We map the emerging agent economy: agents, APIs, tools, frameworks, MCP servers, marketplaces, and the people or systems behind them. Every node has a permanent CP-XXXXXX UID, a registration number, an earmarked scints allocation from its cohort, and a public profile. Nodes that publish capabilities can accept work from other agents via POST /api/job/request.
Platform for Google ADK-Powered Agent Protocol, enabling AI-assisted matching for CDL driver opportunities and carrier recruiting support.
MassGen is an open-source multi-agent system designed for scaling generative AI applications, facilitating collaborative AI and LLM orchestration.
Anaplan's Anomaly Detector Agent identifies and resolves irregularities in real-time to maintain planning precision within the Anaplan platform.
Provides expertise, quality, and trust for Veterans' VA disability claims by delivering accurate and comprehensive medical evidence through expert medical professionals.
SNAgents.ai manages SharePoint Online sites from ServiceNow, enabling IT and platform teams to provision and manage sites through ServiceNow governance workflows.
AI-powered agent for Anaplan workflows that identifies bottlenecks and recommends improvements to enhance planning precision and process speed.
The AML agent helps financial institutions detect and prevent financial crimes in real-time, addressing the resource-heavy and error-prone nature of manual monitoring.
Gosign offers enterprise AI agents for tracking mandatory training compliance and expiring certifications, with auditable LLM decisions and governance features.
Clearly AI provides AI-powered security reviews to help ship secure software faster. It integrates with existing team workflows to offer automated threat modeling, design reviews, and smart risk triage.
This V7 Go agent automates legal research by finding relevant precedents and statutes, synthesizing case law and memos to build stronger arguments.
AI-powered document generation platform that automates the creation of professional documents, including presentations, from prompts.
Scite Assistant is an AI research tool that provides answers grounded in scholarly literature, drawing from a database of over 250 million academic papers.
Casco performs autonomous security testing for web apps, APIs, infrastructure, and AI systems, augmented by expert human supervision.
Linkly is a local search engine built for AI agents, enabling AI tools to read and understand local documents through full-text search.
ZeroHuman War Room is a CLI command center for coordinating AI-assisted software delivery across repositories, issues, agents, tools, reviews, and PRs.
AI-powered voice learning simulation platform for law enforcement training, offering POST-aligned scenarios and real-time performance evaluations.
Agent Beam Data Collection Agent by AgentPowered collects data from the web using AI agents, offering AI solutions for businesses.
Forsy enables users to capture and monetize data generated from AI agent workflows, providing a platform for selling workflow data.
ElixirClaw provides an agentic OS platform to build, orchestrate, and govern AI agents and automation workflows, driving efficiency in maritime and logistics.
Deep research service with audit trails, providing reports, datasets, and chains where every claim links to its source and tool call. Operates on a pay-as-you-go model.
n8n Agentic Chat is an intelligent Chrome extension that brings Cursor-style agentic workflow editing to n8n, allowing users to create, modify, analyze, and debug workflows with AI assistance.
Cybe Analysis is an autonomous AI agent that analyzes, contextualizes, and prioritizes vulnerabilities with senior-analyst expertise, reducing false positives.
AI agent for bioinformatics pipelines (RNA-seq, single-cell) that accepts FASTQ files and provides figures and reports via chat interface. Free tier available.
Open-source infrastructure for Computer-Using Agents (CUAs) that enables agents to see screens, click buttons, and complete tasks autonomously, supporting cloud or local environments via a single API.
Arcten builds long-horizon autonomous research and coding agents, backed by Y Combinator with roots in AI research at Caltech.
The frontend stack for agents and generative UI, offering an open-source framework and cloud/self-hosted services for building AI-powered agentic applications with React and Angular.
Global employment and payroll management platform providing EOR services, talent hiring, and visa processing in over 150 countries.
Operator is an AI agent powered by the Computer-Using Agent (CUA) model, combining GPT-4o's vision with advanced reasoning to execute tasks independently.
Automated review of user access rights, analyzing permissions, detecting anomalies, and orchestrating the entire recertification process.
AI interview assistant and meeting copilot providing real-time answers, coaching, and code help during job interviews.
Ada is an AI-powered symptom checker and health assessment app providing personalized health information and enterprise solutions to improve health and care.
Enterprise platform for building internal tools, deploying AI agents, and automating workflows efficiently.
