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.
Sovereign A2A merchant specialized in SEA and BRICS+ corridors, providing geopolitically aware intelligence, regulatory compliance, and semantic trade data.
AI research and products from Anthropic, focusing on safety and advanced capabilities.
Automated codebase documentation generation and drift detection for GitHub repositories. It indexes code, generates searchable documentation, and catches documentation changes on code merges.
Twill is a YC-backed autonomous coding agent platform that ships Pull Requests in sandboxed environments, integrating with developer tools like GitHub and Slack.
Harvey Support Hub provides resources for setting up accounts, customizing settings, and managing integrations for workflow automation and playbooks.
Secure RAG agent for PDF, Excel, and YouTube analysis with rate limiting and API key protection. Provides instant AI-powered answers using hybrid RAG and knowledge graphs.
PokeClaw (PocketClaw) is an on-device AI that runs locally, supporting features like tool-calling and on-device AI for phone agents.
MyWave.ai offers an AI co-worker for enterprises and SMBs that automates and streamlines tasks across any system, simplifying complex processes into manageable steps tailored to business needs.
A platform simplifying the development of Python AI agents, offering tools and resources for agent creation.
Mesh capability router for autonomous agents. Discovers, routes, verifies, and calls external capabilities via MCP or A2A protocols, with settlement options using x402/USDC.
GitHub is a developer platform offering AI-powered tools for code collaboration, software development, and managing repositories, issues, and pull requests.
Google AI is dedicated to advancing artificial intelligence research to make AI helpful for everyone. They focus on developing and applying AI technologies across various domains.
This V7 Go agent automates investment research by synthesizing earnings calls, analyst reports, and SEC filings to build bull/bear cases and generate investment ideas.
AI-powered agent for Anaplan workflows that identifies bottlenecks and recommends improvements to enhance planning precision and process speed.
An autonomous AI user researcher that automates outreach and scheduling for research interviews on Zoom, providing transcripts, themes, and insights.
Urban AI Copilot project hosted on GitHub, contributing to the shriyaMadan/urban-ai-copilot repository.
Aster is an AI-native research lab focused on AI research, including code and LLM optimization, aiming to accelerate research across various domains.
VYPR is an autonomous security platform offering SAST, vulnerability assessment, and penetration testing. Its AI-powered scanner provides comprehensive vulnerability analysis and exploit validation.
Public demo agent showcasing AI agent commerce readiness: creating paid tasks, holding funds in escrow, verifying delivery, building portable trust with SwarmScore, and managing payments.
C8 Hedge is an AI-powered FX hedging platform designed for treasury teams and portfolio managers. It is accessible via multiple AI assistants including ChatGPT, Claude, Gemini, and Microsoft Copilot, as well as a dedicated web app.
A multi-agent framework for oilfield carbon emission data analysis, integrating data access, dual RAG, and a Planner-Executor workflow for natural-language interaction, automated report generation, and visualization.
Regology offers an AI-powered platform with purpose-built AI agents designed for enterprise regulatory compliance.
API for grounded agent context, providing a way to ensure agents have relevant and accurate contextual information.
Examples related to agent development, likely hosted on GitHub, showcasing practical implementations and use cases for building AI agents.
DronaHQ is an enterprise platform for building internal tools, deploying AI agents, and automating workflows faster, with found pricing and API documentation.
A GitHub repository related to Windows Agent Arena, part of a platform for developers to build software, potentially involving agent orchestration or frameworks.
Deep Research agent delivering multi-step research with verified citations and high accuracy, without throttling, starting from $19/mo.
DeepResearch Bench, hosted on Hugging Face, provides documentation and API documentation for AI research and development, focusing on deep research capabilities.
Clodo is a Y Combinator-backed, planet-scale people search engine that provides deep customer qualification with intent scoring and automated research.
AI-native Electron browser with a ghost agent for research and web tasks. Features ad blocking, encrypted vault, and zero telemetry.
Anaplan's Anomaly Detector Agent identifies and resolves irregularities in real-time to maintain planning precision within the Anaplan platform.
Verint's Agent Copilot Bots offer AI-powered workflow automation for customer service agents, enhancing efficiency and customer interactions.
AI-native security engineering platform that finds, triages, and patches codebase vulnerabilities in hours, automating the full cycle for application security, AI security, and vulnerability management.
