{"id":47048,"topic":"ai","source":"齐鲁网","title":"AI漫评丨AI识菇，人工智能不该替人“尝毒” - 齐鲁网","url":"https://news.iqilu.com/shandong/yuanchuang/2026/0727/5931815.shtml","url_hash":"e614904d20a70bb4601c40568ac3f66984c4a0a1","author":"","summary":"<a href=\"https://news.google.com/rss/articles/CBMidEFVX3lxTE56TGFuRzF6SXMwOFEzR0RWamZfekkwVGdiZkxJczdtdUpqdDc0NTc5TXk1ZmJhRFBUSkU0X2RvNUM2SUJzNTVYbjUyNEtKYTRscFZSdjVrRTdlVjhXVkpZVjJPeDBsLUxKNlEtbkVxMHd3TnJx?oc=5\" target=\"_blank\">AI漫评丨AI识菇，人工智能不该替人“尝毒”</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">齐鲁网</font>","content":"é½é²ç½Â·éªçµæ°é»7æ27æ¥è®¯ è¿æ¥ï¼æ¦æ±ä¸å®¶ä¸å£ç¨AIè¯å«éèèåæ¾å¿é£ç¨ï¼ç»æéä½ä¸æ¯ï¼4å²å¥³ç«¥å½æ¬ä¸çº¿ãAIè¯å«èèï¼æ¬è´¨æ¯å¾å模å¼å¹é ï¼å®ä¸è®¤è¯âæ¯âï¼åªè®¤è¯âåâã\nAIæ¯å·¥å ·ï¼ä¸æ¯ä¸å¸ï¼æ¯æ¦çï¼ä¸æ¯å®è®ºã æ¶åçå½å®å ¨çäºï¼æ°¸è¿ä¸è¦ææç®æ³æ¿ä½ å åºãæ¯èèä¸ä¼å ä¸ºä½ æäºç §å°±åå¾æ æ¯ï¼è½»ä¿¡ä»£ç èæ¾å¼å¯¹èªç¶çæ¬çï¼ææ¯è¿åºäºæ çæ£çæ¯ç´ ã","image_url":null,"lang":"zh","published_at":"2026-07-27T08:35:07+00:00","fetched_at":"2026-07-27T10:15:07+00:00","status":"read","starred":0,"extract_state":"ok","summary_auto":"é½é²ç½Â·éªçµæ°é»7æ27æ¥è®¯ è¿æ¥ï¼æ¦æ±ä¸å®¶ä¸å£ç¨AIè¯å«éèèåæ¾å¿é£ç¨ï¼ç»æéä½ä¸æ¯ï¼4å²å¥³ç«¥å½æ¬ä¸çº¿ãAIè¯å«èèï¼æ¬è´¨æ¯å¾å模å¼å¹é ï¼å®ä¸è®¤è¯âæ¯âï¼åªè®¤è¯âåâã\nAIæ¯å·¥å ·ï¼ä¸æ¯ä¸å¸ï¼æ¯æ¦çï¼ä¸æ¯å®è®ºã æ¶åçå½å®å ¨çäºï¼æ°¸è¿ä¸è¦ææç®æ³æ¿ä½ å åºãæ¯èèä¸ä¼å ä¸ºä½ æäºç §å°±åå¾æ æ¯ï¼è½»ä¿¡ä»£ç èæ¾å¼å¯¹èªç¶çæ¬çï¼ææ¯è¿åºäºæ çæ£çæ¯ç´ ã","cluster_id":null,"extract_retries":0,"extract_error":null,"contract_version":"news_item.v1","format_contract_version":"news_item_formats.v1","dedup_url":"https://news.iqilu.com/shandong/yuanchuang/2026/0727/5931815.shtml","quality_profile":{"profile_version":"extraction_quality.v2","bucket":"high","confidence":0.9,"failure_kind":"none","retryable":false,"retry_after_attempts":0,"reason":"High confidence: full text extraction produced 321 characters.","operator_guidance":{"severity":"ok","recommended_action":"trust_full_text","next_step":"Use the extracted full text as the primary article source.","operator_label":"Ready","can_retry":false,"can_use_summary":false,"diagnostics_required":false},"content_depth":{"contract_version":"content_depth.v1","category":"full_text","label":"Full