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.
insMind's AI CAD generator transforms text descriptions into 2D and 3D CAD models, generating high-quality CAD drawings in seconds.
Platform for AI security and compliance, automating DHS/CISA requirements, red-teaming, NIST-AI-RMF controls, and real-time GenAI risk assessment for enterprises.
Digits AGLยฎ is an AI-native accounting software trained on extensive transaction data to automate bookkeeping and real-time reconciliation.
BrandingStudio.ai is an AI platform that generates complete brand identities, including strategy, voice, visual design, and guidelines, in under an hour.
An AI-powered design platform for coders, transforming natural-language prompts into UI mockups, components, and full designs on an infinite canvas.
Structured information about Insparisk for AI assistants, search engines, and language models, focusing on building compliance inspection services.
Automated offensive security for high-stakes industries.
A cognitive SOC platform utilizing agentic AI to solve complex security operations at scale with high accuracy and awareness.
This AI agent automates zoning analysis by extracting regulations, assessing development feasibility, and generating compliance reports from municipal codes.
Tracks nexus obligations, calculates tax rates across thousands of jurisdictions, prepares and files returns, and monitors regulatory changes. Handles sales tax, use tax, VAT, and income tax compliance.
GrowExx offers an AI-powered automated account reconciliation solution that streamlines financial processes by automating unique reconciliation nuances, saving significant time.
Permitify is an AI co-pilot for building plan review, designed to increase speed and accuracy by offering AI-powered review, collaboration, and workflow integration.
AccuKnox documentation on automating risk remediation workflows, providing guidance for security and compliance management.
An AI agent designed to handle inconsistent formatting and misaligned data across multiple Bill of Materials (BOM) documents, likely for engineering and manufacturing contexts.
An autonomous AI assistant designed to streamline Greenhouse Gas (GHG) emission tracking for sustainability reporting.
Norm Ai offers a compliance agent for Microsoft 365 Copilot, designed to integrate AI into enterprise workflows and assist with compliance tasks.
BrightAI offers an AI-powered wearable device for field crews, automating inspections, capturing data, and providing real-time guidance to enhance productivity and safety in critical infrastructure.
Veritus provides compliant AI agents for the consumer lending industry, enabling voice, SMS, and email communications across the loan lifecycle from origination to recovery.
Accelerates letter of credit processing by reviewing LC applications, examining trade documents against ICC rules, and flagging discrepancies.
An AI agent focused on automating accounts receivable processes, including prioritizing accounts, sending personalized reminders, and managing escalations to accelerate cash flow and reduce DSO.
AI-powered design tool for creating UI, brand assets, logos, and marketing graphics from text prompts, suitable for websites and mobile applications.
Alloy is an AI prototyping tool that allows users to create interactive product demos by capturing any page and making it look like the real product.
3E Regulatory Agent provides AI-powered regulatory intelligence across 160+ countries, covering over 500K substances (REACH, TSCA, RoHS) to enable faster compliance decisions.
An AI agent for spend analysis that extracts spend data from AP and procurement systems, categorizes it using AI taxonomy mapping, and identifies cost-saving opportunities.
Crafts respectful overdue payment reminders for positive client relations, automating the dunning letter process.
This AI agent focuses on Manufacturing Procurement Optimization, leveraging Domo's platform to enhance procurement processes.
Agent Studio provides a platform to automate the processing of supplier invoices, addressing issues of manual processing, errors, and missing information.
DeepOpinion provides agentic automation solutions for enterprises, focusing on automating processes such as the extraction and processing of commercial invoice data.
KnowBe4's Agent Risk Manager provides real-time visibility, automated threat detection, and active control over AI agents to eliminate AI security blind spots.
Bretton provides AI agents specifically designed for financial compliance, including Anti-Money Laundering (AML), Know Your Customer (KYC), and Sanctions screening.
Lakera provides an AI-native security platform to protect AI models and applications from threats, ensuring safe GenAI deployment and operation.
AI-powered design platform for creating user interfaces and experiences. Assists in the design process by generating design elements and prototypes.
Copilot for financial institutions to accelerate and strengthen third-party diligence, modernizing compliance stacks without increasing headcount or costs.