An agent designed to collect and analyze structured and unstructured data from multiple sources to uncover market trends, audience insights, and competition.
Cyberdesk is a self-learning computer use agent for Windows that automates tasks and workflows, enhancing user productivity through intelligent automation.
Offers AI mental health therapist chatbot with CBT support, crisis detection, and secure health AI capabilities for mental health chat services.
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.
CodeDuet provides AI-powered development tools including intelligent code generation, analysis, and pair programming, compatible with OpenAI and Anthropic SDKs. Offers CLI tools and AI studio.
UiPath's business orchestration and automation platform enabling AI agents, robots, and people to deliver secure, compliant outcomes at scale.
AI-powered agent for game localization, providing translation services for over 300 languages to ensure fast and safe game releases.
Composio Connect integrates Shopify with Hermes, enabling autonomous agents for automated workflows, featuring just-in-time tool calls and secure delegated authentication across numerous apps.
A no-code platform for building, deploying, and managing AI agents for various tasks, allowing users to hire AI agents that operate autonomously.
A Raycast extension for creating powerful, contextually-aware AI commands. It enables users to leverage AI within the Raycast launcher for enhanced productivity and task automation.
CPA Pilot is an AI Tax Assistant for CPAs, EAs, and tax firms, automating tax planning, research, emails, and workflows to improve client relationships and efficiency.
AI-powered code editor, a fork of VS Code, that integrates large language models like Claude and GPT. It offers features such as code autocompletion, refactoring, and codebase-wide chat.
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.
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.
An AI-powered semantic search tool for analyzing customer survey responses using natural language queries, developed by pitt-cic.
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.
GitHub is a developer platform offering AI-powered tools for code collaboration, software development, and managing repositories, issues, and pull requests.
Decentralized settlement and clearing layer with validator consensus, offering real-time USDC settlement, sub-40ms finality, and transparent fees, compliant with W3C DID Core.
File transfer service for humans and AI agents over WebRTC. Create sessions via A2A, transfer files directly between machines with no accounts or size limits. Data does not touch their servers.
Revolutionizing Government Services with Microsoft AI-Powered WhatsApp Chatbot and AI Agent.
Felo Translator is a real-time AI voice translation app that can instantly translate and transcribe meetings, interviews, and language classes. It is ideal for travel and study abroad.
An AI Chief of Staff that integrates with email, calendar, Slack, and other tools to manage information, identify priorities, and draft work.
Admission, identity, and pricing tier gateway that issues sovereign W3C DIDs and HAHS hiring contracts for AI agents.
Emdash is an open-source Agentic Development Environment providing a platform and tools for building and running AI agents and agentic workflows.
Fast Agent is a GitHub repository providing code, build, and evaluation tools for AI agents, with support for Models, Skills, MCP, and ACP, aiming to be a development and testing framework.
An agentic AI platform built for enterprise impact in manufacturing, aiming to redefine manufacturing excellence through advanced AI capabilities.
OpenSpec is a lightweight, open-source, spec-driven framework for coding agents and CLIs, designed for universal compatibility without requiring API keys or MCP.
Memo AI is an AI study assistant that converts PDFs, slides, and videos into flashcards, quizzes, and study guides using proven learning techniques, acting as an AI knowledge workspace.
n8n is a workflow automation platform that enables building production-ready AI agents with practical workflows, customizable templates, and extensive integrations.
An AI Agent-Based Autonomous Research Assistant that performs end-to-end research by planning tasks, browsing sources, and generating citation-backed reports.
cmux is a native macOS terminal built on Ghostty, designed for multitasking and AI coding agents, featuring vertical tabs and a socket API.
ANP2 is an open AI-to-AI conversation network where agents talk, share knowledge, build trust, and trade, adding incentive and credit settlement beyond identity and validation protocols.
mech.app is an editorial platform featuring technical field notes on agentic AI projects, orchestration, automation infrastructure, developer tooling, financial systems, and security.
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.
UX Pilot is an AI-powered UX/UI design platform that helps product teams ideate, design, and hand off web and mobile applications in seconds, from wireframes to production-ready code.
Ascend enables agentic data engineering using AI agents to automate workflows, boost productivity, and scale data operations efficiently. It provides a platform for AI-driven data pipeline management.
A curated list of AI Agent frameworks including AutoGen, CrewAI, MetaGPT, LangGraph, and Swarms, focusing on Multi-Agent Systems and Agentic AI.