text","has_full_text":true,"has_summary":true,"content_length":321,"summary_length":321,"usable_text_length":321,"source_field":"content"},"legacy_collapsed":false,"signals":{"extract_state":"ok","extract_error":null,"extract_retries":0,"content_length":321,"summary_length":321}},"news_item":{"id":47048,"canonical_url":"https://news.iqilu.com/shandong/yuanchuang/2026/0727/5931815.shtml","source_url":"https://news.iqilu.com/shandong/yuanchuang/2026/0727/5931815.shtml","title":"AI漫评丨AI识菇，人工智能不该替人“尝毒” - 齐鲁网","source_name":"齐鲁网","author":null,"published_at":"2026-07-27T08:35:07+00:00","locale":"zh","topic":"ai","tags":[],"rss_summary":"<a href=\"https://news.google.com/rss/articles/CBMidEFVX3lxTE56TGFuRzF6SXMwOFEzR0RWamZfekkwVGdiZkxJczdtdUpqdDc0NTc5TXk1ZmJhRFBUSkU0X2RvNUM2SUJzNTVYbjUyNEtKYTRscFZSdjVrRTdlVjhXVkpZVjJPeDBsLUxKNlEtbkVxMHd3TnJx?oc=5\" target=\"_blank\">AI漫评丨AI识菇，人工智能不该替人“尝毒”</a>&nbsp;&nbsp;<font color=\"#6f6f6f\">齐鲁网</font>","full_text":"é½é²ç½Â·éªçµæ°é»7æ27æ¥è®¯ è¿æ¥ï¼æ¦æ±ä¸å®¶ä¸å£ç¨AIè¯å«éèèåæ¾å¿é£ç¨ï¼ç»æéä½ä¸æ¯ï¼4å²å¥³ç«¥å½æ¬ä¸çº¿ãAIè¯å«èèï¼æ¬è´¨æ¯å¾å模å¼å¹é ï¼å®ä¸è®¤è¯âæ¯âï¼åªè®¤è¯âåâã\nAIæ¯å·¥å ·ï¼ä¸æ¯ä¸å¸ï¼æ¯æ¦çï¼ä¸æ¯å®è®ºã æ¶åçå½å®å ¨çäºï¼æ°¸è¿ä¸è¦ææç®æ³æ¿ä½ å åºãæ¯èèä¸ä¼å ä¸ºä½ æäºç §å°±åå¾æ æ¯ï¼è½»ä¿¡ä»£ç èæ¾å¼å¯¹èªç¶çæ¬çï¼ææ¯è¿åºäºæ çæ£çæ¯ç´ ã","excerpt":"é½é²ç½Â·éªçµæ°é»7æ27æ¥è®¯ è¿æ¥ï¼æ¦æ±ä¸å®¶ä¸å£ç¨AIè¯å«éèèåæ¾å¿é£ç¨ï¼ç»æéä½ä¸æ¯ï¼4å²å¥³ç«¥å½æ¬ä¸çº¿ãAIè¯å«èèï¼æ¬è´¨æ¯å¾å模å¼å¹é ï¼å®ä¸è®¤è¯âæ¯âï¼åªè®¤è¯âåâã\nAIæ¯å·¥å ·ï¼ä¸æ¯ä¸å¸ï¼æ¯æ¦çï¼ä¸æ¯å®è®ºã æ¶åçå½å®å ¨çäºï¼æ°¸è¿ä¸è¦ææç®æ³æ¿ä½ å åºãæ¯èèä¸ä¼å ä¸ºä½ æäºç §å°±åå¾æ æ¯ï¼è½»ä¿¡ä»£ç èæ¾å¼å¯¹èªç¶çæ¬çï¼ææ¯è¿åºäºæ çæ£çæ¯ç´ ã","extraction":{"state":"ok","confidence":0.9,"error":null,"explanation":"High confidence: full text extraction produced 321 characters.","diagnostics_url":"/api/diagnose?url=https%3A//news.iqilu.com/shandong/yuanchuang/2026/0727/5931815.shtml","quality_profile":{"profile_version":"extraction_quality.v2","bucket":"high","confidence":0.9,"failure_kind":"none","retryable":false,"retry_after_attempts":0,"reason":"High confidence: full text extraction produced 321 characters.","operator_guidance":{"severity":"ok","recommended_action":"trust_full_text","next_step":"Use the extracted full text as the primary article source.","operator_label":"Ready","can_retry":false,"can_use_summary":false,"diagnostics_required":false},"content_depth":{"contract_version":"content_depth.v1","category":"full_text","label":"Full