Model Compute Costs High / Rising + Inference Costs Per Token Falling = Performance Converging + Developer Usage Rising • AI Usage + Cost + Loss Growth = Unprecedented • AI Monetization Threats = Rising Model Compute Costs High / Rising + Inference Costs Per Token Falling = Performance Converging + Developer Usage Rising 3 Cost of Key Technologies Relative to Launch Year % of Original Price By Year Model Compute Costs High / Rising + Inference Costs Per Token Falling = Performance Converging + Developer Usage Rising • AI Usage + Cost + Loss Growth = Unprecedented • AI Monetization Threats = Rising

for enabling LLMs to solve complex tasks using natural language reasoning combined with external tools (search, code interpreter etc.) allowing the LLM to perform certain actions, such as interacting have a famous dad that performs in the band Metallica. Python from langchain.agents import load_tools from langchain.agents import initialize_agent from langchain.agents import AgentType from langchain band members of Metallica have?" llm = VertexAI(temperature=0.1) tools = load_tools(["serpapi"], llm=llm) agent = initialize_agent(tools, llm, agent=AgentType.ZERO_SHOT_REACT_DESCRIPTION, verbose=True)

the user. 02 It has access to various tools to interact with external systems—both to gather context and to take actions—and dynamically selects the appropriate tools depending on the workflow’s current of three core components: 01 Model The LLM powering the agent’s reasoning and decision-making 02 Tools External functions or APIs the agent can use to take action 03 Instructions Explicit guidelines and directly from scratch. Python 1 2 3 4 5 6 weather_agent = Agent( name= instructions= tools=[get_weather], ) , "Weather agent" "You are a helpful agent who can talk to users about the

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 company, to improve EnterpriseLesson 6 Unblock your developers Mercado Libre builds AI programs faster and more consistently Developer resources are the main bottleneck and growth inhibitor in many organizations. 
 When engineering companies integrating AI workflows to automate increasingly sophisticated processes—often using tools, resources, and other agents to get things done. We’ll continue to report back from the front lines

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一个集成了 ChatGPT、MJ、SD 等多个 AI 模型提示词的平台，提供可视化 AI 提示语的工具。 2.5.5 可视化 AI 提示语 Figure 9: 可视化提示词 网址：https://tools.saxifrage.xyz/prompt，一个可视化工具，帮助用户为多 种 AI 模型生成和优化提示语。 2.5.6 Snack Prompt 提供最新 AI 模型提示词的工具，旨在快速获取和使用最新的