. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 326 15.3. 使用 Drop Trait 运行清理代码 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 354 16.1. 使用线程同时地运行代码 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 552 22.4. D - 实用开发工具 . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .

（c）鲁棒性弱风险。由于深度神经网络存在非线性、大规模等特点，人 工智能易受复杂多变运行环境或恶意干扰、诱导的影响，可能带来性能下降、 决策错误等诸多问题。- 4 - 人工智能安全治理框架 （d）被窃取、篡改的风险。参数、结构、功能等算法核心信息，面临被 逆向攻击窃取、修改，甚至嵌入后门的风险，可导致知识产权被侵犯、商业机 密泄露，推理过程不可信、决策输出错误，甚至运行故障。 （e）输出不可靠风险。生成式人工智能可能产生 （c）训练数据标注不规范风险。训练数据标注过程中，存在因标注规则 不完备、标注人员能力不够、标注错误等问题，不仅会影响模型算法准确度、 可靠性、有效性，还可能导致训练偏差、偏见歧视放大、泛化能力不足或输出 错误。 （d）数据泄露风险。人工智能研发应用过程中，因数据处理不当、非授 权访问、恶意攻击、诱导交互等问题，可能导致数据和个人信息泄露。 3.1.3 系统安全风险 （a）缺陷、后门被攻击利用风险。人工智能算法模型设计、训练和验证 作中不规范、不当使用人工智能服务，向大模型输入内部业务数据、工业信息， 导致工作秘密、商业秘密、敏感业务数据泄露。 （d）滥用于网络攻击的风险。人工智能可被用于实施自动化网络攻击或- 6 - 人工智能安全治理框架 提高攻击效率，包括挖掘利用漏洞、破解密码、生成恶意代码、发送钓鱼邮件、 网络扫描、社会工程学攻击等，降低网络攻击门槛，增大安全防护难度。 （e）模型复用的缺陷传导风险。依托基础模型进行二次开发或微调，是

价格下降240倍  国内：大模型「亏本」卖，可以「白嫖」大模型API能力 19政企、创业者必读 DeepSeek出现之前的十大预判 之七 多模态越来越重要  由文本生成迈向图像、视频、3D内容与世界模拟  多模态模态在能力变强的同时，规模正在变小 20政企、创业者必读 21 DeepSeek出现之前的十大预判 之八 智能体推动大模型快速落地  能够调用各种工具，具有行动能力 过去如何做蛋白质研究 AlphaFold 1. X射线晶体衍射 2. 核磁共振 3. 冷冻电子显微镜 1. 利用Transformer的预测能力， 2. 直接从蛋白质的氨基酸序列 3. 中预测蛋白质的3D结构 靠肉眼观察，几年才能发现一个复杂蛋 白质结构，半个世纪预测了20多万种 从数年缩短到几分钟，解开了生物学密码 成功预测了地球存在的2亿种蛋白质结构 45政企、创业者必读  DeepSe 能力 创新 能力 赋能 未来产业 创意 能力 赋能企业 数转智改 数学计算 语义理解 逻辑推理 语言翻译 文本创作 自动驾驶 具身智能 1 2 4 5 知识问答 代码编程 文本生成 多轮对话 图像生成 视频生成 音频生成 A I 数字人 生物制药 新材料研究 脑机接口 基础科学 能源自由 宇宙探索 生命科学 科学 能力 6 AI Fo r Science

| julia> 1 + 2 3 julia> ans 3 To exit the interactive session, type CTRL-D (press the Control/^ key together with the d key), or type exit(). When run in interactive mode, julia displays a banner operator ⋅ (U+22C5). The minus sign − (U+2212) is treated as equivalent to the hyphen-minus sign - (U+002D). 4.2 Assignment expressions and assignment versus mutation An assignment variable = value "binds" online. • For a brief but lucid presentation of how floating-point numbers are represented, see John D. Cook's article on the subject as well as his introduction to some of the issues arising from how this

| julia> 1 + 2 3 julia> ans 3 To exit the interactive session, type CTRL-D (press the Control/^ key together with the d key), or type exit(). When run in interactive mode, julia displays a banner operator ⋅ (U+22C5). The minus sign − (U+2212) is treated as equivalent to the hyphen-minus sign - (U+002D). 4.2 Assignment expressions and assignment versus mutation An assignment variable = value "binds" online. • For a brief but lucid presentation of how floating-point numbers are represented, see John D. Cook's article on the subject as well as his introduction to some of the issues arising from how this

| julia> 1 + 2 3 julia> ans 3 To exit the interactive session, type CTRL-D (press the Control/^ key together with the d key), or type exit(). When run in interactive mode, julia displays a banner operator ⋅ (U+22C5). The minus sign − (U+2212) is treated as equivalent to the hyphen-minus sign - (U+002D). 4.2 Assignment expressions and assignment versus mutation An assignment variable = value "binds" online. • For a brief but lucid presentation of how floating-point numbers are represented, see John D. Cook's article on the subject as well as his introduction to some of the issues arising from how this

| julia> 1 + 2 3 julia> ans 3 To exit the interactive session, type CTRL-D (press the Control/^ key together with the d key), or type exit(). When run in interactive mode, julia displays a banner operator ⋅ (U+22C5). The minus sign − (U+2212) is treated as equivalent to the hyphen-minus sign - (U+002D). 3.2 Assignment expressions and assignment versus mutation An assignment variable = value "binds" online. • For a brief but lucid presentation of how floating-point numbers are represented, see John D. Cook's article on the subject as well as his introduction to some of the issues arising from how this

| julia> 1 + 2 3 julia> ans 3 To exit the interactive session, type CTRL-D (press the Control/^ key together with the d key), or type exit(). When run in interactive mode, julia displays a banner operator ⋅ (U+22C5). The minus sign − (U+2212) is treated as equivalent to the hyphen-minus sign - (U+002D). 3.2 Assignment expressions and assignment versus mutation An assignment variable = value "binds" online. • For a brief but lucid presentation of how floating-point numbers are represented, see John D. Cook's article on the subject as well as his introduction to some of the issues arising from how this

| julia> 1 + 2 3 julia> ans 3 To exit the interactive session, type CTRL-D (press the Control/^ key together with the d key), or type exit(). When run in interactive mode, julia displays a banner operator ⋅ (U+22C5). The minus sign − (U+2212) is treated as equivalent to the hyphen-minus sign - (U+002D). 4.2 Assignment expressions and assignment versus mutation An assignment variable = value "binds" online. • For a brief but lucid presentation of how floating-point numbers are represented, see John D. Cook's article on the subject as well as his introduction to some of the issues arising from how this

|\__'_|_|_|\__'_| | Commit 925d504ade4 (1 day old master) |__/ | julia> 1 + 2 3 julia> ans 3 To exit the interactive session, type CTRL-D (press the Control/^ key together with the d key), or type exit() operator ⋅ (U+22C5). The minus sign − (U+2212) is treated as equivalent to the hyphen-minus sign - (U+002D). 4.2 Assignment expressions and assignment versus mutation An assignment variable = value "binds" online. • For a brief but lucid presentation of how floating-point numbers are represented, see John D. Cook's article on the subject as well as his introduction to some of the issues arising from how this