text","has_full_text":true,"has_summary":true,"content_length":321,"summary_length":321,"usable_text_length":321,"source_field":"content"},"legacy_collapsed":false,"signals":{"extract_state":"ok","extract_error":null,"extract_retries":0,"content_length":321,"summary_length":321}}},"display_formats":["compact","card","full","digest_section","json"]},"daily_stack_record":{"title":"AI漫评丨AI识菇，人工智能不该替人“尝毒” - 齐鲁网","url":"https://news.iqilu.com/shandong/yuanchuang/2026/0727/5931815.shtml","summary":"é½é²ç½Â·éªçµæ°é»7æ27æ¥è®¯ è¿æ¥ï¼æ¦æ±ä¸å®¶ä¸å£ç¨AIè¯å«éèèåæ¾å¿é£ç¨ï¼ç»æéä½ä¸æ¯ï¼4å²å¥³ç«¥å½æ¬ä¸çº¿ãAIè¯å«èèï¼æ¬è´¨æ¯å¾å模å¼å¹é ï¼å®ä¸è®¤è¯âæ¯âï¼åªè®¤è¯âåâã\nAIæ¯å·¥å ·ï¼ä¸æ¯ä¸å¸ï¼æ¯æ¦çï¼ä¸æ¯å®è®ºã æ¶åçå½å®å ¨çäºï¼æ°¸è¿ä¸è¦ææç®æ³æ¿ä½ å åºãæ¯èèä¸ä¼å ä¸ºä½ æäºç §å°±åå¾æ æ¯ï¼è½»ä¿¡ä»£ç èæ¾å¼å¯¹èªç¶çæ¬çï¼ææ¯è¿åºäºæ çæ£çæ¯ç´ ã","source":"齐鲁网","date":"2026-07-27T08:35:07+00:00","content":"é½é²ç½Â·éªçµæ°é»7æ27æ¥è®¯ è¿æ¥ï¼æ¦æ±ä¸å®¶ä¸å£ç¨AIè¯å«éèèåæ¾å¿é£ç¨ï¼ç»æéä½ä¸æ¯ï¼4å²å¥³ç«¥å½æ¬ä¸çº¿ãAIè¯å«èèï¼æ¬è´¨æ¯å¾å模å¼å¹é ï¼å®ä¸è®¤è¯âæ¯âï¼åªè®¤è¯âåâã\nAIæ¯å·¥å ·ï¼ä¸æ¯ä¸å¸ï¼æ¯æ¦çï¼ä¸æ¯å®è®ºã æ¶åçå½å®å ¨çäºï¼æ°¸è¿ä¸è¦ææç®æ³æ¿ä½ å åºãæ¯èèä¸ä¼å ä¸ºä½ æäºç §å°±åå¾æ æ¯ï¼è½»ä¿¡ä»£ç èæ¾å¼å¯¹èªç¶çæ¬çï¼ææ¯è¿åºäºæ çæ£çæ¯ç´ ã","confidence":0.9,"diagnostics_url":"/api/diagnose?url=https%3A//news.iqilu.com/shandong/yuanchuang/2026/0727/5931815.shtml","quality_bucket":"high","failure_kind":"none","retryable":false,"quality_reason":"High confidence: full text extraction produced 321 characters.","quality_profile":{"profile_version":"extraction_quality.v2","bucket":"high","confidence":0.9,"failure_kind":"none","retryable":false,"retry_after_attempts":0,"reason":"High confidence: full text extraction produced 321 characters.","operator_guidance":{"severity":"ok","recommended_action":"trust_full_text","next_step":"Use the extracted full text as the primary article source.","operator_label":"Ready","can_retry":false,"can_use_summary":false,"diagnostics_required":false},"content_depth":{"contract_version":"content_depth.v1","category":"full_text","label":"Full