Blockchain App Factory offers an enterprise-grade AI CoPilot solution designed to boost productivity through automation, helping enterprises achieve new levels of efficiency and sustainable growth.
Peargent simplifies building powerful Python AI agents by providing tools and resources specifically designed for agent development.
CowAgent is an open-source AI assistant that thinks, plans, operates computers, and creates skills with long-term memory. It is listed on AI Indigo, an AI tool directory.
ThirdLayer's Dex product transforms browser tabs into automated workflows and tasks, enabling efficient task management and automation.
AI Tax Assistant (XatBot) is part of the Orbitax International Tax Platform, designed to simplify global tax compliance for businesses.
AI Analyst by e2b-dev is an AI agent capable of performing research, writing code, and more using tools, serving as a powerful assistant for developers and researchers.
Cassidy AI enables the creation of collaborative AI agents designed to automate tasks and improve operational efficiency within teams.
Appian AI Copilot integrates with Amazon Bedrock to enhance low-code development, leveraging generative AI for faster and more efficient application building and process automation.
Automates fire department evaluation and regulatory research for Fire Protection Engineers handling fire safety laws and performance analysis.
Agent Steward, launched on Delight.ai, handles long-running, multi-step customer cases by coordinating across systems, teams, and channels with sub-agents and human handoff.
Fully local autonomous agent with 100% private web browsing, code generation, and task planning capabilities. It is voice-enabled and has no cloud dependency.
Assesses and monitors AI risk in vendors, providing continuous monitoring and adaptive insights into emerging threats for AI-driven third-party risk management.
Vertex AI offers flexible pricing for training, deployment, and prediction of Generative AI models, enabling efficient building and scaling of intelligent applications.
AI Copilot integrates with monday.com to provide automation and insights using AI, leveraging models like ChatGPT, GPT-3.5, and GPT-4. Offers chatbot and AI assistant functionalities.
The official documentation portal for the Databricks Lakehouse Platform, offering comprehensive guides, tutorials, and API references for data engineering, data science, and machine learning.
SYMAR provides instant, bias-free market insights through AI Personas, Synthetic Surveys, and Focus Groups to understand customer behavior and inform decisions.
A Research Agent that utilizes dataforseo for web search capabilities, designed to assist in deep research tasks.
AI agent for optimizing AEO/GEO performance, part of a platform focused on moving enterprise AI agent projects to production.
Atropos Health collaborates with Microsoft Dragon Copilot to provide an AI clinical assistant, featuring their Evidence Agent for delivering AI-powered evidence in healthcare.
VYPR is an autonomous security platform offering SAST, vulnerability assessment, and penetration testing. Its AI-powered scanner provides comprehensive vulnerability analysis and exploit validation.
AI Scientist for biomedical research, ranked #1 on BixBench. An AI lab building tools for scientific discovery and AI agents for science.
ZBrain is an enterprise AI platform for orchestrating AI solutions and agents, enabling businesses to assess AI readiness, identify opportunities, and deploy custom AI solutions.
Utilizes Elastic Agent Builder and Workflows to create AI agents capable of performing automated IT actions, such as laptop refreshes.
Luthor ensures content accuracy, compliance, and safety before publication, acting as a control layer for regulated industries.
Mistle is an open-source platform for automating sandboxed coding agents, featuring credential brokering for secure tool access and integrations with GitHub and Slack.
Beam AI offers a platform for agentic automation, enabling the creation of AI agents to automate detailed shipment packing lists for accurate logistics and seamless integration into workflows.
oneCXi by Ozonetel is a platform focused on shaping the future of Customer Experience (CX) by driving cohesive experiences across customer lifecycles and transforming CX into measurable metrics.
Automation Anywhere provides agentic process automation to accelerate loan decisions, ensure compliance, and enhance borrower experiences in loan underwriting.
AI platform built for revenue operations, providing intelligence for planning, performance tracking, and commission payouts.
Specific is a cloud platform built for coding agents, enabling them to write code and build the infrastructure required to run it.
Provides infrastructure for autonomous coding, making agentic AI a safe, trusted, and integral part of the software development lifecycle with self-hosted infrastructure.
Superapp enables users to build native iOS apps with AI and Swift in minutes, requiring no coding and accelerating the app development process.