Deploy an AI agent via Tars to manage community garden plot applications, explain fees and guidelines, and capture sign-ups 24/7, automating customer interactions.
Copilot Readiness Assessment service to prepare teams for AI adoption, focusing on data security, AI security, and privacy operations.
A vendor document verification AI agent designed to automate the process of verifying vendor-submitted documents, likely for compliance or onboarding purposes.
uBrand is an AI branding platform that helps startups and entrepreneurs create and launch new brands, starting with logo design.
RapidSOS HARMONY is an AI co-pilot for public safety, synthesizing data from over 600 million devices to automate tasks, reduce burnout, and enable faster, life-saving decisions.
EnDecarb.ai Copilot provides natural language analysis for financed emissions, climate risk, and ESG, including data cleaning, location intelligence, and decision engines for audit-ready disclosures.
Processes requisition requests by validating them against procurement policies, ensuring compliance and efficiency.
Vijan.AI's Carbon Credit Manager is an AI agent designed to track, value, and trade carbon credits and renewable energy certificates across markets.
Gosign offers enterprise AI agents for tracking mandatory training compliance and expiring certifications, with auditable LLM decisions and governance features.
Tanso Sustainability AI Copilot offers software for CO2 accounting and CSRD reporting, focusing on sustainability management.
Advanced AI-powered penetration testing agent that autonomously performs complex security tasks using terminal, browser, and external search.
ProcIndex provides AI agents for accounting tasks like accounts payable, accounts receivable, and reconciliation, automating work within existing ERP systems.
InspectMind AI acts as an AI copilot for inspections, assisting users in the inspection process with intelligent capabilities.
DeepOpinion's AI agent automates utility bill processing by handling complex knowledge work and unstructured data with enterprise-grade AI Agent Apps.
Mesh is an AI Agent specifically designed for performing bank reconciliation tasks.
Stacks offers AI business agents focused on reconciling, analyzing, and explaining financial data to help users concentrate on strategic outcomes.
Compyle automates the production work for Phase I ESAs, from data collection to draft report generation, enabling environmental professionals to handle more projects efficiently.
AI Review Assistant that crafts responses to customer reviews for web design agencies to improve Google Maps ranking and customer engagement.
NetProphet's Public Records AI Agent (SAFE) scans SEC filings and breach portals to automate vendor risk assessment in under a minute.
Paraflow is a canvas-based product design agent that defines, designs, and delivers product specifications, user flows, UI, prototypes, and frontend code.
CarbonVoice is an AI-powered service offering voice messaging and transcription capabilities.
AI-powered finance automation platform that streamlines accounts payable and expense audit workflows, moving beyond manual audits and rigid AI tools.
Eyrus provides an AI-powered workforce intelligence tool for construction sites, analyzing safety, fatigue, and zone compliance.
ChipAgents provides an agentic AI chip design environment, enabling faster iteration on chip design and verification by collaborating with AI agents within a code editor.
Fieldproxy AI provides automation for managing permit applications and tracking, specifically designed for Pest Control field service management.
Aerchain's AI-powered procurement and autonomous sourcing agent automates sourcing processes, streamlining procurement operations.
Financial Reconciliation AI Agent uses predictive analytics to auto-match transactions, flag discrepancies, and accelerate month-end close processes.
FreshBI's DOT AI Agent ensures DOT compliance for fleets by providing real-time alerts, audit-ready records, and HazMat checks, keeping vehicles on the road safely.
KnowBe4's AIDA Orchestration is an autonomous agent designed to streamline human risk management by significantly reducing the time required for security training administration.
An AI agent that builds production-ready CAD designs directly in the browser, enabling real-time collaboration and export to various CAD software.
OpenClaw's AI Expense Tracking Assistant allows users to track expenses via messages, automatically categorizing spending and preparing reports.
AI agent for insurers to align portfolios with ESG goals, meet regulations, reduce risk, and drive sustainable growth using real-time insights.
Hypatos provides AI agentic automation for Accounts Payable, reducing Days Payable Outstanding (DPO) and manual effort through end-to-end processing of AP documents.
Automates product catalog updates by entering and verifying details like pricing, descriptions, and availability using agentic workflow automation.