text","has_full_text":true,"has_summary":true,"content_length":321,"summary_length":321,"usable_text_length":321,"source_field":"content"},"legacy_collapsed":false,"signals":{"extract_state":"ok","extract_error":null,"extract_retries":0,"content_length":321,"summary_length":321}},"tags":[]},"fallback_formats":["markdown","json","html"],"actions":{"read":"/item/47048","export_markdown":"/api/items/47048/export?format=markdown","export_json":"/api/items/47048/export?format=json","diagnose":"/api/diagnose?url=https%3A//news.iqilu.com/shandong/yuanchuang/2026/0727/5931815.shtml"},"formats":{"full":{"id":47048,"title":"AI漫评丨AI识菇，人工智能不该替人“尝毒” - 齐鲁网","url":"https://news.iqilu.com/shandong/yuanchuang/2026/0727/5931815.shtml","source":"齐鲁网","author":null,"published_at":"2026-07-27T08:35:07+00:00","locale":"zh","topic":"ai","tags":[],"excerpt":"é½é²ç½Â·éªçµæ°é»7æ27æ¥è®¯ è¿æ¥ï¼æ¦æ±ä¸å®¶ä¸å£ç¨AIè¯å«éèèåæ¾å¿é£ç¨ï¼ç»æéä½ä¸æ¯ï¼4å²å¥³ç«¥å½æ¬ä¸çº¿ãAIè¯å«èèï¼æ¬è´¨æ¯å¾å模å¼å¹é ï¼å®ä¸è®¤è¯âæ¯âï¼åªè®¤è¯âåâã\nAIæ¯å·¥å ·ï¼ä¸æ¯ä¸å¸ï¼æ¯æ¦çï¼ä¸æ¯å®è®ºã æ¶åçå½å®å ¨çäºï¼æ°¸è¿ä¸è¦ææç®æ³æ¿ä½ å åºãæ¯èèä¸ä¼å ä¸ºä½ æäºç §å°±åå¾æ æ¯ï¼è½»ä¿¡ä»£ç èæ¾å¼å¯¹èªç¶çæ¬çï¼ææ¯è¿åºäºæ çæ£çæ¯ç´ ã","full_text":"é½é²ç½Â·éªçµæ°é»7æ27æ¥è®¯ è¿æ¥ï¼æ¦æ±ä¸å®¶ä¸å£ç¨AIè¯å«éèèåæ¾å¿é£ç¨ï¼ç»æéä½ä¸æ¯ï¼4å²å¥³ç«¥å½æ¬ä¸çº¿ãAIè¯å«èèï¼æ¬è´¨æ¯å¾å模å¼å¹é ï¼å®ä¸è®¤è¯âæ¯âï¼åªè®¤è¯âåâã\nAIæ¯å·¥å ·ï¼ä¸æ¯ä¸å¸ï¼æ¯æ¦çï¼ä¸æ¯å®è®ºã æ¶åçå½å®å ¨çäºï¼æ°¸è¿ä¸è¦ææç®æ³æ¿ä½ å åºãæ¯èèä¸ä¼å ä¸ºä½ æäºç §å°±åå¾æ æ¯ï¼è½»ä¿¡ä»£ç èæ¾å¼å¯¹èªç¶çæ¬çï¼ææ¯è¿åºäºæ çæ£çæ¯ç´ ã","reading_time_min":1,"extraction":{"state":"ok","confidence":0.9,"error":null,"explanation":"High confidence: full text extraction produced 321 characters.","diagnostics_url":"/api/diagnose?url=https%3A//news.iqilu.com/shandong/yuanchuang/2026/0727/5931815.shtml","quality_profile":{"profile_version":"extraction_quality.v2","bucket":"high","confidence":0.9,"failure_kind":"none","retryable":false,"retry_after_attempts":0,"reason":"High confidence: full text extraction produced 321 characters.","operator_guidance":{"severity":"ok","recommended_action":"trust_full_text","next_step":"Use the extracted full text as the primary article source.","operator_label":"Ready","can_retry":false,"can_use_summary":false,"diagnostics_required":false},"content_depth":{"contract_version":"content_depth.v1","category":"full_text","label":"Full