\n| \u6295\u7814\u62a5\u544a\u7ed3\u6784\u5316<\/td>\n | \u524d\u7aef\u6e32\u67d3\u53d8\u91cf\u5361\u7247<\/td>\n | \u9875\u9762\u6e32\u67d3\u5931\u8d25<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n LLM \u7684\u672c\u8d28\u662f\u6982\u7387\u9884\u6d4b\u4e0b\u4e00\u4e2a token\u3002\u4f60\u8ba9\u5b83\u5199\u6587\u7ae0，\u9519\u4e00\u4e2a\u5b57\u65e0\u6240\u8c13；\u4f60\u8ba9\u5b83\u8f93\u51fa JSON，\u9519\u4e00\u4e2a\u9017\u53f7\u6574\u4e2a\u8f93\u51fa\u5c31\u662f\u5e9f\u7684\u3002\u800c"\u8f93\u51fa\u5408\u6cd5 JSON"\u8fd9\u4e2a\u7ea6\u675f，\u6070\u597d\u662f\u6982\u7387\u6a21\u578b\u6700\u4e0d\u64c5\u957f\u7684\u786c\u7ea6\u675f\u3002<\/p>\n \u6211\u4eec\u7684\u65b9\u6848\u4e0d\u662f\u4e00\u6b65\u5230\u4f4d\u8bbe\u8ba1\u51fa\u6765\u7684，\u800c\u662f\u88ab\u751f\u4ea7\u95ee\u9898\u903c\u51fa\u6765\u7684\u56db\u4e2a\u9636\u6bb5\u3002<\/p>\n
\n\u7b2c\u4e00\u574e：\u53ea\u5728 Prompt \u91cc\u5199"\u8bf7\u8f93\u51fa JSON"<\/h3>\n\u6700\u6734\u7d20\u7684\u505a\u6cd5：<\/p>\n \u4f60\u7684\u6700\u7ec8\u56de\u590d\u5fc5\u987b\u662f\u5408\u6cd5 JSON，\u683c\u5f0f\u5982\u4e0b：
\n{"analysis": "…", "score": 0-100, "reasons": […]}<\/p>\n 95% \u7684\u60c5\u51b5\u4e0b\u8fd9\u80fd\u5de5\u4f5c\u3002\u4f46\u751f\u4ea7\u73af\u5883\u91cc，\u90a3 5% \u4f1a\u4ee5\u5404\u79cd\u59ff\u52bf\u51fa\u73b0：<\/p>\n \/\/ \u7ffb\u8f66\u59ff\u52bf 1：Markdown \u56f4\u680f
\n```json
\n{"analysis": "…"}<\/p>\n \/\/ \u7ffb\u8f66\u59ff\u52bf 2：\u89e3\u91ca\u6027\u5e9f\u8bdd \u597d\u7684，\u4ee5\u4e0b\u662f\u5206\u6790\u7ed3\u679c： {\u201canalysis\u201d: \u201c\u2026\u201d} \u5e0c\u671b\u5bf9\u4f60\u6709\u5e2e\u52a9！<\/p>\n \/\/ \u7ffb\u8f66\u59ff\u52bf 3：\u5b57\u6bb5\u5e7b\u89c9 {\u201canalysis\u201d: \u201c\u2026\u201d, \u201cscore\u201d: \u201c85\u201d} \/\/ score \u5e94\u8be5\u662f\u6570\u5b57，\u4e0d\u662f\u5b57\u7b26\u4e32<\/p>\n \u7b2c\u4e00\u9053\u9632\u7ebf：**\u5bbd\u5bb9\u63d0\u53d6**\u3002\u65e2\u7136\u4e0d\u80fd\u4fdd\u8bc1 LLM \u53ea\u8f93\u51fa JSON，\u5c31\u628a JSON \u4ece\u4efb\u610f\u6587\u672c\u91cc\u6316\u51fa\u6765\u3002`JsonExtractor` \u6309\u4e09\u7ea7\u4f18\u5148\u7ea7\u63d0\u53d6：<\/p>\n ```kotlin
\ninternal object JsonExtractor {
\n fun extract(text: String): String? {
\n \/\/ 1. \u4f18\u5148\u5339\u914d ```json … ```\u4ee3\u7801\u56f4\u680f
\n val match = CODE_FENCE_PATTERN.find(text)
\n if (match != null) {
\n val candidate = match.groupValues[1].trim()
\n if (isValidJson(candidate)) return candidate
\n }
\n \/\/ 2. \u6574\u6bb5\u6587\u672c\u76f4\u63a5\u5f53 JSON \u89e3\u6790
\n val trimmed = text.trim()
\n if (isValidJson(trimmed)) return trimmed
\n \/\/ 3. \u5728\u6587\u672c\u4e2d\u5b9a\u4f4d { … } \u6216 [ … ] \u5757（\u62ec\u53f7\u914d\u5bf9\u626b\u63cf）
\n val jsonObject = findJsonBlock(trimmed, '{', '}')