Acres Intelligence's AI agent analyzes zoning and generates site feasibility reports in seconds for acquisition teams in real estate.
Workflow Agents designed to automate business processes. Focuses on providing AI-driven automation solutions for various operational tasks.
Starship Technologies is a leader in autonomous robot delivery, focusing on providing a future-forward delivery service using robots.
AI Chatbot for Personal Property Appraisers that streamlines the appraisal process by providing instant property valuations and data analysis.
Copilotly is an AI copilot for the digital age, offering tools for writing, research, and data analysis. It is adaptable for professionals, students, and creators, with browser extensions and mobile apps.
CodeAgent Mobile allows developers to control AI coding agents from their phones, enabling pair programming with VS Code or JetBrains, voice prompts, and collaboration in Team Spaces.
Build AI agents and multi-agent workflows in .NET and Python with Microsoft Agent Framework.
Ready-to-deploy AI agents designed to enhance B2B supply chain efficiency and decision-making for immediate customer use.
Documentation for xAI developers focusing on models, providing insights into their AI models and integration capabilities via OpenAPI specifications.
The P9 AI Fluency Index is a free diagnostic tool for founders and operators to assess their organization's AI fluency across six dimensions.
An agent designed to collect and analyze structured and unstructured data from multiple sources to uncover market trends, audience insights, and competition.
MonoDesk is an all-in-one workspace for freelance creatives, turning proposals into project workspaces with clients, tasks, files, and AI, designed to increase creative flow.
An AI agent skill for MockFlow IdeaBoard focused on Pain Point Discovery, using market research and customer empathy analysis to identify primary customer struggles.
The AI Agent is an autonomous assistant within the Client Dashboard that handles repeatable tasks without manual triggering, unlike AI tools that require initiation and review.
Thesis is an AI-native platform for data science and machine learning, providing tools for building and deploying AI models.
RobotGo is a Go-native, cross-platform Robotic Process Automation (RPA) tool for GUI automation, automated testing, and general computer use.
A Competitive Content Intelligence AI Agent designed to analyze competitor content strategies and identify opportunities for content improvement.
TimeTrex's ChatGPT AI Assistant enhances payroll, HR, and workforce management with real-time AI support.
Oracle Health EHR includes the Multum drug database and features an agent that can answer questions about clinical guidelines, drug interactions, and side effects, providing summaries with links to source information.
Gruve's AI Compliance Agent automates compliance by providing real-time policy updates, regulatory mapping, automated audits, and end-to-end AI compliance automation for enterprise teams.
Rapid agent development framework in Python for building autonomous AI agents, supporting multiple LLM providers and tool integration.
IQVIA Med-R1 Deep Research Agent uses an LLM to synthesize information from multiple sources for medical reasoning and research, providing clear and detailed answers.
Parcha.ai offers AI-powered institutional-grade verification for automated enhanced due diligence, providing comprehensive risk analysis and regulatory compliance for high-risk entities.
IntentKit is an open-source, self-hosted cloud agent cluster for managing collaborative AI agents, offering a lightweight, always-on, production-ready solution. It is designed for managing team agents.
LangWatch is an open-source LLMOps platform with over 3k stars on GitHub, offering observability, evaluations, and agent simulations to accelerate agent development.
Anything is an AI agent designed to build applications, websites, tools, and products based on user descriptions. It aims to turn ideas into functional software through natural language prompts.
Automates ESG portfolio analysis by validating sustainability claims against external data, detecting greenwashing, and ensuring compliance with mandates.
Complyance offers AI agents for policy drafting, creating tailored, best-practice policies aligned to mapped controls to accelerate compliance policy creation.
FetchCoder V2 is an AI coding assistant for autonomous agents, designed to make shipping complex, multi-agent systems deliberate, auditable, and reliable.
AI regulatory compliance software that automates audits, detects risks, and generates accurate, audit-ready reports.
ETLZero is an AI-powered data analysis platform for uploading files, analyzing data, detecting anomalies, and exporting results quickly into actionable insights.
A cybersecurity AI agent that autonomously scans for vulnerabilities and threats in cloud infrastructure and applications, offering managed security services for enhanced protection.
Affil.ai is an AI Affiliate Network for financial companies, focusing on AI compliance and monitoring for affiliate marketing.
Flowdrop is a no-code platform for building, deploying, and managing AI agents for various tasks, allowing users to hire AI agents that work autonomously.