text","has_full_text":true,"has_summary":true,"content_length":321,"summary_length":321,"usable_text_length":321,"source_field":"content"},"legacy_collapsed":false,"signals":{"extract_state":"ok","extract_error":null,"extract_retries":0,"content_length":321,"summary_length":321}}},"quality_profile":{"profile_version":"extraction_quality.v2","bucket":"high","confidence":0.9,"failure_kind":"none","retryable":false,"retry_after_attempts":0,"reason":"High confidence: full text extraction produced 321 characters.","operator_guidance":{"severity":"ok","recommended_action":"trust_full_text","next_step":"Use the extracted full text as the primary article source.","operator_label":"Ready","can_retry":false,"can_use_summary":false,"diagnostics_required":false},"content_depth":{"contract_version":"content_depth.v1","category":"full_text","label":"Full text","has_full_text":true,"has_summary":true,"content_length":321,"summary_length":321,"usable_text_length":321,"source_field":"content"},"legacy_collapsed":false,"signals":{"extract_state":"ok","extract_error":null,"extract_retries":0,"content_length":321,"summary_length":321}},"actions":{"read":"/item/47048","export_markdown":"/api/items/47048/export?format=markdown","export_json":"/api/items/47048/export?format=json","diagnose":"/api/diagnose?url=https%3A//news.iqilu.com/shandong/yuanchuang/2026/0727/5931815.shtml"}},"digest":{"id":47048,"title":"AI漫评丨AI识菇，人工智能不该替人“尝毒” - 齐鲁网","url":"https://news.iqilu.com/shandong/yuanchuang/2026/0727/5931815.shtml","source":"齐鲁网","topic":"ai","published_at":"2026-07-27T08:35:07+00:00","excerpt":"é½é²ç½Â·éªçµæ°é»7æ27æ¥è®¯ è¿æ¥ï¼æ¦æ±ä¸å®¶ä¸å£ç¨AIè¯å«éèèåæ¾å¿é£ç¨ï¼ç»æéä½ä¸æ¯ï¼4å²å¥³ç«¥å½æ¬ä¸çº¿ãAIè¯å«èèï¼æ¬è´¨æ¯å¾å模å¼å¹é ï¼å®ä¸è®¤è¯âæ¯âï¼åªè®¤è¯âåâã AIæ¯å·¥å ·ï¼ä¸æ¯ä¸å¸ï¼æ¯æ¦çï¼ä¸æ¯å®è®ºã æ¶åçå½å®å ¨çäºï¼æ°¸è¿ä¸è¦ææç®æ³æ¿ä½ å åºãæ¯èèä¸ä¼å ä¸ºä½ æäºç §å°±åå¾æ…","quality_bucket":"high","quality_reason":"High confidence: full text extraction produced 321 characters.","reading_time_min":1,"cluster_id":null},"card":{"display_title":"AI漫评丨AI识菇，人工智能不该替人“尝毒” - 齐鲁网","subtitle":"齐鲁网 · 2026-07-27","summary":"é½é²ç½Â·éªçµæ°é»7æ27æ¥è®¯ è¿æ¥ï¼æ¦æ±ä¸å®¶ä¸å£ç¨AIè¯å«éèèåæ¾å¿é£ç¨ï¼ç»æéä½ä¸æ¯ï¼4å²å¥³ç«¥å½æ¬ä¸çº¿ãAIè¯å«èèï¼æ¬è´¨æ¯å¾å模å¼å¹é ï¼å®ä¸è®¤è¯âæ¯âï¼åªè®¤è¯âåâã AIæ¯å·¥å ·ï¼ä¸æ¯ä¸å¸ï¼æ¯æ¦çï¼ä¸æ¯å®è®ºã