\n if (jsonObject != null && isValidJson(jsonObject)) return jsonObject
\n val jsonArray = findJsonBlock(trimmed, '[', ']')
\n if (jsonArray != null && isValidJson(jsonArray)) return jsonArray
\n return null
\n }
\n}<\/p>\n Swarm \u7684 Leader \u51b3\u7b56\u89e3\u6790\u66f4\u8fdb\u4e00\u6b65，\u505a\u4e86 JSON \u4f18\u5148 + \u6b63\u5219\u515c\u5e95 + \u5b89\u5168\u9ed8\u8ba4\u503c \u4e09\u7ea7\u964d\u7ea7\u2014\u2014\u89e3\u6790\u5931\u8d25\u4e0d\u4f1a\u8ba9\u56e2\u961f\u505c\u6446，\u800c\u662f\u8fd4\u56de\u4e00\u4e2a"\u7ee7\u7eed\u5de5\u4f5c"\u7684\u4fdd\u5b88\u51b3\u7b56：<\/p>\n \/\/ LeaderDecisionParser.parse()<\/span>
\nreturn<\/span> try<\/span> {<\/span>
\n parseJson<\/span>(<\/span>leaderOutput)<\/span> \/\/ \u7b56\u7565 1：JSON \u89e3\u6790<\/span>
\n}<\/span> catch<\/span> (<\/span>e:<\/span> Exception)<\/span> {<\/span>
\n try<\/span> {<\/span>
\n parseRegex<\/span>(<\/span>leaderOutput)<\/span> \/\/ \u7b56\u7565 2：\u6b63\u5219\u515c\u5e95<\/span>
\n }<\/span> catch<\/span> (<\/span>e:<\/span> Exception)<\/span> {<\/span>
\n LeaderDecision<\/span>(<\/span> \/\/ \u7b56\u7565 3：\u5b89\u5168\u9ed8\u8ba4\u503c<\/span>
\n analysis =<\/span> leaderOutput.<\/span>take<\/span>(<\/span>500<\/span>)<\/span>,<\/span>
\n newTasks =<\/span> emptyList<\/span>(<\/span>)<\/span>,<\/span>
\n isComplete =<\/span> false<\/span>,<\/span> \/\/ \u4fdd\u5b88：\u4e0d\u505c\u6b62，\u7ee7\u7eed\u4e0b\u4e00\u8f6e<\/span>
\n )<\/span>
\n }<\/span>
\n}<\/span><\/p>\n\u6559\u8bad\u4e00：\u6c38\u8fdc\u4e0d\u8981\u5047\u8bbe LLM \u7684\u8f93\u51fa\u662f\u7eaf\u51c0\u7684，\u63d0\u53d6\u5c42\u5fc5\u987b\u5bbd\u5bb9\u3002\u4f46\u5bbd\u5bb9\u63d0\u53d6\u53ea\u89e3\u51b3"\u6316\u51fa\u6765"，\u4e0d\u89e3\u51b3"\u5185\u5bb9\u5bf9\u4e0d\u5bf9"\u3002<\/p>\n
\n\u7b2c\u4e8c\u574e：JSON Schema \u6821\u9a8c + \u628a\u9519\u8bef\u5582\u56de\u53bb\u91cd\u8bd5<\/h3>\n\u63d0\u53d6\u51fa\u6765\u7684 JSON \u5b57\u6bb5\u7f3a\u5931\u3001\u7c7b\u578b\u4e0d\u5bf9\u600e\u4e48\u529e？\u7b54\u6848\u662f\u62ff JSON Schema \u5f53\u5408\u540c，\u4e0d\u5408\u683c\u5c31\u6253\u56de\u91cd\u505a\u3002<\/p>\n OutputSchemaValidator \u8d1f\u8d23\u6821\u9a8c：<\/p>\n fun<\/span> validateOutput<\/span>(<\/span>schema:<\/span> String,<\/span> assistantText:<\/span> String)<\/span>:<\/span> ValidationResult {<\/span>
\n val<\/span> jsonText =<\/span> JsonExtractor.<\/span>extract<\/span>(<\/span>assistantText)<\/span>
\n ?:<\/span> return<\/span> ValidationResult.<\/span>Invalid<\/span>(<\/span>listOf<\/span>(<\/span>"No valid JSON found in response"<\/span><\/span>)<\/span>)<\/span>
\n return<\/span> try<\/span> {<\/span>
\n validateJson<\/span>(<\/span>schema,<\/span> jsonText)<\/span> \/\/ jsonsKema \u5168\u91cf JSON Schema \u6821\u9a8c<\/span>
\n }<\/span> catch<\/span> (<\/span>e:<\/span> Exception)<\/span> {<\/span>