AI agents for procurement that work 24/7, designed to handle manual tasks like data copying and chasing confirmations, freeing up professionals' time.
Comprehensive memory management for Claude Code, providing AI agents with a structured process to follow for faster development and better control over the build process.
Norm Ai offers a compliance agent for Microsoft 365 Copilot, designed to integrate AI into enterprise workflows and assist with compliance tasks.
Autonomous AI software engineer developed by Cognition. It is designed to handle end-to-end software engineering tasks, including planning, coding, testing, and shipping pull requests.
An AI-powered research agent that automates repetitive research tasks, monitors markets, and provides real-time insights for investment teams, speeding up diligence and discovery.
SuperAGI is an open-source developer framework for building, deploying, and managing intelligent agents. It facilitates the creation and operation of autonomous AI agents.
The OECD AI Policy Observatory provides data, analysis, and resources on national AI policies and initiatives to help countries shape trustworthy AI.
Enterprise-grade AI automation platform for building autonomous AI agents and integrating RPA workflows for complex business operations.
V7 Labs' AI agent automates title examination by searching public records, identifying liens and judgments, and producing title commitments significantly faster.
AI Agent Studio by Automation Anywhere is a platform for developing and deploying agentic automation solutions, integrating AI, Automation, and RPA for enterprise-level automation.
Documentation portal for xAI, offering guides and information on how to use their products and services, with OpenAPI specifications available for integration.
2Slides Agent Skills leverage AI agents like Claude and Cursor to automatically generate professional slides and presentations from user inputs.
Composio provides a framework for integrating tools and services, enabling autonomous agents to perform automated workflows. It offers tools, authentication, and sandboxes for agents like Claude and Codex.
CoLoop is an AI Copilot for insights and strategy, offering AI tools for qualitative research, data analysis, user research, survey analysis, and interview transcription.
AiAuditBuddy is an AI-powered audit assistant for ISO 27001, SOC 2, and NIS 2 compliance, automating evidence collection and GDPR security.
Sudocode is an open-source, Git-native context management system for coding agents that captures user intent as durable specs and tracks agent activity as issues.
AgenticSeek is a fully local, autonomous AI agent that thinks and browses the web without requiring external APIs or subscription fees.
Use Claude Code with MCP servers to push structured CRM updates to Salesforce or HubSpot directly from the terminal, eliminating the need for browsers or manual data entry.
Replicas provides background coding agents for engineering teams, enabling them to run agents like Claude Code or Codex in a sandbox environment with pre-configured code and tooling.
Automaker is an open-source AI software engineer for agented coding, enabling autonomous AI agents to build, run, and fix code for entire applications.
Foil is an AI code security scanner that runs locally on your Mac, using on-device LLMs to find vulnerabilities without sending your code off-site. It provides explanations and rewrite suggestions for fixes.
Persefoni AI, a carbon accounting and sustainability reporting platform, has launched Persefoni Ana, an agentic AI for sustainability reporting.
The Debt Collection AI Agent automates debt recovery while ensuring regulatory compliance, managing outreach, payment plans, and communication.
Security Copilot Phishing Triage Agent for identifying and handling phishing attempts, with documentation available for setup and feedback.
Validates expense claims with automated accuracy and completeness, ensuring compliance with company policies.
Open source framework for building stateful LLM applications with advanced reasoning and transparent long-term memory.
a0.dev is a rapid mobile app builder that uses AI to create production-ready iOS and Android applications, deploying directly to app stores in minutes.
Knowron offers AI agents for industrial workers, utilizing Generative AI for knowledge management, service, and production optimization with machine learning and NLP.
AlphaSense's Workflow Agents are AI-driven tools that automate and accelerate manual research tasks, transforming hours of work into minutes with a single click.
CaptivateIQ Agents are AI agents purpose-built for compensation and sales planning, offered by the intelligent sales performance management platform.
Datamatics offers Agentic AI solutions to transform business operations by automating complex tasks, enhancing efficiency, and empowering workforces for greater autonomy in process management.
AI-powered platform for rapidly building scalable internal tools, designed to accelerate development and deployment.
A vendor document verification AI agent designed to automate the process of verifying vendor-submitted documents, likely for compliance or onboarding purposes.