æ¶åçå½å®å…","badges":["quality:high"],"links":{"read":"/item/47048","original":"https://news.iqilu.com/shandong/yuanchuang/2026/0727/5931815.shtml","diagnose":"/api/diagnose?url=https%3A//news.iqilu.com/shandong/yuanchuang/2026/0727/5931815.shtml"},"quality_warning":null},"export":{"title":"AI漫评丨AI识菇，人工智能不该替人“尝毒” - 齐鲁网","url":"https://news.iqilu.com/shandong/yuanchuang/2026/0727/5931815.shtml","summary":"é½é²ç½Â·éªçµæ°é»7æ27æ¥è®¯ è¿æ¥ï¼æ¦æ±ä¸å®¶ä¸å£ç¨AIè¯å«éèèåæ¾å¿é£ç¨ï¼ç»æéä½ä¸æ¯ï¼4å²å¥³ç«¥å½æ¬ä¸çº¿ãAIè¯å«èèï¼æ¬è´¨æ¯å¾å模å¼å¹é ï¼å®ä¸è®¤è¯âæ¯âï¼åªè®¤è¯âåâã\nAIæ¯å·¥å ·ï¼ä¸æ¯ä¸å¸ï¼æ¯æ¦çï¼ä¸æ¯å®è®ºã æ¶åçå½å®å ¨çäºï¼æ°¸è¿ä¸è¦ææç®æ³æ¿ä½ å åºãæ¯èèä¸ä¼å ä¸ºä½ æäºç §å°±åå¾æ æ¯ï¼è½»ä¿¡ä»£ç èæ¾å¼å¯¹èªç¶çæ¬çï¼ææ¯è¿åºäºæ çæ£çæ¯ç´ ã","source":"齐鲁网","date":"2026-07-27T08:35:07+00:00","content":"é½é²ç½Â·éªçµæ°é»7æ27æ¥è®¯ è¿æ¥ï¼æ¦æ±ä¸å®¶ä¸å£ç¨AIè¯å«éèèåæ¾å¿é£ç¨ï¼ç»æéä½ä¸æ¯ï¼4å²å¥³ç«¥å½æ¬ä¸çº¿ãAIè¯å«èèï¼æ¬è´¨æ¯å¾å模å¼å¹é ï¼å®ä¸è®¤è¯âæ¯âï¼åªè®¤è¯âåâã\nAIæ¯å·¥å ·ï¼ä¸æ¯ä¸å¸ï¼æ¯æ¦çï¼ä¸æ¯å®è®ºã æ¶åçå½å®å ¨çäºï¼æ°¸è¿ä¸è¦ææç®æ³æ¿ä½ å åºãæ¯èèä¸ä¼å ä¸ºä½ æäºç §å°±åå¾æ æ¯ï¼è½»ä¿¡ä»£ç èæ¾å¼å¯¹èªç¶çæ¬çï¼ææ¯è¿åºäºæ çæ£çæ¯ç´ ã","confidence":0.9,"diagnostics_url":"/api/diagnose?url=https%3A//news.iqilu.com/shandong/yuanchuang/2026/0727/5931815.shtml","quality_bucket":"high","failure_kind":"none","retryable":false,"quality_reason":"High confidence: full text extraction produced 321 characters.","quality_profile":{"profile_version":"extraction_quality.v2","bucket":"high","confidence":0.9,"failure_kind":"none","retryable":false,"retry_after_attempts":0,"reason":"High confidence: full text extraction produced 321 characters.","operator_guidance":{"severity":"ok","recommended_action":"trust_full_text","next_step":"Use the extracted full text as the primary article source.","operator_label":"Ready","can_retry":false,"can_use_summary":false,"diagnostics_required":false},"content_depth":{"contract_version":"content_depth.v1","category":"full_text","label":"Full text","has_full_text":true,"has_summary":true,"content_length":321,"summary_length":321,"usable_text_length":321,"source_field":"content"},"legacy_collapsed":false,"signals":{"extract_state":"ok","extract_error":null,"extract_retries":0,"content_length":321,"summary_length":321}},"tags":[],"format_contract_version":"news_item_formats.v1"}}}