diff --git a/electron/harness/adapters/agnes-ai.adapter.ts b/electron/harness/adapters/agnes-ai.adapter.ts
index 6502b53..cfd2d7e 100644
--- a/electron/harness/adapters/agnes-ai.adapter.ts
+++ b/electron/harness/adapters/agnes-ai.adapter.ts
@@ -122,7 +122,7 @@ export class AgnesAdapter extends BaseAdapter {
       for (const img of origMsg.images) {
         contentParts.push({
           type: 'image_url',
-          image_url: { url: img.url, detail: img.detail ?? 'auto' },
+          image_url: { url: img.url },
         });
       }
       messages[i].content = contentParts;
@@ -131,7 +131,7 @@ export class AgnesAdapter extends BaseAdapter {
     const body: Record<string, unknown> = {
       model: this.config.defaultModel,
       messages,
-      temperature: request.params.temperature ?? 0,
+      temperature: request.params.temperature,
       max_tokens: request.params.maxTokens ?? 65536,
       stream,
     };
diff --git a/electron/harness/adapters/deepseek.adapter.ts b/electron/harness/adapters/deepseek.adapter.ts
index 2957458..9f0427f 100644
--- a/electron/harness/adapters/deepseek.adapter.ts
+++ b/electron/harness/adapters/deepseek.adapter.ts
@@ -74,6 +74,7 @@ export class DeepSeekAdapter extends BaseAdapter {
         ...this.config.headers,
       },
       body: JSON.stringify(body),
+      signal: AbortSignal.timeout(this.config.timeoutMs ?? 300_000),
     });
 
     if (!response.ok || !response.body) {
@@ -150,7 +151,7 @@ export class DeepSeekAdapter extends BaseAdapter {
     const body: Record<string, unknown> = {
       model: this.config.defaultModel,
       messages,
-      temperature: request.params.temperature ?? 0,
+      temperature: request.params.temperature,
       max_tokens: request.params.maxTokens,
       stream,
     };
@@ -164,10 +165,13 @@ export class DeepSeekAdapter extends BaseAdapter {
     }
 
     // Thinking 模式
-    if (request.params.thinkingEnabled) {
+    // API 默认 thinking.type = "enabled"，必须显式发送 disabled 才能关闭
+    if (request.params.thinkingEnabled === false) {
+      body.thinking = { type: 'disabled' };
+    } else if (request.params.thinkingEnabled) {
       body.thinking = { type: 'enabled' };
       const effortMap: Record<string, string> = {
-        low: 'high', medium: 'high', high: 'high', max: 'max',
+        low: 'high', medium: 'high', high: 'high', xhigh: 'max', max: 'max',
       };
       body.reasoning_effort = effortMap[request.params.thinkingEffort ?? 'high'] ?? 'high';
     }
diff --git a/electron/harness/adapters/ollama.adapter.ts b/electron/harness/adapters/ollama.adapter.ts
index ce401a2..20bff85 100644
--- a/electron/harness/adapters/ollama.adapter.ts
+++ b/electron/harness/adapters/ollama.adapter.ts
@@ -370,10 +370,10 @@ export class OllamaAdapter extends BaseAdapter {
             ? m.toolResult.result
             : JSON.stringify(m.toolResult.result);
         }
-        // assistant 工具调用
+        // assistant 工具调用（Ollama REST API 要求 arguments 为 JSON 字符串）
         if (m.role === 'assistant' && m.toolCalls?.length) {
           msg.tool_calls = m.toolCalls.map((tc) => ({
-            function: { name: tc.name, arguments: tc.args },
+            function: { name: tc.name, arguments: JSON.stringify(tc.args) },
           }));
         }
         return msg;
@@ -384,7 +384,7 @@ export class OllamaAdapter extends BaseAdapter {
       model: this.config.defaultModel,
       messages,
       options: {
-        temperature: request.params.temperature ?? 0,
+        temperature: request.params.temperature,
         num_predict: request.params.maxTokens,
         top_p: request.params.topP,
         stop: request.params.stopSequences,
@@ -448,7 +448,26 @@ export class OllamaAdapter extends BaseAdapter {
         outputTokens: (data.eval_count as number) ?? 0,
         totalTokens: ((data.prompt_eval_count as number) ?? 0) + ((data.eval_count as number) ?? 0),
       },
-      finishReason: data.done ? MetonaFinishReason.STOP : MetonaFinishReason.LENGTH,
+      finishReason: mapOllamaDoneReason(data.done_reason as string | undefined, !!message?.tool_calls),
     };
   }
 }
+
+/**
+ * 映射 Ollama done_reason → MetonaFinishReason
+ *
+ * @see apis/ollama-api-docs-20260518.html — /api/chat 响应字段
+ */
+function mapOllamaDoneReason(
+  reason: string | undefined,
+  hasToolCalls: boolean,
+): MetonaFinishReason {
+  if (hasToolCalls) return MetonaFinishReason.TOOL_CALLS;
+  switch (reason) {
+    case 'stop': return MetonaFinishReason.STOP;
+    case 'length': return MetonaFinishReason.LENGTH;
+    case 'load': return MetonaFinishReason.ERROR;
+    case 'unload': return MetonaFinishReason.ERROR;
+    default: return MetonaFinishReason.STOP;
+  }
+}