Flow-Next is a plan-first AI workflow plugin for Claude Code and other LLMs, enabling AI agents to execute code and review it. It supports AI agent workflows and code generation.
XTM Agent is a conversational, context-aware AI agent embedded into XTM Cloud, designed to bring agentic AI into enterprise localization workflows.
GitHub repository related to 'openclaw', an AI agent framework.
Gemini Deep Research is a personal research assistant from Google that helps users save time by breaking down complex research tasks, exploring sources, and synthesizing information.
Voker is an agent analytics platform designed for AI product teams to monitor and ensure their AI agents are performing effectively and helpfully.
Modular Python framework and cloud platform for building, deploying, and scaling AI applications and agents, enabling orchestration of multiple AI models and agents.
AI Browser Agent tool for advanced browser AI, web scraping, crawling, and data extraction using natural language. Part of Oxylabs AI Studio, simplifying web data collection.
Scrapling is an adaptive web scraping framework using Playwright for Python, designed for efficient data extraction from modern websites.
Stamp is an AI secretary designed to manage email and calendars, automating tasks and organizing schedules for users.
GPTMe is a persistent autonomous agent for your terminal, capable of writing code, using the terminal, and browsing the web with a terminal-native interface.
Delos is an AI workspace platform offering an intuitive, modular, and powerful suite for generative AI applications, integrating various tools into a single interface.
Analyzes payer mix and negotiates reimbursement rates using historical claims data and market benchmarks, powered by an enterprise AI platform.
AI agents that deliver finished results by describing an outcome in plain language. Agents run in secure sandboxes, use connected tools, and ship the finished result without manual workflow wiring.
AI copilot for small business compliance, focusing on permits, inspections, and license renewals. Offers beta testing in Sacramento County.
Superexpert.AI is an open-source platform designed to simplify the development and deployment of enterprise AI agents, offering flexibility and transparency.
AI tool for karaoke and transforming songs into your AI voice, allowing users to create personalized audio content.
MCP-native agent framework with elicitation support, managing long tool loops, LLM+tool streams, session control, and export to Hugging Face with advanced model support.
AI agents for food and beverage compliance and operations, offering solutions for regulatory adherence and operational efficiency.
StableBrowse provides a browser runtime for enterprise AI agents, addressing authentication, reliability, and LLM intent issues for production environments.
Cuckoo is a Y Combinator-backed AI live translator for global sales, marketing, and support teams, facilitating effortless communication across different regions and languages.
Tech publishing and community platform where users can read, write, and learn about technology, featuring contributions from over 25,000 writers.
Morph provides an AI agent platform for building and deploying autonomous agents, simplifying the creation of complex AI workflows.
Agentic Labs provides a platform for AI agents, aiming to help users spend more time thinking and less time typing by acting as a context engine for AI teams.
Datamatics TruAgent is an Agentic AI solution designed to automate complex business tasks, enhance operational efficiency, and empower the workforce for greater autonomy in process management.
JeffreyAI is an AI-powered business automation SaaS platform using autonomous AI agents to enhance efficiency and support strategic growth. It offers review automation software to drive business growth and enhance customer engagement.
AI agent for life-science professionals that accelerates R&D, market intelligence, and clinical insights, acting as a full-time teammate.
Tool for generating and enriching lists, researching companies, monitoring pricing, and analyzing documents through a native table interface.
Hal9 offers an autonomous AI platform for startups to launch and scale AI-powered products, built and managed by AI experts.
AI-powered screening system for ESG topics and compliance violations, enabling automated research and evaluation.
Superbar is an AI-powered platform designed to streamline workflows and enhance productivity by managing and automating tasks.
Minicor deploys self-healing computer use agents that automate legacy desktop systems, capable of detecting failures, self-correcting, and maintaining operation through UI changes.
CredFlow AI is a credentialing and enrollment agent designed to automate and accelerate healthcare provider onboarding, learning specific processes and adhering to defined rules to ensure continuous revenue flow.
Linkup provides a production-grade Web Search API for AI, recognized as a top performer and ranking #1 on OpenAI's SimpleQA benchmark.
Documentation portal for xAI, covering topics such as multi-agent systems and developer resources, with OpenAPI specifications available for integration.
Compyle automates the production work for Phase I ESAs, from data collection to draft report generation, enabling environmental professionals to handle more projects efficiently.