\n ValidationResult.<\/span>Invalid<\/span>(<\/span>listOf<\/span>(<\/span>"Validation error: <\/span>${<\/span>e.<\/span>message<\/span>}<\/span><\/span>"<\/span><\/span>)<\/span>)<\/span>
\n }<\/span>
\n}<\/span><\/p>\n\u5173\u952e\u8bbe\u8ba1\u5728\u6821\u9a8c\u5931\u8d25\u4e4b\u540e\u3002EasyAI \u7684 Agent \u5faa\u73af\u6709\u4e00\u4e2a AgentCompletionCheck \u6269\u5c55\u70b9\u2014\u2014Agent \u81ea\u8ba4\u4e3a"\u8bf4\u5b8c\u4e86"\u7684\u65f6\u5019，\u5148\u8fc7\u4e00\u904d\u68c0\u67e5\u3002OutputSchemaCompletionCheck \u6302\u5728\u8fd9\u91cc：<\/p>\n \/\/ OutputSchemaCompletionCheck.check()<\/span>
\nval<\/span> result =<\/span> validator.<\/span>validateOutput<\/span>(<\/span>schema,<\/span> text)<\/span>
\nreturn<\/span> when<\/span> {<\/span>
\n result is<\/span> ValidationResult.<\/span>Valid -><\/span> CompletionCheckResult.<\/span>Done \/\/ \u5408\u683c，\u653e\u884c<\/span><\/p>\n (<\/span>retryCounters[<\/span>sessionKey]<\/span> ?:<\/span> 0<\/span>)<\/span> >=<\/span> maxRetries -><\/span>
\n CompletionCheckResult.<\/span>Done \/\/ \u91cd\u8bd5\u8d85\u9650，\u8fd4\u56de\u539f\u7ed3\u679c（\u6709\u754c\u5931\u8d25）<\/span><\/p>\n else<\/span> -><\/span>
\n \/\/ \u628a\u5177\u4f53\u9519\u8bef\u5217\u8868\u6ce8\u5165\u91cd\u8bd5 Prompt，\u8ba9 LLM \u5b9a\u5411\u4fee\u590d<\/span>
\n CompletionCheckResult.<\/span>Continue<\/span>(<\/span>prompt =<\/span> buildRetryPrompt<\/span>(<\/span>errors,<\/span> schema,<\/span> ..<\/span>.<\/span>)<\/span>)<\/span>
\n}<\/span><\/p>\n\u91cd\u8bd5 Prompt \u4e0d\u662f\u7b80\u5355\u5730\u8bf4"\u518d\u8f93\u51fa\u4e00\u904d"，\u800c\u662f\u628a\u5177\u4f53\u7684\u6821\u9a8c\u9519\u8bef\u5582\u56de\u53bb：<\/p>\n Your previous response did not match the required output format (attempt 1\/2).<\/p>\n Validation errors:
\n– $.score: expected number, found string
\n– $.reasons: required property missing<\/p>\n Please reformat your response as a valid JSON object matching this schema:
\n{ …schema… }
\nOutput ONLY the JSON object, no additional text.<\/p>\n \u5b9e\u6d4b\u8fd9\u4e00\u62db\u7684\u4fee\u590d\u7387\u975e\u5e38\u9ad8\u2014\u2014LLM \u770b\u5230"score \u5e94\u8be5\u662f number \u4e0d\u662f string"\u8fd9\u79cd\u7cbe\u786e\u9519\u8bef，\u57fa\u672c\u4e00\u6b21\u5c31\u80fd\u6539\u5bf9\u3002<\/p>\n \u6559\u8bad\u4e8c：\u6821\u9a8c\u5fc5\u987b\u95ed\u73af\u3002\u53ea\u6821\u9a8c\u4e0d\u91cd\u8bd5\u7b49\u4e8e\u6ca1\u6821\u9a8c；\u91cd\u8bd5\u65f6\u4e0d\u5e26\u9519\u8bef\u4fe1\u606f\u7b49\u4e8e\u8ba9 LLM \u91cd\u65b0\u62bd\u5361\u3002<\/p>\n
