2026\u5e74\uff0c\u300cAgent\u300d\u8fd9\u4e2a\u8bcd\u5728AI\u5708\u7684\u70ed\u5ea6\u5df2\u7ecf\u5feb\u8ffd\u4e0a\u5f53\u5e74\u7684Transformer\u4e86\u3002\u5404\u5927\u5382\u90fd\u5728\u63a8\u81ea\u5df1\u7684Agent\u6846\u67b6\uff0cOpenAI\u6709GPTs\uff0cGoogle\u6709Project Mariner\uff0c\u8fdeAWS\u90fd\u641e\u4e86\u4e2aBedrock Agents\u3002<\/p>\n
\u4f46\u8bf4\u5b9e\u8bdd\uff0c\u4f60\u628a\u90a3\u4e9b\u5546\u4e1a\u6846\u67b6\u6252\u5f00\u770b\uff0c\u6838\u5fc3\u6ca1\u90a3\u4e48\u795e\u79d8\u3002<\/p>\n
\u4e0a\u5468\u6211\u81ea\u5df1\u6413\u4e86\u4e00\u4e2a\u80fd\u641c\u8d44\u6599\u3001\u5199\u603b\u7ed3\u3001\u53d1\u90ae\u4ef6\u7684Agent\uff0c\u8fde\u4f9d\u8d56\u5e93\u5e26\u4e3b\u903b\u8f91\uff0c\u4e0d\u5230200\u884cPython\u3002\u4eca\u5929\u628a\u601d\u8def\u548c\u4ee3\u7801\u62c6\u5f00\u804a\u804a\u3002<\/p>\n
## Agent\u5230\u5e95\u662f\u4ec0\u4e48<\/p>\n
\u522b\u88ab\u8425\u9500\u8bdd\u672f\u7ed5\u6655\u4e86\u3002Agent\u5c31\u662f**\u4e00\u4e2a\u80fd\u81ea\u4e3b\u8c03\u7528\u5de5\u5177\u3001\u505a\u51b3\u7b56\u3001\u5b8c\u6210\u591a\u6b65\u9aa4\u4efb\u52a1\u7684AI\u7cfb\u7edf**\u3002<\/p>\n
\u4f20\u7edf\u7684LLM\u8c03\u7528\u662f\u300c\u4e00\u95ee\u4e00\u7b54\u300d\u2014\u2014\u4f60\u95ee\u5b83\u5317\u4eac\u5929\u6c14\u600e\u4e48\u6837\uff0c\u5b83\u7ed9\u4f60\u4e00\u6bb5\u6587\u5b57\u3002Agent\u6a21\u5f0f\u662f\uff1a\u4f60\u4e22\u4e00\u4e2a\u4efb\u52a1\u8fc7\u53bb\uff0c\u6bd4\u5982\u300c\u5e2e\u6211\u67e5\u4e00\u4e0b\u5317\u4eac\u4e0b\u5468\u7684\u5929\u6c14\uff0c\u5982\u679c\u6709\u96e8\u5c31\u53d1\u90ae\u4ef6\u63d0\u9192\u6211\u300d\uff0c\u5b83\u4f1a\u81ea\u5df1\u89c4\u5212\u6b65\u9aa4\u3001\u8c03\u7528API\u3001\u5224\u65ad\u7ed3\u679c\u3001\u6267\u884c\u4e0b\u4e00\u6b65\u3002<\/p>\n
\u6838\u5fc3\u5c31\u4e09\u4e2a\u7ec4\u4ef6\uff1a<\/p>\n
– **\u5927\u8111**\uff1a\u4e00\u4e2aLLM\uff0c\u8d1f\u8d23\u7406\u89e3\u4efb\u52a1\u3001\u505a\u51b3\u7b56
\n– **\u5de5\u5177\u96c6**\uff1a\u5b83\u80fd\u591f\u8c03\u7528\u7684\u5916\u90e8\u80fd\u529b\uff08\u641c\u7d22API\u3001\u53d1\u90ae\u4ef6\u3001\u8bfb\u6587\u4ef6\u7b49\uff09
\n– **\u8bb0\u5fc6\/\u4e0a\u4e0b\u6587**\uff1a\u8bb0\u5f55\u5b83\u505a\u5230\u54ea\u4e00\u6b65\u4e86\uff0c\u4e0b\u4e00\u6b65\u8be5\u5e72\u5565<\/p>\n
