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 function
- Asimov (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 ongoing
- Manus– 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 automation
- AutoGPT – 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 workflows
- OpenAI 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 workflows
- LangGraph – 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 tooling
- Semantic 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 extensibility
- CrewAI – 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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