\n\u7b2c\u4e09\u574e：\u6a21\u578b\u539f\u751f Structured Output，API \u5c42\u515c\u5e95<\/h3>\nSchema \u6821\u9a8c\u91cd\u8bd5\u867d\u597d，\u4f46\u6bcf\u6b21\u5931\u8d25\u90fd\u8981\u591a\u4e00\u8f6e LLM \u8c03\u7528\u2014\u2014\u8d39\u94b1\u53c8\u8d39\u65f6\u95f4\u30022024 \u5e74\u540e\u4e3b\u6d41\u6a21\u578b\u90fd\u63d0\u4f9b\u4e86\u539f\u751f\u7ed3\u6784\u5316\u8f93\u51fa\u80fd\u529b，\u5728\u89e3\u7801\u9636\u6bb5\u5c31\u7ea6\u675f token \u53ea\u80fd\u843d\u5728 Schema \u5141\u8bb8\u7684\u8def\u5f84\u4e0a，\u683c\u5f0f\u9519\u8bef\u5728\u7406\u8bba\u4e0a\u5f52\u96f6\u3002<\/p>\n EasyAI \u628a\u5b83\u505a\u6210\u4e86\u534f\u8bae\u65e0\u5173\u7684\u4e00\u5c42：<\/p>\n \/\/ AgentLoopRunner：\u6784\u5efa ChatOptions \u65f6\u6ce8\u5165 outputSchema<\/span>
\nval<\/span> chatOptions =<\/span> if<\/span> (<\/span>context.<\/span>outputSchema !=<\/span> null<\/span> &&<\/span> baseChatOptions is<\/span> StructuredOutputChatOptions)<\/span> {<\/span>
\n val<\/span> applyStructuredOutput =<\/span> !<\/span>context.<\/span>outputSchemaMultiTurn ||<\/span> forceStructuredOutput
\n if<\/span> (<\/span>applyStructuredOutput)<\/span> {<\/span>
\n baseChatOptions.<\/span>mutate<\/span>(<\/span>)<\/span>.<\/span>outputSchema<\/span>(<\/span>context.<\/span>outputSchema)<\/span>.<\/span>build<\/span>(<\/span>)<\/span>
\n }<\/span> else<\/span> baseChatOptions
\n}<\/span> else<\/span> baseChatOptions<\/p>\nStructuredOutputChatOptions \u5411\u4e0b\u6620\u5c04\u5230\u5404\u534f\u8bae\u7684\u539f\u751f\u53c2\u6570：<\/p>\n \n\u534f\u8bae\u53c2\u6570\u6620\u5c04<\/tr>\n \n\n| OpenAI \u7cfb<\/td>\n | response_format: { type: "json_schema", json_schema: {…} }<\/td>\n<\/tr>\n | \n| Anthropic \u7cfb<\/td>\n | output_config.output_format: { type: "json_schema", schema: {…} }<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u4f46\u8fd9\u91cc\u8e29\u51fa\u4e86\u4e00\u4e2a\u9690\u853d\u7684\u65b0\u5751：\u7ed3\u6784\u5316\u8f93\u51fa\u548c\u5de5\u5177\u8c03\u7528\u4e92\u65a5\u3002<\/p>\n \u5f3a\u5236 JSON \u8f93\u51fa\u6a21\u5f0f\u4e0b，\u6a21\u578b\u88ab\u7ea6\u675f"\u53ea\u80fd\u8f93\u51fa JSON"，\u5b83\u5c31\u6ca1\u6cd5\u518d\u6b63\u5e38\u53d1\u8d77\u5de5\u5177\u8c03\u7528\u4e86\u2014\u2014\u800c\u591a\u8f6e Agent \u6070\u6070\u9700\u8981\u5148\u8c03\u4e00\u5806\u5de5\u5177\u6536\u96c6\u4fe1\u606f，\u6700\u540e\u4e00\u8f6e\u624d\u4ea7\u51fa JSON\u3002<\/p>\n \u89e3\u6cd5\u662f multi-turn \u5ef6\u8fdf\u6a21\u5f0f（outputSchemaMultiTurn）：<\/p>\n Turn 1~N：\u6b63\u5e38\u5de5\u5177\u8c03\u7528（\u4e0d\u542f\u7528\u7ed3\u6784\u5316\u8f93\u51fa）
\nTurn N+1：Agent \u8ba4\u4e3a\u4efb\u52a1\u5b8c\u6210 \u2192 OutputSchemaCompletionCheck \u9996\u6b21\u89e6\u53d1
\n \u2192 \u6ce8\u5165"\u73b0\u5728\u8f93\u51fa\u6700\u7ec8 JSON"\u7684 Prompt
\n \u2192 \u540c\u65f6 enableForcedStructuredOutput()，\u4e0b\u4e00\u8f6e LLM \u8c03\u7528\u624d\u6302\u4e0a\u539f\u751f\u7ed3\u6784\u5316\u8f93\u51fa\u53c2\u6570<\/p>\n \/\/ AgentLoop \u4e2d：\u5b8c\u6210\u68c0\u67e5\u89e6\u53d1\u65f6\u624d\u6253\u5f00 API \u7ea7\u7ed3\u6784\u5316\u8f93\u51fa<\/span>