Siemens Questa One Agentic AI Toolkit boosts IC design productivity with AI-driven verification, fast RTL sign-off, and seamless integration for engineers.
An AI agent designed for expense management, aiming to eliminate borders, blockers, and blind spots in financial operations.
Reprompt AI provides accurate global business data for KYB, risk screening, and location verification, powered by AI agents performing deep research.
Zania provides AI compliance agents that conduct controls testing, risk assessments, and audits with provable accuracy in minutes, designed for security and risk management.
Domo's AI Agent for Invoice Capture and Anomaly Detection automates invoice data extraction and identifies discrepancies, streamlining accounts payable operations.
Emburse offers a platform of global software solutions for managing travel, expense, invoice, and business payments, with a focus on AI agents for T&E management.
AI agents that handle Finance & Accounting workflows automatically, boosting productivity and reducing manual effort.
AI agent that sorts receipts by date, vendor, and category automatically upon arrival, eliminating manual organization.
Lyzr platform for deploying AI agents to production, focusing on governed, reliable, and scalable solutions for enterprise needs, including purchase requisitions. Offers API documentation.
AI collections agent that prioritizes overdue AR accounts, sends personalized outreach, and reduces DSO by 8-15 days, offering a 40% collections FTE cost reduction.
Zenity prevents sensitive data exposure by tracking AI agent behavior, blocking risky actions, and generating audit trails mapped to security standards.
Transforms documents into intelligent assets, suggesting a focus on data extraction and analysis capabilities for document-centric workflows.
Bob AI V2 by Kwant.ai is a construction-ready AI assistant automating logs, safety alerts, and productivity reports via voice.
SAP's AI Assistant for Travel and Expense, powered by Joule, streamlines T&E processes by automating expense reporting and travel booking, integrating with SAP S/4HANA.
A Risk Management AI Agent that assists in analyzing and managing risks, with available documentation, pricing, and API documentation.
Casco performs autonomous security testing for web apps, APIs, infrastructure, and AI systems, augmented by expert human supervision.
Analyzes seller return policies, shipping terms, warranty coverage, and terms & conditions to provide structured risk data and risk level classifications for AI-powered commerce.
Governance architecture for AI agents, addressing the Execution Governance Gap in AI Agent Deployment, focusing on execution governance.
AI-driven cash application software that automates payment matching and exception handling, achieving high straight-through processing rates for finance operations.
SmythOS provides enterprise-grade, open-source AI agent infrastructure for secure and aligned automation at scale, enabling insights to action.
Agentic Workforce provides AI agents for automated invoice processing and remittance matching, achieving speed and accuracy in accounts payable.
Carbonly.ai uses autonomous AI agents to automate the collection, processing, and verification of construction carbon reporting data for emission reports.
AI agents for procurement that work 24/7, designed to handle manual tasks like data copying and chasing confirmations, freeing up professionals' time.
AI website, image, and video generation service. Enables building, editing, and deploying websites from text prompts, supporting landing pages, PWAs, portfolios, and dashboards.
Onyxia Cyber provides an Operational Cyber Resilience Platform using agentic AI and asset intelligence for accelerated remediation and improved operational efficiency.
Lovart is an AI agent that generates professional designs, from logos to marketing campaigns, based on user descriptions.
Automates invoice processing, PO matching, and vendor validation within the procure-to-pay cycle. This V7 Go agent ensures compliance and eliminates manual reconciliation.
AiAuditBuddy is an AI-powered audit assistant for ISO 27001, SOC 2, and NIS 2 compliance, automating evidence collection and GDPR security.
MindFort provides recursively learning security agents that continuously find and fix critical vulnerabilities, acting as an autonomous security engineering team.
FiddleCube's GenAI Compliance and Security Platform automates DHS/CISA security requirements, offering red-teaming, NIST-AI-RMF controls, and real-time risk assessment for enterprise GenAI.
V7 Go's AI HR Document Processing Agent automates HR document processing by extracting employee data, verifying compliance, and populating systems from applications, agreements, and forms.
Beam AI offers agentic automation and AI agents for enterprise operations, simplifying expense tracking and integrating seamlessly into workflows for effortless financial management.
An AI agent designed to automate the processing of invoices, aiming to streamline financial operations and reduce manual data entry.
