Admin Costs Margins Marketing Spend Effectivity ROIC Revenues Sales Productivity Customer Service Production / Output Revenue-Focused Cost-Focused ‘Traditional’ Enterprise AI Adoption = Rising Evolution = Chat Responses → Doing Work A new class of AI is now emerging – less assistant, more service provider. What began as basic conversational interfaces may now be evolving into something far to revisit an idea from the early days of PC software. ‘Software is a gas…it expands to fill its container,’ said Nathan Myhrvold, then CTO of Microsoft in 1997. AI is proving no different. As models get

compared with dense DeepSeek 67B. Inference Efficiency. In order to efficiently deploy DeepSeek-V2 for service, we first convert its parameters into the precision of FP8. In addition, we also perform KV cache DeepSeek-V2 based on the prompt and generation length distribution from the actually deployed DeepSeek 67B service. On a single node with 8 H800 GPUs, DeepSeek-V2 achieves a generation throughput exceeding 50K tokens based on the overall score. Models marked with * represent that we evaluate them through their API service or open-weighted model, instead of referring to the results reported in their original papers. Suffixes

3. 可移植性：容器可以在任何支持 Docker 的系统上运行，实现跨平台的可 移植性。 4. 易于扩展：Docker 可以方便地扩展并支持微服务架构的部署。 基本概念： 1. 容器（Container）：轻量级、独立的可执行软件包，包含了运行所需的代 码、运行时、系统工具、系统库和设置。 2. 镜像（Image）：用于创建容器的只读模板。一个镜像可以包含完整的操作 系统环境。 3. D 常用命令： 1. 列出正在运行的容器：docker ps 2. 列出所有容器：docker ps -a 3. 停止一个容器：docker stop <container_id> 4. 删除一个容器：docker rm <container_id> 20 4.2.2 下载 docker docker 下载地址: https://www.docker.com/products/docker-desktop/ 住这个文件夹路径，因为我们还要返回到刚才的上面的界面，找到 Volumes 输 入框，下图 35中 4 处，填入刚才的知识库路径，我的路径如下：/Users/zhen- guo/Documents/words 随后在 Container path 输入框中填入/var/lib/postgresql/data，下图 35中 5 处，这是固定不变的，直接复制过去！ 31 Figure 35: 配置 MaxKB 续 最后点击

sequence of steps that must be executed to meet the user’s goal, whether that's resolving a customer service issue, booking a restaurant reservation, committing a code change, 
 or generating a report. Applications judgment, exceptions, or 
 context-sensitive decisions, for example refund approval 
 in customer service workflows. 02 Difficult-to-maintain rules: Systems that have become unwieldy due to extensive and records, or sending messages. Send emails and texts, update a CRM record, hand-off a customer service ticket to a human. Orchestration Agents themselves can serve as tools for other agents—see the

platform, introduced a new AI assistant to streamline customer service. Within a few months, the assistant was handling two-thirds of all service chats—doing the work of hundreds of agents and cutting average invested heavily in our API to make it easier to customize and fine-tune models—whether as a self-service approach or using our tools and support. We worked closely with Lowe’s, the Fortune 50 home improvement team Uses it to answer 40,000 questions a year on policies, compliance, and more. The Customer Service team Automates the sentiment analysis of NPS surveys. 16 AI in the EnterpriseAnd the wins continue

2 _ _ 10 9.86 。， Online Service 8 8 6.952 。 C++

这些先进的 AI 模型， 快速完成从模型到应用的跨越，如 、 等。 ： 大模型聚合平台主要用于整合和管理多个大型机器学习模型，在聚合平台之上，衍生出 MaaS（Model-as-a- Service，大模型即服务）的服务模式——通过提供统一的接口和框架，以更高效地部署、运行和优化这些模型， 。 ：其它开发相关的 LLM 工具，如云原生构建多模态AI应用的工具 Jina，嵌入式数据库 txtai