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夜雨聆风 > > 办公文件 > 从Transformer到OpenClaw:8年,AI如何从从＂会说话＂进化到＂会干活＂

从Transformer到OpenClaw:8年,AI如何从从＂会说话＂进化到＂会干活＂

当前时间： 1970-01-01 08:00:00 分类：办公文件 评论(0)
从Transformer到OpenClaw:8年,AI如何从从＂会说话＂进化到＂会干活＂
2017 Transformer：注意力机制横空出世，Software 2.0成为现实
2018 GPT/BERT：预训练时代开启，NLP被彻底改写
2019 GPT-2：开启了AGI时代
2020 GPT-3：Few-shot涌现能力，Software 2.0成为现实
2021 GitHub Copilot上线，AI开始写代码
2022 ChatGPT：对话式AI破圈，全民见证大模型
2023 GPT-4 / Claude：AI工程师概念兴起——2013年需要5年和一个团队的AI任务，2023年只要API文档和一个下午（Software 3.0）
2024 Agent元年：MCP协议发布，Windsurf成为首款智能体IDE
2025 DeepSeek R1发布，基于GRPO提升模型推理能力的范式备受瞩目 ； Claude Code发布，Vibe Coding诞生，Claude Opus 4成为最强编程模型；Claude Agent Skills上线
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  3. 缓存信息 : 0 reads,0 writes
  4. 会话信息 : SESSION_ID=75c9e6cf39a04203ff1de0e8dba6fd8a
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  144. /yingpanguazai/ssd/ssd1/www/wwww.yeyulingfeng.com/runtime/temp/c935550e3e8a3a4c27dd94e439343fdf.php ( 31.80 KB )
  145. /yingpanguazai/ssd/ssd1/www/wwww.yeyulingfeng.com/vendor/topthink/think-trace/src/Html.php ( 4.42 KB )
  1. CONNECT:[ UseTime:0.000905s ] mysql:host=127.0.0.1;port=3306;dbname=wenku;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.000909s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.000356s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000284s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.000496s ]
  6. SELECT * FROM `set` [ RunTime:0.000203s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.001084s ]
  8. SELECT * FROM `article` WHERE `id` = 549610 LIMIT 1 [ RunTime:0.003516s ]
  9. UPDATE `article` SET `lasttime` = 1776624952 WHERE `id` = 549610 [ RunTime:0.006843s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 64 LIMIT 1 [ RunTime:0.000676s ]
  11. SELECT * FROM `article` WHERE `id` < 549610 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.001162s ]
  12. SELECT * FROM `article` WHERE `id` > 549610 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.001063s ]
  13. SELECT * FROM `article` WHERE `id` < 549610 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.001607s ]
  14. SELECT * FROM `article` WHERE `id` < 549610 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.002881s ]
  15. SELECT * FROM `article` WHERE `id` < 549610 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.009072s ]
0.204346s