diff --git a/crates/focus-providers/src/openai.rs b/crates/focus-providers/src/openai.rs
index 103618d..57026f9 100644
--- a/crates/focus-providers/src/openai.rs
+++ b/crates/focus-providers/src/openai.rs
@@ -292,9 +292,25 @@ fn chat_message(m: &Message) -> JsonValue {
         Message::Assistant(a) => {
             let mut o = JsonValue::obj();
             o.insert("role", "assistant".into()).ok();
-            // 思考块不回传（OpenAI 不接受 reasoning 内容）。
-            // Thinking blocks are not replayed (OpenAI rejects reasoning content).
             o.insert("content", join_text(&a.content).into()).ok();
+            // 推理 API（如 DeepSeek thinking 模式）要求把思考内容作为
+            // reasoning_content 原样回传；OpenAI 官方不会产生思考块，因此
+            // 仅在存在思考块时发送该字段，安全兼容两者。
+            // Reasoning-capable APIs (e.g. DeepSeek thinking mode) require the
+            // thinking text to be echoed back as reasoning_content; OpenAI
+            // official never produces thinking blocks, so sending the field
+            // only when thinking exists stays safe for both.
+            let reasoning: String = a
+                .content
+                .iter()
+                .filter_map(|c| match c {
+                    ContentBlock::Thinking(t) => Some(t.thinking.clone()),
+                    _ => None,
+                })
+                .collect();
+            if !reasoning.is_empty() {
+                o.insert("reasoning_content", reasoning.into()).ok();
+            }
             let calls: Vec<&ToolCall> = a.content.iter().filter_map(|c| c.as_tool_call()).collect();
             if !calls.is_empty() {
                 let mut arr = JsonValue::arr();
diff --git a/crates/focus-providers/tests/openai_tests.rs b/crates/focus-providers/tests/openai_tests.rs
index 89dea4e..b6fba00 100644
--- a/crates/focus-providers/tests/openai_tests.rs
+++ b/crates/focus-providers/tests/openai_tests.rs
@@ -346,3 +346,98 @@ fn rich_request() -> ProviderRequest {
         temperature: Some(0.2),
     }
 }
+
+/// DeepSeek 等推理 API：思考内容必须作为 reasoning_content 回传（回归）。
+/// Reasoning APIs (e.g. DeepSeek): thinking must be echoed back as
+/// reasoning_content (regression).
+#[test]
+fn chat_replays_reasoning_content() {
+    use focus_core::tool::{ToolEffects, ToolRegistry};
+
+    #[derive(Debug)]
+    struct NoopTool;
+    impl Tool for NoopTool {
+        fn name(&self) -> &str {
+            "noop"
+        }
+        fn description(&self) -> &str {
+            "does nothing"
+        }
+        fn parameters(&self) -> focus_json::JsonValue {
+            focus_json::JsonValue::obj()
+        }
+        fn effects(&self) -> ToolEffects {
+            ToolEffects::NONE
+        }
+        fn execute(
+            &self,
+            _id: &str,
+            _args: &focus_json::JsonValue,
+            _u: Option<&ToolUpdateSink>,
+        ) -> Result<ToolResult, focus_core::CoreError> {
+            Ok(ToolResult::text("ok"))
+        }
+    }
+
+    let request = ProviderRequest {
+        model: "deepseek-v4-flash".into(),
+        system_prompt: "sys".into(),
+        messages: vec![
+            Message::user_text("hi"),
+            Message::Assistant(AssistantMessage {
+                content: vec![
+                    ContentBlock::Thinking(ThinkingContent {
+                        thinking: "让我先分析一下".into(),
+                        signature: None,
+                        redacted: false,
+                    }),
+                    ContentBlock::text("让我看看"),
+                    ContentBlock::ToolCall(ToolCall {
+                        id: "call_x".into(),
+                        name: "shell".into(),
+                        arguments: focus_json::parse(r#"{"command":"ls"}"#).unwrap(),
+                    }),
+                ],
+                model: "deepseek-v4-flash".into(),
+                usage: Usage::default(),
+                stop_reason: StopReason::ToolUse,
+                error_message: None,
+                timestamp: 0,
+            }),
+            Message::ToolResult(ToolResultMessage {
+                tool_call_id: "call_x".into(),
+                tool_name: "shell".into(),
+                content: vec![ContentBlock::text("ok")],
+                details: focus_json::JsonValue::obj(),
+                is_error: false,
+                timestamp: 0,
+            }),
+        ],
+        tools: ToolRegistry::with(Box::new(NoopTool)).tool_definitions(),
+        max_tokens: Some(512),
+        temperature: None,
+    };
+
+    let mut mock = common::MockTransport::new();
+    mock.push_body("data: [DONE]\n\n");
+    let provider = provider(mock.clone(), OpenAiProtocol::ChatCompletions);
+    let _ = common::collect(&provider, &request);
+
+    let req = mock.last_request();
+    let body: focus_json::JsonValue =
+        focus_json::parse(&String::from_utf8_lossy(&req.body)).unwrap();
+    let messages = body.get_arr("messages").unwrap();
+    // [0] = system，[1] = user，[2] = assistant。
+    // [0] = system, [1] = user, [2] = assistant.
+    let assistant = &messages[2];
+    // 思考内容作为 reasoning_content 回传（content 只含文本）。
+    // Thinking echoed as reasoning_content (content holds only text).
+    assert_eq!(
+        assistant.get_str("reasoning_content"),
+        Some("让我先分析一下")
+    );
+    assert_eq!(assistant.get_str("content"), Some("让我看看"));
+    // 工具调用照常回传。
+    // Tool calls are still replayed.
+    assert!(assistant.get_arr("tool_calls").is_some());
+}