## \u5b9e\u6218\uff1a\u642d\u4e00\u4e2a\u8ff7\u4f60Agent<\/p>\n
\u8bf4\u5e72\u5c31\u5e72\u3002\u6211\u7528DeepSeek\u7684API\u5f53\u5927\u8111\uff0c\u7ed9Agent\u6302\u4e86\u4e09\u4e2a\u5de5\u5177\uff1a\u641c\u7d22\uff08\u7528DuckDuckGo\uff09\u3001\u7f51\u9875\u6293\u53d6\u3001\u548c\u672c\u5730\u6587\u4ef6\u5199\u5165\u3002<\/p>\n
“`python
\nimport json
\nimport requests
\nfrom openai import OpenAI<\/p>\n
# \u521d\u59cb\u5316LLM
\nclient = OpenAI(api_key=”sk-xxx”, base_url=”https:\/\/api.deepseek.com”)<\/p>\n
# \u5de5\u5177\u5b9a\u4e49
\ntools = [
\n {
\n “name”: “web_search”,
\n “description”: “\u641c\u7d22\u4e92\u8054\u7f51\u83b7\u53d6\u6700\u65b0\u4fe1\u606f”,
\n “parameters”: {
\n “type”: “object”,
\n “properties”: {
\n “query”: {“type”: “string”, “description”: “\u641c\u7d22\u5173\u952e\u8bcd”}
\n },
\n “required”: [“query”]
\n }
\n },
\n {
\n “name”: “save_to_file”,
\n “description”: “\u628a\u5185\u5bb9\u4fdd\u5b58\u5230\u672c\u5730\u6587\u4ef6”,
\n “parameters”: {
\n “type”: “object”,
\n “properties”: {
\n “filename”: {“type”: “string”},
\n “content”: {“type”: “string”}
\n },
\n “required”: [“filename”, “content”]
\n }
\n }
\n]
\n“`<\/p>\n
\u5173\u952e\u70b9\u6765\u4e86\uff1a**\u4e0d\u8981\u4e00\u6b21\u6027\u628a\u6240\u6709\u5de5\u5177\u7ed3\u679c\u90fd\u585e\u7ed9LLM**\u3002Agent\u7684\u6838\u5fc3\u662f\u5faa\u73af\u2014\u2014\u6bcf\u6b21LLM\u8fd4\u56de\u4e00\u4e2a\u5de5\u5177\u8c03\u7528\u610f\u56fe\uff0c\u4f60\u5c31\u6267\u884c\uff0c\u628a\u7ed3\u679c\u585e\u56de\u7ed9LLM\uff0c\u8ba9\u5b83\u5224\u65ad\u4e0b\u4e00\u6b65\u3002<\/p>\n
“`python
\ndef run_agent(task, max_steps=10):
\n messages = [
\n {“role”: “system”, “content”: “\u4f60\u662f\u4e00\u4e2a\u81ea\u52a8\u5316\u52a9\u624b\u3002\u4e00\u6b65\u6b65\u5b8c\u6210\u4efb\u52a1\uff0c\u6bcf\u6b21\u53ea\u8c03\u7528\u4e00\u4e2a\u5de5\u5177\u3002”},
\n {“role”: “user”, “content”: task}
\n ]<\/p>\n
for step in range(max_steps):
\n response = client.chat.completions.create(
\n model=”deepseek-chat”,
\n messages=messages,
\n tools=tools,
\n tool_choice=”auto”
\n )<\/p>\n
msg = response.choices[0].message<\/p>\n
# \u5982\u679cLLM\u8bf4\u4efb\u52a1\u5b8c\u6210\u4e86\uff0c\u5c31\u9000\u51fa
\n if not msg.tool_calls:
\n return msg.content<\/p>\n
# \u6267\u884c\u5de5\u5177\u8c03\u7528
\n for tool_call in msg.tool_calls:
\n args = json.loads(tool_call.function.arguments)
\n if tool_call.function.name == “web_search”:
\n result = do_search(args[“query”])