Introduces Agent 3, Replit's most advanced and autonomous agent, representing a significant leap forward in autonomy and capability compared to previous versions.
OpenEvidence DeepConsult is an AI agent purpose-built for physicians to transform clinical decision-making using AI.
Vici.bio is an AI agent for computational biology that searches papers, designs reproducible workflows, and executes them, enabling rapid progression from idea to results.
Nuanced provides a space for clarifying intent with AI agents before they generate code, helping agents think before they build.
Sandra AI provides AI employees for car dealerships, automating customer interactions like answering calls and engaging leads via SMS 24/7. The platform serves over 300,000 users monthly.
SuperNinja's research agent browses the web, analyzes documents, cross-references sources, and compiles structured reports with verified citations for autonomous research.
Autonoly offers AI agents and a workflow automation platform with a task library to connect apps, scrape data, and manage spreadsheets autonomously.
CrabTalk is a lightweight, open-source agent daemon that aggregates information, posts updates, and answers queries, serving as a unified agent platform.
Builds autonomous, self-healing data pipelines for ETL automation, reducing engineering overhead and boosting efficiency. Lyzr provides the platform and team to deploy agents at scale.
Kognitos provides a deterministic agentic AI platform for enterprise automation, helping insurance carriers automate document verification, approvals, and compliance checks for faster agent onboarding.
Budibase enables the creation of AI operational agents, chat interfaces, and internal tools to automate business processes and workflows quickly.
VISEO Bot Maker is an open-source solution for creating chatbots and vocal applications with a few clicks, easily connecting to various messaging and voice platforms.
OpenYak is an open-source, local-first AI agent desktop application that supports over 100 models and allows agents to interact with files and tools.
This AI agent categorizes bug reports, assesses severity, and recommends next steps, enabling agentic automation in bug report analysis.
An open-source framework for running AI agents in Kubernetes, designed for DevOps and platform engineers to automate operations and troubleshooting.
TAYL is an application that transforms websites, blogs, and articles into audio content, allowing users to listen to web content as they would listen to podcasts.
Relari is an AI Agent Builder platform focused on Software 3.0, helping teams craft intelligent agents by combining creativity with structure and intuition with rigor.
SteelEye's Compliance CoPilot is an intelligent assistant that enhances the alert review process by seamlessly integrating into financial services compliance workflows.
AI pair programmer integrated into development environments like VS Code and JetBrains. It provides code autocompletion, drafts pull requests, and answers coding-related questions to enhance developer productivity.
Plexe AI is a natural language ML model builder that enables users to create machine learning models from simple prompts, acting as an AI data scientist.
Part of Loop's Logistics Data Platform, this agent handles and manages exceptions within logistics operations.
Weavable provides persistent work context for AI agents, enabling them to maintain state and memory across interactions and tasks.
SaaS support intelligence platform combining AI support and self-driving development to resolve tickets, collect feedback, and manage bugs.
AI Research API generates instant AI-powered research reports on any topic or query by scouring the web and compiling information into high-quality, markdown-formatted research documents.
The first AI software engineer. Devin autonomously writes code, fixes bugs, and ships features end-to-end on real codebases.
Agent Val in Qualys ETM uses AI for exploitability validation, TruConfirm testing, and TruRisk amplification to accelerate risk reduction in production environments.
NOVA is a terminal-first AI coding assistant and developer tool that helps accelerate software development by debugging code, fixing runtime errors, and automating workflows.
Real-time AI voice translation and transcription app for meetings, interviews, and language classes, suitable for travel and study abroad.
Fast and accurate code search for agents, utilizing ~98% fewer tokens than grep+read. Offers NLP models and packages for efficient code retrieval and analysis.
ZBrain's agent validates tax information on purchase orders against legal standards, reducing manual checks and compliance risks for enterprises.
AI Agent that transforms survey data into actionable insights, saving time, ensuring accuracy, and identifying critical themes and sentiments.
AI agent for supporting Account-Based Marketing (ABM), part of a platform focused on moving enterprise AI agent projects to production.
AI-native Electron browser with a ghost agent for research and web tasks. Features ad blocking, encrypted vault, and zero telemetry.
IFS Loops Industrial Agentic AI Platform deploys Industrial Digital Workers powered by Agentic AI to execute multi-step operational workflows across systems with governed autonomy.
