜>"
-	assistantMarker = "<｜Assistant｜>"
-	toolMarker      = "<｜Tool｜>"
+	systemMarker          = "<｜System｜>"
+	userMarker            = "<｜User｜>"
+	assistantMarker       = "<｜Assistant｜>"
+	toolMarker            = "<｜Tool｜>"
+	endSentenceMarker     = "<｜end▁of▁sentence｜>"
+	endToolResultsMarker  = "<｜end▁of▁toolresults｜>"
+	endInstructionsMarker = "<｜end▁of▁instructions｜>"
 )
 
 func MessagesPrepare(messages []map[string]any) string {
@@ -42,17 +45,17 @@ func MessagesPrepare(messages []map[string]any) string {
 	for _, m := range merged {
 		switch m.Role {
 		case "assistant":
-			parts = append(parts, formatRoleBlock(assistantMarker, m.Text))
+			parts = append(parts, formatRoleBlock(assistantMarker, m.Text, endSentenceMarker))
 		case "tool":
 			if strings.TrimSpace(m.Text) != "" {
-				parts = append(parts, formatRoleBlock(toolMarker, m.Text))
+				parts = append(parts, formatRoleBlock(toolMarker, m.Text, endToolResultsMarker))
 			}
 		case "system":
 			if text := strings.TrimSpace(m.Text); text != "" {
-				parts = append(parts, formatRoleBlock(systemMarker, text))
+				parts = append(parts, formatRoleBlock(systemMarker, text, endInstructionsMarker))
 			}
 		case "user":
-			parts = append(parts, formatRoleBlock(userMarker, m.Text))
+			parts = append(parts, formatRoleBlock(userMarker, m.Text, endSentenceMarker))
 		default:
 			if strings.TrimSpace(m.Text) != "" {
 				parts = append(parts, m.Text)
@@ -63,8 +66,13 @@ func MessagesPrepare(messages []map[string]any) string {
 	return markdownImagePattern.ReplaceAllString(out, `[${1}](${2})`)
 }
 
-func formatRoleBlock(marker, text string) string {
-	return marker + "\n" + text
+// DeepSeek-style turn suffixes stay attached to the same block as the role content.
+func formatRoleBlock(marker, text, endMarker string) string {
+	out := marker + "\n" + text
+	if strings.TrimSpace(endMarker) != "" {
+		out += endMarker
+	}
+	return out
 }
 
 func NormalizeContent(v any) string {
diff --git a/internal/prompt/messages_test.go b/internal/prompt/messages_test.go
index fbeba54..5465c7a 100644
--- a/internal/prompt/messages_test.go
+++ b/internal/prompt/messages_test.go
@@ -25,17 +25,21 @@ func TestMessagesPrepareNilContentNoNullLiteral(t *testing.T) {
 	}
 }
 
-func TestMessagesPrepareUsesUnifiedSystemMarkerAndNoEOSTag(t *testing.T) {
+func TestMessagesPrepareUsesTurnSuffixes(t *testing.T) {
 	messages := []map[string]any{
 		{"role": "system", "content": "System rule"},
+		{"role": "user", "content": "Question"},
 		{"role": "assistant", "content": "Answer"},
 	}
 	got := MessagesPrepare(messages)
-	if !strings.Contains(got, "<｜System｜>\nSystem rule") {
-		t.Fatalf("expected unified system marker, got %q", got)
+	if !strings.Contains(got, "<｜System｜>\nSystem rule<｜end▁of▁instructions｜>") {
+		t.Fatalf("expected system instructions suffix, got %q", got)
 	}
-	if strings.Contains(got, "<｜end▁of▁sentence｜>") {
-		t.Fatalf("did not expect EOS marker, got %q", got)
+	if !strings.Contains(got, "<｜User｜>\nQuestion<｜end▁of▁sentence｜>") {
+		t.Fatalf("expected user sentence suffix, got %q", got)
+	}
+	if !strings.Contains(got, "<｜Assistant｜>\nAnswer<｜end▁of▁sentence｜>") {
+		t.Fatalf("expected assistant sentence suffix, got %q", got)
 	}
 }
 