\n elif tool_call.function.name == “save_to_file”:
\n result = do_save(args[“filename”], args[“content”])<\/p>\n
# \u628a\u5de5\u5177\u6267\u884c\u7ed3\u679c\u52a0\u56de\u5bf9\u8bdd
\n messages.append(msg)
\n messages.append({
\n “role”: “tool”,
\n “tool_call_id”: tool_call.id,
\n “content”: str(result)
\n })<\/p>\n
return “\u8fbe\u5230\u6700\u5927\u6b65\u6570\u9650\u5236”
\n“`<\/p>\n
\u8fd9\u4e2a\u5faa\u73af\u5c31\u662fAgent\u7684\u6838\u5fc3\u6a21\u5f0f\u2014\u2014**ReAct\uff08Reasoning + Acting\uff09**\u3002LLM\u601d\u8003 -> \u51b3\u5b9a\u8c03\u7528\u5de5\u5177 -> \u62ff\u5230\u7ed3\u679c -> \u518d\u601d\u8003 -> \u518d\u8c03\u7528…\u76f4\u5230\u4efb\u52a1\u5b8c\u6210\u3002<\/p>\n
## \u4e00\u4e2a\u771f\u5b9e\u4efb\u52a1\u8dd1\u901a\u5168\u8fc7\u7a0b<\/p>\n
\u6211\u8ba9\u5b83\u505a\u8fd9\u4ef6\u4e8b\uff1a<\/p>\n
> “\u641c\u7d222026\u5e745\u6708AI Agent\u7684\u6700\u65b0\u52a8\u6001\uff0c\u603b\u7ed33\u6761\u5173\u952e\u8d8b\u52bf\uff0c\u4fdd\u5b58\u5230agent_trends.md”<\/p>\n
Agent\u7684\u6267\u884c\u65e5\u5fd7\u662f\u8fd9\u6837\u7684\uff1a<\/p>\n
**Step 1**\uff1aLLM\u51b3\u5b9a\u8c03\u7528 `web_search(query=”2026\u5e745\u6708 AI Agent \u6700\u65b0\u52a8\u6001”)`
\n**Step 2**\uff1a\u62ff\u5230\u641c\u7d22\u7ed3\u679c\uff0cLLM\u5206\u6790\u540e\u8bf4”\u4fe1\u606f\u4e0d\u591f\u5168\u9762\uff0c\u518d\u641c\u4e00\u4e2a\u66f4\u7cbe\u51c6\u7684\u5173\u952e\u8bcd”
\n**Step 3**\uff1a\u8c03\u7528 `web_search(query=”2026 agentic AI trends”)`
\n**Step 4**\uff1a\u7efc\u5408\u4e24\u8f6e\u641c\u7d22\u7ed3\u679c\uff0cLLM\u751f\u6210\u4e863\u6761\u8d8b\u52bf\u603b\u7ed3
\n**Step 5**\uff1a\u8c03\u7528 `save_to_file(filename=”agent_trends.md”, content=…)`
\n**Step 6**\uff1a\u8fd4\u56de\u300c\u4efb\u52a1\u5b8c\u6210\uff01\u300d<\/p>\n
\u5168\u7a0b\u4e0d\u523030\u79d2\u3002\u6362\u4e2a\u5199\u6cd5\u52a0\u4e0a\u5e76\u884c\u5de5\u5177\u8c03\u7528\uff0c\u8fd8\u80fd\u66f4\u5feb\u3002<\/p>\n
## \u8e29\u8fc7\u7684\u5751<\/p>\n
\u51e0\u4e2a\u5b9e\u6218\u4e2d\u9047\u5230\u7684\u6ce8\u610f\u70b9\uff0c\u5199\u51fa\u6765\u7701\u5f97\u4f60\u8d70\u5f2f\u8def\uff1a<\/p>\n
**1. \u5de5\u5177\u8fd4\u56de\u7ed3\u679c\u592a\u957f\u600e\u4e48\u529e**<\/p>\n
\u641c\u7d22\u4e00\u6b21\u53ef\u80fd\u8fd4\u56de\u51e0\u5343\u5b57\u7684\u9875\u9762\u5185\u5bb9\uff0c\u5168\u90e8\u585e\u56de\u5bf9\u8bdd\u91cc\uff0c\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e00\u4f1a\u5c31\u6ee1\u4e86\u3002\u89e3\u51b3\u65b9\u6848\uff1a\u52a0\u4e00\u5c42\u6458\u8981\u2014\u2014\u5de5\u5177\u6267\u884c\u5b8c\u5148\u8ba9\u4e00\u4e2a\u5c0f\u6a21\u578b\u538b\u7f29\u7ed3\u679c\uff0c\u518d\u5582\u56de\u4e3b\u5bf9\u8bdd\u3002<\/p>\n
