本文盘点了2025年迄今为止最受关注的20款智能AI工具与代理，涵盖了从研究前沿的AI代理到企业级AI平台等多个维度。这些工具和代理，如AlphaEvolve、Asimov、AutoGPT等，在算法优化、软件工程、自动化任务处理等方面展现出强大的能力。此外，Microsoft AutoGen、LangGraph、Semantic Kernel等框架和SDK，以及IBM WatsonX.ai、Zapier等低代码平台，为开发者构建和部署AI代理提供了丰富的支持。文章还介绍了Amazon Bedrock、Google Project Mariner、Microsoft Copilot Studio等企业级和云规模平台，展示了AI代理在各行各业的应用潜力，为AI开发者提供了重要的参考信息。

🚀 AlphaEvolve (Google DeepMind)是一个由Gemini驱动的进化编码代理，能够自主发明和优化跨数学、数据中心调度、芯片设计和语言模型训练等领域的算法，是通用系统，可改进和发现广泛算法问题的最先进解决方案。

🤝 Asimov (Reflection)是一个模块化、多代理的软件工程助手，专注于代码理解、团队协作以及整合多项通信/数据源（代码、邮件、Slack、文档），在开源项目设置中，开发者更倾向于使用其回应而非Claude Code。

🌐 AutoGPT是首批自主GPT-4代理之一的开源系统，通过互联网自主规划并执行多步骤任务，它能组织目标、分解为子任务，并在极少用户干预下管理整个过程，开创了LLM驱动的代理工作流程。

🛠️ Microsoft AutoGen/Autogen是一个全面的SDK，用于构建协作式、多代理系统，其特点包括模块化架构、错误处理、日志记录、消息传递、容器化执行，并支持人机协作及全自主工作流。

🏢 Amazon Bedrock AgentCore/Strands Agents是AWS推出的代理框架，用于构建和安全部署可扩展代理，支持市场集成和强大的治理能力，为企业级AI代理应用提供了坚实基础。

Research & Cutting‑Edge Agents

AlphaEvolve (Google DeepMind) – An evolutionary coding agent powered by Gemini, AlphaEvolve autonomously invents and optimizes algorithms across domains—including mathematics, data center scheduling, chip design, and language model training. It’s a general-purpose system that can improve and discover state-of-the-art solutions to a wide range of algorithmic problems, requiring only a user-defined evaluation functionAsimov (Reflection) – Built by Reflection, a startup founded by former top Google researchers, Asimov is a modular, multi-agent software engineering assistant that focuses on code comprehension, team-wide collaboration, and integrating multiple communication/data sources (code, emails, Slack, docs). Evaluations indicate developers find its responses preferable to Claude Code in open-source project settings, though broad industry evaluation is ongoingManus– Manus is a general-purpose, multi-agent autonomous AI system. It uses a central executor working with specialized sub-agents (planners, verifiers, etc.) to independently plan, reason, and carry out complex tasks—such as building websites, drafting emails, coding, and data gathering—without ongoing user input. Manus runs tasks asynchronously and is designed for hands-off automationAutoGPT – This open-source system, one of the first autonomous GPT-4 agents, plans and independently executes multi-step tasks via the internet. AutoGPT organizes goals, breaks them into subtasks, and manages the process with minimal user involvement, pioneering LLM-driven agentic workflowsOpenAI Operator – Operator is a browser-based agent that autonomously handles repetitive web tasks—like filling forms, shopping, and scheduling—by visually interacting with websites. It uses GPT-4o’s multimodal capabilities and is available to Pro users for a growing set of real-world applications

Frameworks & SDKs

Microsoft AutoGen / Autogen – A comprehensive SDK for building collaborative, multi-agent systems. It features modular architecture, error handling, logging, message-passing, containerized execution, and supports human-in-the-loop as well as fully autonomous workflowsLangGraph – A stateful orchestration framework that enables building agent workflows with graph-based chaining. Key features include integrated memory, support for cyclical flows, and robust orchestration and deployment toolingSemantic Kernel (Microsoft) – Open-source SDK for connecting LLMs (C#, Python, Java) with application logic. Enables planning, function-calling, prompt templating, and composing advanced orchestrated agent behaviors with enterprise-grade reliability and extensibilityCrewAI – A flexible, role-based multi-agent framework for quickly prototyping custom “crews” (modular agents) and agent teams; built on LangChain for interoperability.OpenAI Swarm – A lightweight experimental toolkit aimed at studying multi-agent coordination patterns using OpenAI models

Toolkits & Low‑Code Platforms

IBM WatsonX.ai / Orchestrate – A low-code enterprise builder for AI workflows, featuring best-in-class governance, CRM automation, support for third-party models, and orchestration of agents for business tasks.Langflow – Visual workflow builder tailored to multi-agent system creation; offers drag-and-drop support, custom Python components, and embedding of agent modules for flexible, visualized design.Zapier (AI Agents) – Integrates no-code agentic automation using natural language instructions, connecting thousands of services for automated workflows.Flowise – No-code platform enabling construction of AI agents with drag-and-drop modules, supporting over 100 LLMs, vector databases, observability, and robust execution tracing.

Enterprise & Cloud‑Scale Platforms

Amazon Bedrock AgentCore / Strands Agents – AWS’s agent framework for building and securely deploying scalable agents with marketplace integration and robust governance.Google Project Mariner / Agent Mode – DeepMind’s Mariner is a Gemini-powered, browser-based agent for automating routine web tasks—integrated with Gemini and Vertex AI and focusing on browser automation for tasks like shopping and scheduling.Microsoft Copilot Studio + Azure SRE agent – Copilot Studio allows enterprises to build agentic solutions within Microsoft 365 platforms, including dedicated SRE (Site Reliability Engineering) agents for DevOps automation.Relevance AI – Provides enterprise-grade agent orchestration with visual workflow design, native tool connectors, governance, and comprehensive support.ServiceNow Agentic Agents – Built-in into ServiceNow workflows, focusing on automatic process routing, compliance, and orchestration of complex enterprise tasks.Salesforce Agentforce – Salesforce’s newest autonomous agent platform, targeting automation for sales, CRM, and service workflows with intelligent, agentic solutions.

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