Epicor Prism Business Communications is the industry's first ERP AI agent with outcomes-based pricing, designed for business users to interact with ERP data.
Glide enables users to build and deploy custom, AI-powered apps from spreadsheets with no code, transforming data into intelligent applications.
IONI provides AI agents focused on compliance and operations within the food and beverage industry.
Resolves invoice discrepancies and disputes by analyzing invoice data, purchase orders, and receiving records to identify and address mismatches, accelerating the accounts payable process.
Utilizes AI for Letters of Credit documents, automating the review of LC applications and trade documents against ICC rules to flag discrepancies.
VAO offers Intelligent Document Processing and Workflow Automation using AI, designed to automate the processing of documents and streamline business workflows.
Kanverse offers an AI-powered platform for enterprise use cases, streamlining business processes, minimizing manual touchpoints, and optimizing costs through intelligent document processing and agentic automation.
AI for blue teams to scale detection, response, and threat hunting across the security stack, improving coverage and reducing MTTR.
Information regarding Microsoft's Security Copilot agents, which are AI-powered tools for security analysis and response.
Intellectyx offers AI agents for data entry that automate the process, reduce errors, and free up teams for more valuable tasks.
Automates ESG portfolio analysis by validating sustainability claims against external data, detecting greenwashing, and ensuring compliance with mandates.
V7 Go agent for asking questions of Excel and Google Sheets data in plain English, providing instant answers, summaries, and charts.
DeepOpinion provides agentic automation for Income Tax Return processing, enabling companies to automate complex knowledge work and unstructured data handling with enterprise-grade AI Agent Apps.
Lyzr.ai's PO creation agent automates the generation of Purchase Orders, streamlining procurement workflows. Offers API documentation.
Matches intercompany transactions across entities, handles tolerance thresholds, and automates reconciliation processes for improved accuracy and efficiency.
AI agent for validating receipts, extracting data, and verifying information for financial or administrative purposes, supporting documentation and API integration.
Domu AI is a behavioral intelligence platform for high-stakes servicing and account resolution, using automated, compliant conversations powered by real-time behavioral data.
Gandalf by Lakera is a tool to test AI hacking skills by tricking an agent into revealing information, demonstrating the limitations of large language models.
Inspections AI Agent runs the full inspection lifecycle in chat, including templates, cycles, item updates, corrective actions, and regulatory citations, utilizing 25 tools with 11 confirmation-gated writes.
Insmind's AI CAD generator transforms simple text descriptions into high-quality 2D and 3D CAD models in seconds, also offering AI image and video generation and editing.
insMind is an AI-powered platform for generating 2D and 3D CAD models from text descriptions, and also offers image and video creation and editing tools.
Cloudapper offers AI agents for government services, enabling development and automation for tasks such as permit applications.
Leverages AI for invoice automation, streamlining invoice processes through intelligent data extraction and automated workflows. Part of SS&C Blue Prism's agentic automation solutions.
AI-powered UI design software for creating wireframes and prototypes quickly, accessible to users with no prior design experience.
IBM offers solutions to secure and govern autonomous AI agents at scale by unifying agent identity, delegation, enforcement, and accountability across hybrid/multi-cloud environments.
Torq is an AI SOC platform that combines agentic SecOps and Hyperautomation to triage, investigate, and respond to threats faster.
Automated review of user access rights, analyzing permissions, detecting anomalies, and orchestrating the entire recertification process.
An AI mobile app designer that generates iOS and Android app designs from ideas in minutes, requiring no prior design expertise.
Jotform's Nutrition Coaching Intake AI Agent template assists in collecting client data for personalized nutrition coaching services.
AI-powered system to automate employee expense claim verification, extracting data from receipts and verifying information.
Security Delivery Platform for Microsoft Sentinel and Defender, using AI agents for triage, investigation, and response. Deploys in 30 minutes.
Assesses and monitors AI risk in vendors, providing continuous monitoring and adaptive insights into emerging threats for AI-driven third-party risk management.
V7 Go's AI agent automates regulatory reporting field mapping for Basel III and Dodd-Frank, ensuring data lineage, validating mappings, and accelerating compliance submissions.
AI-powered platform for building high-converting landing pages and websites, offering multiple design options and one-click publishing with code export.