**2. \u5faa\u73af\u6b7b\u9501**<\/p>\n
Agent\u6709\u65f6\u5019\u4f1a\u9677\u5165\u300c\u641c\u7d22 -> \u53d1\u73b0\u65b0\u4e1c\u897f -> \u518d\u641c\u7d22 -> \u518d\u53d1\u73b0\u300d\u7684\u65e0\u9650\u5faa\u73af\u3002\u4e00\u5b9a\u8981\u8bbe `max_steps` \u4e0a\u9650\uff0c\u800c\u4e14\u5728system prompt\u91cc\u660e\u786e\u8bf4\u300c\u5982\u679c\u53d1\u73b0\u4fe1\u606f\u591f\u7528\u4e86\u5c31\u505c\u6b62\u300d\u3002<\/p>\n
**3. \u5de5\u5177\u8c03\u7528\u683c\u5f0f\u517c\u5bb9\u6027**<\/p>\n
\u4e0d\u540c\u6a21\u578b\u7684tool calling\u683c\u5f0f\u7565\u6709\u5dee\u5f02\u3002DeepSeek\u548cOpenAI\u7684\u683c\u5f0f\u6700\u63a5\u8fd1\uff0cClaude\u9700\u8981\u7528\u53e6\u5916\u4e00\u79cd\u683c\u5f0f\u3002\u8de8\u6a21\u578b\u8fc1\u79fb\u65f6\u7b2c\u4e00\u4ef6\u4e8b\u5c31\u662f\u8dd1\u5de5\u5177\u8c03\u7528\u6d4b\u8bd5\u3002<\/p>\n
## \u4ec0\u4e48\u65f6\u5019\u8be5\u7528\u6846\u67b6<\/p>\n
\u81ea\u5df1\u624b\u6413Agent\u9002\u5408\u5b66\u4e60\u548c\u5c0f\u578b\u81ea\u52a8\u5316\u4efb\u52a1\u3002\u5982\u679c\u8981\u5728\u751f\u4ea7\u73af\u5883\u8dd1\uff0c\u5efa\u8bae\u4e0a\u6210\u719f\u7684\u6846\u67b6\uff1a<\/p>\n
– **LangGraph**\uff1a\u76ee\u524d\u6700\u6210\u719f\u7684Agent\u7f16\u6392\u6846\u67b6\uff0c\u652f\u6301\u6709\u72b6\u6001\u56fe\u3001\u4eba\u673a\u4ea4\u4e92\u3001\u6761\u4ef6\u5206\u652f
\n– **CrewAI**\uff1a\u591aAgent\u534f\u4f5c\u573a\u666f\uff0c\u8ba9\u51e0\u4e2aAgent\u5404\u53f8\u5176\u804c
\n– **AutoGen**\uff1a\u5fae\u8f6f\u51fa\u54c1\uff0c\u591aAgent\u5bf9\u8bdd\u8f6e\u6362\u505a\u5f97\u4e0d\u9519
\n– **Semantic Kernel**\uff1a\u5982\u679c\u4f60\u4eec\u6280\u672f\u6808\u662f.NET\uff0c\u8fd9\u4e2a\u6700\u7701\u4e8b<\/p>\n
\u6211\u4e2a\u4eba\u7684\u5efa\u8bae\u662f\uff1a**\u5148\u624b\u6413\u4e00\u4e2a\u7406\u89e3\u539f\u7406\uff0c\u518d\u9009\u6846\u67b6**\u3002\u4e0d\u7136\u4f60\u8fdeAgent\u5faa\u73af\u90fd\u6ca1\u8dd1\u901a\u8fc7\uff0c\u5c31\u88ab\u6846\u67b6\u7684\u62bd\u8c61\u5c42\u641e\u6655\u4e86\u3002<\/p>\n