\nif<\/span> (<\/span>check is<\/span> OutputSchemaCompletionCheck &&<\/span> context.<\/span>outputSchemaMultiTurn &&<\/span> context.<\/span>outputSchema !=<\/span> null<\/span>)<\/span> {<\/span>
\n loopRunner.<\/span>enableForcedStructuredOutput<\/span>(<\/span>)<\/span>
\n}<\/span><\/p>\n\u6559\u8bad\u4e09：\u539f\u751f\u7ed3\u6784\u5316\u8f93\u51fa\u662f\u6700\u5f3a\u7ea6\u675f，\u4f46\u8981\u9009\u5bf9\u65f6\u673a\u2014\u2014\u5728\u5de5\u5177\u8c03\u7528\u9636\u6bb5\u542f\u7528\u5b83\u4f1a\u5e9f\u6389 Agent \u7684\u624b\u811a\u3002<\/p>\n
\n\u7b2c\u56db\u574e：\u5927 JSON \u8f93\u51fa，LLM \u8c03\u7528\u76f4\u63a5\u5361\u6b7b<\/h3>\n\u524d\u4e09\u574e\u89e3\u51b3\u4e86"\u683c\u5f0f\u5bf9\u4e0d\u5bf9"，\u7b2c\u56db\u574e\u89e3\u51b3\u7684\u662f"\u80fd\u4e0d\u80fd\u8f93\u51fa\u5b8c"\u3002<\/p>\n EasyAI \u7684"AI \u521b\u9020 AI"\u529f\u80fd\u8981\u751f\u6210 14 \u4e2a Agent \u7684 Swarm \u914d\u7f6e，JSON \u8d85\u8fc7 10000 token\u3002\u6700\u521d\u6211\u4eec\u8ba9 LLM \u5728\u4e00\u6b21\u56de\u590d（\u6216\u4e00\u6b21 tool call \u53c2\u6570）\u91cc\u76f4\u63a5\u8f93\u51fa\u5b8c\u6574\u914d\u7f6e，\u7ed3\u679c\u9047\u5230\u4e09\u8fde\u51fb：<\/p>\n \n\u95ee\u9898\u73b0\u8c61\u6839\u56e0<\/tr>\n \n\n| \u6d41\u5f0f\u5361\u6b7b<\/td>\n | \u8bf7\u6c42\u6302\u8d77 120s \u540e\u88ab\u5224\u8d85\u65f6<\/td>\n | \u8d85\u957f JSON \u751f\u6210\u4e2d\u6a21\u578b\u957f\u65f6\u95f4\u4e0d\u5410\u65b0 chunk，\u89e6\u53d1\u6d41\u5f0f\u505c\u987f\u68c0\u6d4b<\/td>\n<\/tr>\n | \n| \u8f93\u51fa\u622a\u65ad<\/td>\n | JSON \u5728\u4e2d\u95f4\u621b\u7136\u800c\u6b62<\/td>\n | \u649e\u5230\u6a21\u578b max output tokens，\u534a\u622a JSON \u65e0\u6cd5\u89e3\u6790<\/td>\n<\/tr>\n | \n| \u53c2\u6570\u8d85\u957f<\/td>\n | tool call \u76f4\u63a5\u5931\u8d25<\/td>\n | \u90e8\u5206\u6a21\u578b\u5bf9\u5355\u6b21\u5de5\u5177\u8c03\u7528\u53c2\u6570\u6709\u957f\u5ea6\u4e0a\u9650<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u66f4\u9ebb\u70e6\u7684\u662f：\u4e00\u4e2a\u5b57\u6bb5\u9519\u4e86，\u5c31\u8981\u6574\u4e2a\u91cd\u65b0\u751f\u6210\u2014\u2014\u53c8\u662f 10000 token \u7684\u7b49\u5f85\u548c\u8d39\u7528\u3002<\/p>\n \u6700\u7ec8\u65b9\u6848：\u628a"\u4e00\u6b21\u5927\u8f93\u51fa"\u6539\u6210"\u591a\u6b21\u5c0f\u8f93\u51fa"<\/h4>\n\u6838\u5fc3\u601d\u8def：\u4e0d\u8ba9 LLM \u4e00\u53e3\u5410\u51fa\u5927 JSON，\u800c\u662f\u63d0\u4f9b submit_config_block \u5de5\u5177，\u6bcf\u5757\u53ea\u542b\u4e00\u4e2a Agent \u6216\u4e00\u4e2a Task（200~800 token），\u540e\u7aef\u8d1f\u8d23\u7ec4\u88c5：<\/p>\n LLM: submit_config_block(blockType="agent", blockIndex=0, data={\u5b8f\u89c2\u5206\u6790\u5e08})
\nLLM: submit_config_block(blockType="agent", blockIndex=1, data={\u6280\u672f\u5206\u6790\u5e08})