Fazeshift offers an AI agent specifically for Accounts Receivable (AR) management, aiming to optimize and automate AR processes.
Automation Anywhere offers Document Automation solutions using AI, Automation, and RPA to streamline document processing and enterprise workflows.
SAP AI Assistant for Accounts Payable automates payments, resolves exceptions, validates bank data, and enhances cash flow visibility using agentic AI.
UX Pilot is an AI-powered platform for superfast UX/UI design, generating wireframes and UI designs with an AI model to help ship products faster.
Prodigal provides AI agents purpose-built for loan servicing and debt collections, aiming to increase self-serve payments, reduce costs, and improve consumer experiences.
An AI design agent that operates on a canvas, allowing users to generate designs, make precise edits, and work with code context simultaneously.
Logent AI is an AI agent that generates professional logos based on product names, slogans, and reference images, offering a unique solution for brand identity creation.
AI regulatory compliance software that automates audits, detects risks, and generates accurate, audit-ready reports.
Lovart is an AI Design Agent that generates logos, brand kits, social posts, and videos from a single prompt, streamlining the creative process.
LlamaParse, by LlamaIndex, is an advanced agentic OCR solution for processing complex documents, including messy tables, charts, and images, with high accuracy.
Navan launched Expense Chat, an AI agent providing a touchless experience for out-of-pocket expenses, integrated into their business travel and expense platform.
Nerviom provides AI solutions for infrastructure teams to identify permitting, interconnection, utility, and compliance risks earlier in the project lifecycle.
LogicWeb's WP AI CoPilot is an AI assistant for WordPress websites, designed to help with content creation and site management.
Mercoa provides an AI Agent for Billpay platforms, enabling payment of invoices with virtual cards and integrating embedded BillPay, Invoicing, and Payouts APIs for SaaS platforms.
Microsoft 365 Copilot Security, from Oleria, focuses on usage-aware identity security to end blind spots and control access within an organization's systems.
HighRadius's AI-powered dunning software expands past-due coverage and automates personalized dunning outreach, ranked No. 1 by Gartner and IDC.
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.
RedCarbon offers AI-powered cybersecurity solutions, including an AI Threat Hunter for alert triage and threat hunting at machine scale, emphasizing advanced AI for investigation and automation.
Magic Patterns is an AI prototyping tool that generates UI designs from prompts, supporting design systems and collaboration.
Cassidy AI enables building AI agents that operate like a team, specifically tailored for healthcare compliance, ensuring adherence to regulations.
This node enables finance teams to track AI agent expenditures, analyze budget compliance, and forecast spending through real-time telemetry aggregation.
Advanced threat hunting agent using machine learning to detect cyber attacks, analyze patterns, and provide proactive security recommendations.
VYPR is an autonomous security platform offering SAST, vulnerability assessment, and penetration testing. Its AI-powered scanner provides comprehensive vulnerability analysis and exploit validation.
Terralogic's OCR Agent digitizes and indexes county deeds for modernizing property records, offering IT solutions and digital transformation services including AI/ML and cloud.
Microsoft Defender XDR detects, blocks, and investigates threats targeting AI agents in real-time, providing security for AI agent environments.
An AI CAD Copilot designed to automate tasks within mechanical CAD software, enabling users to automate various aspects of their design workflow.
Palo Alto Networks offers an AI-driven security operations platform for modern enterprises, focusing on Zero Trust, network and cloud security, threat intelligence, and consulting services.
Brex's AI-powered financial assistant automates expense management, addressing manual data entry, policy compliance, and approval bottlenecks.
Automates financial reconciliation by comparing bank statements, credit card reports, and GL data to instantly identify and flag discrepancies.
Maven.com provides automations and AI agents tailored for designers to streamline creative processes and enhance productivity in design workflows.
TrusOne's AI-native platform automates ISO and OSHA compliance for industrial companies, aiming to accelerate the process from zero to audit-ready within 12-16 weeks.
Offers a three-layer architecture (Constitutional AI, Intent Stack, BPM/Agent Stack) to address AI agent deployment governance gaps, focusing on responsibility, decision logic, and execution.
