It includes frameworks for identifying promising use cases, clear patterns for designing agent logic and orchestration, and best practices to ensure your agents run safely, predictably, 
 and effectively recommendation is to maximize a single agent’s capabilities first. More agents can provide intuitive separation of concepts, but can introduce additional complexity and overhead, 
 so often a single agent with and introduce more distinct agents. Practical guidelines for splitting agents include: Complex logic When prompts contain many conditional statements 
 (multiple if-then-else branches), and prompt templates

expansion/shrinkage during the lithiation/delithiation process, leading to the formation of cracks, separation of active material from the current collector, and disruption of the electronic conduction network

binary/library/engine for the subgraph ● Implement an IR visitor for codegen ● Implement the build logic© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Implement the Codegen ● binary/library/engine for the subgraph ● Implement an IR visitor for codegen ● Implement the build logic Dispatch generated binary/library/engine in runtime ● Implement a runtime packed function© 2019

OpStrategy ● Each implementation defined will be compiled into a kernel in the module ● Dispatch logic will be compiled into another kernel as well # pseudocode for dispatch kernel def dispatch_kernel(*args):

high-quality apps, faster, without having to get into the source code. Security, guardrails, and routing logic are all built in. 18 AI in the EnterpriseAs a result, AI app development has accelerated dramatically

使用“随机输入”提示引入跨领域元素 2. 应用“类比映射”提示建立领域间的联系 3. 设计“抽象化”提示提取核心原理 4. 使用“跨域应用”提示探索新的应用场景 深度融合：整合知识与创意的提示语链优化策略 • 逻辑链（Logic Chain）：确保推理的严密性和论证的连贯性 • 知识链（Knowledge Chain）：激活和应用相关领域知识 • 创意链（Creativity Chain）：促进创新思维和独特见解 三链融合模型

使用“随机输入”提示引入跨领域元素 2. 应用“类比映射”提示建立领域间的联系 3. 设计“抽象化”提示提取核心原理 4. 使用“跨域应用”提示探索新的应用场景 深度融合：整合知识与创意的提示语链优化策略 • 逻辑链（Logic Chain）：确保推理的严密性和论证的连贯性 • 知识链（Knowledge Chain）：激活和应用相关领域知识 • 创意链（Creativity Chain）：促进创新思维和独特见解 三链融合模型

platforms or specialists win – it’s who can abstract the right layer, own the interface, and capture the logic of work itself. In the AI era, monetization won’t just follow usage – it will follow attention, context