\nLLM: submit_config_block(blockType="task", blockIndex=0, data={\u6570\u636e\u6536\u96c6\u4efb\u52a1})
\n…\u6bcf\u5757\u72ec\u7acb\u3001\u77ed\u5c0f\u3001\u53ef\u6d41\u5f0f
\nLLM: finalize_config() \u2192 \u540e\u7aef\u7ec4\u88c5\u5168\u90e8\u5757 \u2192 \u7edf\u4e00\u6821\u9a8c \u2192 \u63d0\u4ea4<\/p>\n \u8fd9\u4e2a\u8bbe\u8ba1\u540c\u65f6\u6d88\u6389\u4e86\u4e09\u4e2a\u95ee\u9898：<\/p>\n \u6bcf\u6b21\u8f93\u51fa\u90fd\u5f88\u77ed \u2192 \u4e0d\u4f1a\u6d41\u5f0f\u505c\u987f，\u4e0d\u4f1a\u649e\u8f93\u51fa\u4e0a\u9650<\/li>\n\u6bcf\u5757\u72ec\u7acb\u6821\u9a8c \u2192 \u9519\u4e86\u53ea\u91cd\u53d1\u90a3\u4e00\u5757，\u4e0d\u7528\u6574\u4f53\u91cd\u6765<\/li>\n\u7ec4\u88c5\u4e0d\u4f9d\u8d56\u987a\u5e8f \u2192 Agent \u53ef\u4ee5\u5148\u63d0\u4ea4 Task \u518d\u63d0\u4ea4 Agent，assembleConfigFromBlocks \u6309\u7c7b\u578b\u5206\u6876\u7ec4\u88c5<\/li>\n\u540c\u65f6 EasyAI \u7684\u6d41\u5f0f\u5c42\u672c\u8eab\u505a\u4e86\u9010 chunk \u505c\u987f\u68c0\u6d4b\u515c\u5e95：\u751f\u4ea7\u8005\u548c\u6d88\u8d39\u8005\u4e4b\u95f4\u7528 Channel \u89e3\u8026，\u6d88\u8d39\u8005\u5e26\u8d85\u65f6\u63a5\u6536，"\u957f\u65f6\u95f4\u6ca1\u6709\u65b0\u5185\u5bb9"\u548c"HTTP \u8fde\u63a5\u8d85\u65f6"\u662f\u4e24\u4e2a\u72ec\u7acb\u5224\u636e\u2014\u2014\u5373\u4f7f\u67d0\u6b21\u8f93\u51fa\u771f\u7684\u5361\u4e86，\u4e5f\u80fd\u5feb\u901f\u5931\u8d25\u91cd\u8bd5，\u800c\u4e0d\u662f\u50bb\u7b49\u5230\u5929\u8352\u5730\u8001\u3002<\/p>\n \u5206\u5757\u63d0\u4ea4\u7684\u5b8c\u6574\u5b9e\u73b0\u7ec6\u8282（\u8d44\u6e90\u53d1\u73b0\u3001validate-fix \u5faa\u73af\u3001SSE \u5b9e\u65f6\u63a8\u9001）\u89c1 AI \u521b\u9020 AI \u4e00\u7bc7，\u8fd9\u91cc\u805a\u7126 JSON \u53ef\u9760\u6027\u8fd9\u6761\u7ebf\u3002<\/p>\n \u6559\u8bad\u56db：\u5927 JSON \u7684\u6b63\u786e\u89e3\u6cd5\u4e0d\u662f"\u8ba9\u6a21\u578b\u66f4\u52aa\u529b"，\u800c\u662f\u6539\u53d8\u4ea4\u4e92\u7ed3\u6784\u2014\u2014\u5316\u6574\u4e3a\u96f6，\u628a\u5355\u6b21\u5927\u8d4c\u6ce8\u62c6\u6210\u591a\u6b21\u5c0f\u8d4c\u6ce8\u3002<\/p>\n
\n\u5168\u666f\u56fe：\u56db\u7ea7\u9632\u5fa1<\/h3>\n![\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"](\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260830010911-6a9382b779d1a.png\") <\/p>\n
\u250c\u2500 L1 \u5bbd\u5bb9\u63d0\u53d6 \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 JsonExtractor：\u56f4\u680f\/\u88f8 JSON\/\u5757\u626b\u63cf，\u4ece\u4efb\u610f\u6587\u672c\u6316\u51fa JSON
\n\u251c\u2500 L2 Schema \u6821\u9a8c\u91cd\u8bd5 \u2500\u2500\u2500\u2500\u2500 OutputSchemaCompletionCheck：\u9519\u8bef\u5217\u8868\u5582\u56de LLM，\u6700\u591a\u91cd\u8bd5 2 \u6b21
\n\u251c\u2500 L3 \u539f\u751f\u7ed3\u6784\u5316\u8f93\u51fa \u2500\u2500\u2500\u2500\u2500\u2500 StructuredOutputChatOptions：\u89e3\u7801\u5c42\u7ea6\u675f，multi-turn \u5ef6\u8fdf\u542f\u7528