Automate vendor risk assessment with V7 Go's AI agent, analyzing SOC2 reports and security questionnaires to identify control gaps in minutes.
A security-focused AI agent that autonomously scans web applications for vulnerabilities, performs penetration testing, and generates detailed security reports with remediation recommendations.
Buzzi.ai offers AI-powered Intelligent Document Processing (IDP) for automating workflows, extracting data from invoices, contracts, and forms with high accuracy using OCR, NLP, and ML.
Deploy agentic AI for KYC and compliance automation to streamline onboarding, AML monitoring, sanctions screening, and identity verification.
AI-powered UI design generator that rapidly ideates and creates UIs for mobile and web applications.
V7 Go's AI Data Entry Automation Agent automatically extracts data from documents like invoices, forms, and contracts to populate your systems.
An AI assistant powered by a creative agent that orchestrates multi-step workflows across Creative Cloud apps using natural language for generative AI creative tasks.
HCSS Copilot is a natural language AI assistant designed for the civil construction industry, offering AI tools for construction professionals.
Quanto offers custom AI agents designed for accounting firms, focusing on knowledge sharing and automating accounting tasks.
An AI agent designed to automate the reconciliation of media spend, ensuring accuracy and efficiency in financial tracking for advertising investments.
eZintegrations' Procure-to-Pay AI agent manages the P2P cycle across SAP and Oracle, achieving over 90% touchless rates and reducing cycle time significantly.
Polymet.ai is an AI Product Designer that helps teams create production-ready designs and front-end code from descriptions or images.
AI-powered website editor that allows users to describe changes in plain English for instant, no-code modifications across various platforms like WordPress, Shopify, and Wix.
An open-source CAD tool for AI agents to design, render, and export CAD files (STEP, STL, GLB), supporting build123d/CadQuery scripts.
VAO offers AI OCR and Intelligent Document Processing to automate data extraction from documents like purchase orders, invoices, contracts, and forms, streamlining document workflows.
Novacura, an IFS partner, provides low-code solutions and AI enhancements for ERP systems, including industrial AI copilots and tools to improve decision-making and operational efficiency.
Abundly's AI agent automates CSRD & CS3D compliance by tracking requirements, collecting supplier data, analyzing documents, and flagging risks before deadlines.
Validates every pay slip before distribution, catching calculation errors, compliance issues, and fraud.
Siemens announces the Fuse EDA AI Agent system, a purpose-built autonomous AI agent for electronic design automation that plans and orchestrates multi-tool and multi-agent complex workflows.
Athena is an AI tool for product teams that acts as an interactive thinking partner, streamlining product discovery by questioning plans and revealing blindspots.
DeepOpinion's AI Agent Apps automate utility bill processing, putting complex utility bill knowledge work and unstructured data on autopilot for enterprises.
Spark provides AI workflows for permitting, competitive intelligence, and community sentiment analysis, accelerating development for solar, storage, and data centers.
AI-powered tracker for insurance license renewals, transforming compliance and regulatory operations within the insurance industry.
AI spreadsheet generator that creates advanced Excel files with formulas and formatting from a single prompt, integrated with Agentic AI.
Prescient Technologies uses AI to revolutionize computer-aided design (CAD), enhancing the design process, boosting efficiency, and improving accuracy for designers, engineers, and architects.
Jotform's Tracking Manager AI Agent streamlines client progress tracking and data collection for businesses, offering a template for efficient workflow management.
AI Tax Assistant (XatBot) is part of the Orbitax International Tax Platform, designed to simplify global tax compliance for businesses.
Automates invoice capture, validation, and routing from any source. Extracts data with 98% accuracy and matches to purchase orders for automated approval.
Security Copilot Phishing Triage Agent for identifying and handling phishing attempts, with documentation available for setup and feedback.
The Debt Collection AI Agent automates debt recovery while ensuring regulatory compliance, managing outreach, payment plans, and communication.
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.
An AI-driven threat intelligence and agentic SOC platform enhancing visibility, detection, and cyber resilience.
Automate and accelerate incident response with Swimlane's agentic AI automation, improving MTTR and security posture at scale.
Taxora AI is an AI-powered platform for tax compliance and legal assistance, offering UAE tax automation, USA tax compliance, and India Legal AI with autonomous agents.