diff --git a/internal/util/messages_test.go b/internal/util/messages_test.go
index e6e0cdc..1fd2024 100644
--- a/internal/util/messages_test.go
+++ b/internal/util/messages_test.go
@@ -12,7 +12,7 @@ func TestMessagesPrepareBasic(t *testing.T) {
 	if got == "" {
 		t.Fatal("expected non-empty prompt")
 	}
-	if got != "<｜User｜>\nHello" {
+	if got != "<｜User｜>\nHello<｜end▁of▁sentence｜>" {
 		t.Fatalf("unexpected prompt: %q", got)
 	}
 }
@@ -22,17 +22,21 @@ func TestMessagesPrepareRoles(t *testing.T) {
 		{"role": "system", "content": "You are helper"},
 		{"role": "user", "content": "Hi"},
 		{"role": "assistant", "content": "Hello"},
+		{"role": "tool", "content": "Search results"},
 		{"role": "user", "content": "How are you"},
 	}
 	got := MessagesPrepare(messages)
-	if !contains(got, "<｜System｜>\nYou are helper\n\n<｜User｜>\nHi") {
+	if !contains(got, "<｜System｜>\nYou are helper<｜end▁of▁instructions｜>\n\n<｜User｜>\nHi<｜end▁of▁sentence｜>") {
 		t.Fatalf("expected system/user separation in %q", got)
 	}
-	if !contains(got, "<｜User｜>\nHi\n\n<｜Assistant｜>\nHello") {
+	if !contains(got, "<｜User｜>\nHi<｜end▁of▁sentence｜>\n\n<｜Assistant｜>\nHello<｜end▁of▁sentence｜>") {
 		t.Fatalf("expected user/assistant separation in %q", got)
 	}
-	if !contains(got, "<｜Assistant｜>\nHello\n\n<｜User｜>\nHow are you") {
-		t.Fatalf("expected assistant/user separation in %q", got)
+	if !contains(got, "<｜Assistant｜>\nHello<｜end▁of▁sentence｜>\n\n<｜Tool｜>\nSearch results<｜end▁of▁toolresults｜>") {
+		t.Fatalf("expected assistant/tool separation in %q", got)
+	}
+	if !contains(got, "<｜Tool｜>\nSearch results<｜end▁of▁toolresults｜>\n\n<｜User｜>\nHow are you<｜end▁of▁sentence｜>") {
+		t.Fatalf("expected tool/user separation in %q", got)
 	}
 	if !contains(got, "<｜Assistant｜>") {
 		t.Fatalf("expected assistant marker in %q", got)
@@ -43,6 +47,9 @@ func TestMessagesPrepareRoles(t *testing.T) {
 	if !contains(got, "<｜User｜>") {
 		t.Fatalf("expected user marker in %q", got)
 	}
+	if !contains(got, "<｜Tool｜>") {
+		t.Fatalf("expected tool marker in %q", got)
+	}
 }
 
 func TestMessagesPrepareObjectContent(t *testing.T) {
@@ -67,7 +74,7 @@ func TestMessagesPrepareArrayTextVariants(t *testing.T) {
 		},
 	}
 	got := MessagesPrepare(messages)
-	if got != "<｜User｜>\nline1\nline2" {
+	if got != "<｜User｜>\nline1\nline2<｜end▁of▁sentence｜>" {
 		t.Fatalf("unexpected content from text variants: %q", got)
 	}
 }
diff --git a/internal/util/util_edge_test.go b/internal/util/util_edge_test.go
index 439b257..5c1ff94 100644
--- a/internal/util/util_edge_test.go
+++ b/internal/util/util_edge_test.go
@@ -173,6 +173,9 @@ func TestMessagesPrepareMergesConsecutiveSameRole(t *testing.T) {
 	if count != 1 {
 		t.Fatalf("expected one User marker for the merged pair, got %d occurrences", count)
 	}
+	if count := strings.Count(got, "<｜end▁of▁sentence｜>"); count != 1 {
+		t.Fatalf("expected one sentence terminator for the merged pair, got %d occurrences", count)
+	}
 }
 
 func TestMessagesPrepareAssistantMarkers(t *testing.T) {
@@ -184,8 +187,14 @@ func TestMessagesPrepareAssistantMarkers(t *testing.T) {
 	if !strings.Contains(got, "<｜Assistant｜>") {
 		t.Fatalf("expected assistant marker, got %q", got)
 	}
-	if strings.Contains(got, "<｜end▁of▁sentence｜>") {
-		t.Fatalf("did not expect end of sentence marker, got %q", got)
+	if !strings.Contains(got, "<｜end▁of▁sentence｜>") {
+		t.Fatalf("expected end of sentence marker, got %q", got)
+	}
+	if strings.Count(got, "<｜end▁of▁sentence｜>") != 2 {
+		t.Fatalf("expected both turns to be terminated, got %q", got)
+	}
+	if !strings.Contains(got, "<｜Assistant｜>\nHello!<｜end▁of▁sentence｜>") {
+		t.Fatalf("expected assistant EOS suffix, got %q", got)
 	}
 	if strings.Contains(got, "<system_instructions>") {
 		t.Fatalf("did not expect legacy system marker, got %q", got)