\n\u2514\u2500 L4 \u5927 JSON \u5206\u5757\u63d0\u4ea4 \u2500\u2500\u2500\u2500 submit_config_block：\u5316\u6574\u4e3a\u96f6 + \u6d41\u5f0f\u505c\u987f\u68c0\u6d4b\u515c\u5e95<\/p>\n \u56db\u7ea7\u4e4b\u95f4\u662f\u7eb5\u6df1\u5173\u7cfb，\u4e0d\u662f\u56db\u9009\u4e00：<\/p>\n \n- L3 \u5f00\u542f\u7684\u573a\u666f（\u6a21\u578b\u652f\u6301），L2 \u9000\u5316\u4e3a\u515c\u5e95\u68c0\u67e5，\u51e0\u4e4e\u4e0d\u6d88\u8017\u91cd\u8bd5<\/li>\n
- \u6a21\u578b\u4e0d\u652f\u6301 L3（\u8001\u6a21\u578b\u3001\u90e8\u5206\u56fd\u4ea7\u7f51\u5173），L2 \u72ec\u7acb\u625b\u8d77\u6b63\u786e\u6027<\/li>\n
- L1 \u6c38\u8fdc\u5728\u2014\u2014\u56e0\u4e3a\u8fde"\u6821\u9a8c\u5931\u8d25\u63d0\u793a"\u672c\u8eab\u90fd\u53ef\u80fd\u88ab\u6a21\u578b\u5305\u4e0a\u56f4\u680f<\/li>\n
- L4 \u53ea\u5728\u8f93\u51fa\u4f53\u79ef\u5927\u5230\u89e6\u53d1\u7269\u7406\u9650\u5236\u65f6\u542f\u7528<\/li>\n<\/ul>\n
\n\u8e29\u5751\u8bb0\u5f55<\/h3>\n\n\u5751\u539f\u56e0\u89e3\u6cd5<\/tr>\n \n\n| \u56f4\u680f\u91cc\u7684 JSON \u624d\u662f\u6b63\u6587，\u56f4\u680f\u5916\u8fd8\u6709 JSON<\/td>\n | LLM \u6709\u65f6\u5728\u89e3\u91ca\u6587\u5b57\u91cc\u4e5f\u5199 JSON \u793a\u4f8b<\/td>\n | \u63d0\u53d6\u4f18\u5148\u7ea7：\u56f4\u680f > \u5168\u6587 > \u5757\u626b\u63cf<\/td>\n<\/tr>\n | \n| \u91cd\u8bd5\u4e24\u6b21\u4ecd\u4e0d\u5408\u683c<\/td>\n | \u7ee7\u7eed\u91cd\u8bd5\u8fb9\u9645\u6536\u76ca\u8d8b\u96f6，\u767d\u70e7 token<\/td>\n | \u6709\u754c\u5931\u8d25：\u8d85\u9650\u540e\u8fd4\u56de\u539f\u7ed3\u679c + warning，\u4ea4\u7ed9\u4e0a\u5c42\u5904\u7406<\/td>\n<\/tr>\n | \n| \u7ed3\u6784\u5316\u8f93\u51fa\u6a21\u5f0f\u4e0b Agent \u4e0d\u8c03\u5de5\u5177\u4e86<\/td>\n | JSON \u7ea6\u675f\u6291\u5236\u4e86 tool call<\/td>\n | multi-turn \u5ef6\u8fdf：\u53ea\u5728\u6700\u7ec8\u8f6e\u542f\u7528<\/td>\n<\/tr>\n | \n| \u5927 JSON \u6d41\u5f0f\u5361\u6b7b<\/td>\n | \u957f\u8f93\u51fa\u4e2d\u9014\u505c\u987f\u8d85\u8fc7 stall \u9608\u503c<\/td>\n | \u5206\u5757\u63d0\u4ea4 + \u9010 chunk \u505c\u987f\u68c0\u6d4b（\u72ec\u7acb\u4e8e HTTP \u8d85\u65f6）<\/td>\n<\/tr>\n | \n| \u6821\u9a8c\u9519\u8bef\u592a\u7b3c\u7edf，LLM \u6539\u4e0d\u5bf9<\/td>\n | \u53ea\u8bf4 \u201cinvalid\u201d \u4e0d\u8bf4\u54ea\u91cc invalid<\/td>\n | jsonsKema \u8f93\u51fa JSONPath \u7ea7\u9519\u8bef（$.score: expected number）<\/td>\n<\/tr>\n | \n| \u91cd\u8bd5\u8ba1\u6570\u5668\u8de8\u4f1a\u8bdd\u4e32\u53f0<\/td>\n | \u5f02\u5e38\u9000\u51fa（abort\/\u53d6\u6d88）\u6b8b\u7559\u72b6\u6001<\/td>\n | \u6bcf\u6b21 Agent \u8fd0\u884c\u5f00\u59cb resetSession() \u6e05\u7406<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n\u603b\u7ed3<\/h3>\n\n\u9636\u6bb5\u624b\u6bb5\u53ef\u9760\u6027\u6210\u672c\u9002\u7528<\/tr>\n \n\n| V1<\/td>\n | Prompt \u63d0\u793a<\/td>\n | 95%<\/td>\n | \u96f6<\/td>\n | \u539f\u578b<\/td>\n<\/tr>\n | \n| V2<\/td>\n | Schema \u6821\u9a8c + \u91cd\u8bd5<\/td>\n | 99%<\/td>\n | \u5931\u8d25\u65f6\u591a\u4e00\u8f6e\u8c03\u7528<\/td>\n | \u6240\u6709\u573a\u666f\u515c\u5e95<\/td>\n<\/tr>\n | \n| V3<\/td>\n | \u539f\u751f\u7ed3\u6784\u5316\u8f93\u51fa<\/td>\n | ~100%<\/td>\n | \u96f6\u989d\u5916\u8c03\u7528<\/td>\n | \u6a21\u578b\u652f\u6301\u65f6\u9996\u9009<\/td>\n<\/tr>\n | \n| V4<\/td>\n | \u5206\u5757\u63d0\u4ea4<\/td>\n | \u89e3\u51b3\u4f53\u79ef\u95ee\u9898<\/td>\n | \u591a\u6b21\u77ed\u8c03\u7528<\/td>\n | \u5927 JSON \u573a\u666f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n \u8ba9 LLM \u7a33\u5b9a\u8f93\u51fa JSON，\u6ca1\u6709\u94f6\u5f39，\u53ea\u6709\u7eb5\u6df1\u9632\u5fa1：\u63d0\u53d6\u8981\u5bbd\u5bb9\u3001\u6821\u9a8c\u8981\u95ed\u73af\u3001\u7ea6\u675f\u4ea4\u7ed9 API\u3001\u4f53\u79ef\u9760\u62c6\u5206\u3002<\/p>\n
\n\u4e0b\u4e00\u7bc7：Token \u8d26\u5355\u51e0\u4e2a\u5c0f\u65f6\u70e7\u5b8c\u4e00\u5468\u7684\u91cf：\u6211\u4eec\u628a\u7f13\u5b58\u547d\u4e2d\u7387\u4ece 20% \u62c9\u5230 92%<\/p>\n \u8d26\u5355\u66f2\u7ebf\u7a81\u7136\u5782\u76f4\u4e0a\u6da8，\u6392\u67e5\u53d1\u73b0 Prompt \u7f13\u5b58\u4f7f\u7528\u7387\u53ea\u6709 20% \u51fa\u5934\u2014\u2014System Prompt \u91cc\u7684\u79d2\u7ea7\u65f6\u95f4\u6233\u548c Memory \u6ce8\u5165，\u8ba9\u524d\u7f00\u7f13\u5b58\u5168\u91cf\u5931\u6548\u3002\u8fd9\u7bc7\u8bb2\u4e24\u4e2a\u4e8b\u524d\u9632\u5fa1：System Prompt \u5b8c\u5168\u9759\u6001\u5316 + \u8d85\u5927\u5de5\u5177\u8f93\u51fa\u843d\u76d8\u6362\u6307\u9488，\u628a\u7f13\u5b58\u547d\u4e2d\u7387\u62c9\u5230 92% \u4ee5\u4e0a\u3002<\/p>\n
\n\u5f00\u6e90\u5730\u5740：https:\/\/github.com\/haibingzhao\/easyai<\/p>\n \u6b22\u8fce Star\u3001Issue \u548c PR\u3002<\/p>\n","protected":false},"excerpt":{"rendered":" TL;DR（30 \u79d2\u901f\u89c8）
\n\u573a\u666f：Agent \u7684\u6700\u7ec8\u8f93\u51fa\u8981\u4ee5 JSON \u4ea4\u7ed9\u4e0b\u6e38\u7cfb\u7edf（\u5de5\u4f5c\u6d41\u7f16\u6392\u3001\u914d\u7f6e\u843d\u5e93\u3001\u7ed3\u6784\u5316\u62a5\u544a），\u683c\u5f0f\u9519\u4e00\u4e2a\u5b57\u7b26\u5168\u94fe\u8def\u5c31\u65ad\u7b2c\u4e00\u574e：\u53ea\u5728 Prompt \u91cc\u5199\\”\u8bf7\u8f93\u51fa JSON\\”\u2014\u2014\u5927\u6982\u7387\u80fd\u7528，\u5c0f\u6982\u7387\u7ffb\u8f66（\u591a Markdown \u56f4\u680f\u3001\u5e26\u89e3\u91ca\u6027\u5e9f\u8bdd\u3001\u6f0f\u5b57\u6bb5）\u7b2c\u4e8c\u574e：\u52a0 JSON Schema \u6821\u9a8c \u5931\u8d25<\/p>\n","protected":false},"author":2,"featured_media":97810,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[10187,93],"topic":[],"class_list":["post-97812","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-codingplan","tag-json"],"yoast_head":"\n \u8ba9 LLM \u7a33\u5b9a\u8f93\u51fa JSON\uff0c\u6211\u4eec\u8e29\u4e86\u56db\u9053\u574e - 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