## \u6700\u540e\u8bf4\u4e24\u53e5<\/p>\n
Agent\u8fd9\u4e2a\u65b9\u5411\u6700\u8ba9\u6211\u5174\u594b\u7684\u70b9\u4e0d\u5728\u4e8e\u5b83\u80fd\u505a\u4ec0\u4e48\uff0c\u800c\u5728\u4e8e**\u5b83\u628aLLM\u4ece\u4e00\u4e2a\u5bf9\u8bdd\u5de5\u5177\u53d8\u6210\u4e86\u4e00\u53f0\u80fd\u81ea\u4e3b\u884c\u52a8\u7684\u673a\u5668**\u3002\u4f60\u7ed9\u5b83\u4e00\u4e2a\u76ee\u6807\uff0c\u5b83\u81ea\u5df1\u60f3\u529e\u6cd5\u8fbe\u6210\uff0c\u8fc7\u7a0b\u4e2d\u4e0d\u65ad\u8c03\u6574\u7b56\u7565\u3002<\/p>\n
\u95e8\u69db\u5df2\u7ecf\u5f88\u4f4e\u4e86\u3002\u4f60\u4e0d\u9700\u8981\u51e0\u5341\u4eba\u7684AI\u56e2\u961f\uff0c\u4e0d\u9700\u8981GPU\u96c6\u7fa4\uff0c\u4e00\u4e2aAPI Key\u52a0200\u884cPython\u5c31\u80fd\u8dd1\u8d77\u6765\u3002<\/p>\n
\u4e0b\u4e00\u4e2a\u5468\u672b\u9879\u76ee\uff1f\u4e0d\u5982\u8bd5\u8bd5\u8ba9Agent\u5e2e\u4f60\u81ea\u52a8\u6574\u7406\u4e00\u5468\u7684\u6280\u672f\u6587\u7ae0\u3001\u76d1\u63a7\u67d0\u4e2aGitHub\u9879\u76ee\u7684\u52a8\u6001\u3001\u6216\u8005\u5b9a\u65f6\u6293\u53d6\u7ade\u54c1\u4fe1\u606f\u66f4\u65b0\u5230Notion\u2014\u2014\u505a\u51fa\u6765\u4e86\u8bb0\u5f97\u6765\u8bc4\u8bba\u533a\u5206\u4eab\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
2026\u5e74\uff0c\u300cAgent\u300d\u8fd9\u4e2a\u8bcd\u5728AI\u5708\u7684\u70ed\u5ea6\u5df2\u7ecf\u5feb\u8ffd\u4e0a\u5f53\u5e74\u7684Transformer\u4e86\u3002\u5404\u5927\u5382\u90fd\u5728\u63a8\u81ea\u5df1\u7684Ag… \u7ee7\u7eed\u9605\u8bfb \u624b\u6413\u4e00\u4e2aAI Agent\u6709\u591a\u7b80\u5355\uff1f\u6211\u7528Python 30\u5206\u949f\u642d\u4e86\u4e2a\u81ea\u52a8\u5316\u52a9\u624b<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5],"tags":[],"class_list":["post-151","post","type-post","status-publish","format-standard","hentry","category-ai-frontier"],"_links":{"self":[{"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/posts\/151","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=151"}],"version-history":[{"count":1,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/posts\/151\/revisions"}],"predecessor-version":[{"id":152,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=\/wp\/v2\/posts\/151\/revisions\/152"}],"wp:attachment":[{"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=151"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=151"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/zoran.090702.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=151"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}