Moltbook is a social network designed exclusively for AI agents to share, discuss, and upvote content, with humans welcome to observe.
CLI command center for coordinating AI-assisted software delivery across repositories, issues, agents, tools, reviews, and pull requests.
CloudMotiv is an AI-Native Innovation Partner that architects enterprises with AI as the core engine, delivering self-evolving, autonomous, and trusted intelligent operations.
GLM-5 is an AI model targeting complex systems engineering and long-horizon agentic tasks. It powers Z.ai, a free AI chatbot and agent capable of building websites, creating slides, and analyzing data.
Stably offers AI-powered automation for web app testing using an SDK for Playwright, reducing QA time and improving accuracy.
Intermedia AI offers AI assistants and agents to enhance business productivity, sales, and customer experience within their Unified Communications as a Service (UCaaS) platform.
Folio3 AI acts as a Strategy, Engineering & Transformation Partner for enterprises, building custom AI solutions from readiness assessments to production-grade deployment.
ioPilot is an AI assistant for digital asset management, offering intelligent insights, real-time feedback, and cloud integration for smarter workflows.
A 24/7 AI co-pilot for DevOps and SRE teams, handling omnichannel chat, scheduled tasks, webhooks, and approvals. It's powered by Claude and offers full audit trails.
GitHub, an AI-powered developer platform, is used by millions for building software, with resources for education and partnerships.
Writer's AI platform enables enterprises to execute and scale on-brand, compliant work, connecting to data sources for complex analysis and inventory management.
Arahi AI enables users of LoyaltyLion to add AI agents for workflow automation, saving time on repetitive tasks without coding.
GitHub is a leading AI-powered developer platform for collaboration, open-source project management, and software development, used by millions of developers and businesses.
GitHub is an AI-powered developer platform used by millions for building software, offering extensive documentation and APIs.
An AI-native, integrated platform for terminal yard operations, designed to maximize throughput, ease of use, and deliver rapid ROI.
Qovery AI Copilot optimizes costs, resources, and configurations for Kubernetes management platforms, enabling self-service for humans and agents.
Ada is an AI-powered symptom checker and health assessment app providing personalized health information and enterprise solutions to improve health and care.
Parea AI is an experimentation and human annotation platform designed for AI teams to test and evaluate their AI models.
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.
Manufact builds and maintains mcp-use, an open-source SDK for MCP servers, clients, and agents, and offers Manufact Cloud for deploying MCP applications.
Laiye Market Analysis Agent conducts in-depth market data analysis to deliver comprehensive market insights for strategic decision-making.
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.
Automates clinical order routing, lab result delivery, and care coordination tasks across departments using an enterprise-grade AI platform with business-wired intelligence.
NanoMind security classifier, hosted on Hugging Face, is an AI model designed for classifying security-related data or code. Offers documentation and API documentation.
LEVEL 8 offers an AI Agent Skill for UniFi site management, providing a centralized overview, organization structure management, and multi-site monitoring capabilities.
Open-source DevOps AI agent that runs 24/7 on your infrastructure to monitor apps, detect issues, and auto-remediate with human approval workflows.
Jotform's Nutrition Coaching Intake AI Agent template assists in collecting client data for personalized nutrition coaching services.
Magic is an AI-powered platform and virtual assistant agency that automates tasks and workflows by connecting apps and data to streamline operations.
Synth AI's Managed Research service focuses on agent production readiness, offering documentation and API access for streamlined development.
Agent-commerce infrastructure for paid MCP tools and AI/API products. Enables agents to browse products, purchase via x402 USDC on Base, and earn affiliate commissions.
Infor provides enterprise AI platforms, defining AI agents as autonomous systems capable of performing tasks and pursuing goals without human intervention.
GitHub is an AI-powered developer platform used by millions for building software, collaborating on open source projects, and managing code repositories.
GitHub hosts the Aden generative framework, designed to facilitate the development and deployment of AI agents. It is part of the broader GitHub platform for software development.
AI Chatbot for Personal Property Appraisers that streamlines the appraisal process by providing instant property valuations and data analysis.
Almanack offers AI-powered education tools for teachers, focusing on curriculum planning, lesson delivery, and student assessment to streamline educational processes.
GitHub repository likely related to Jido, focusing on code generation, execution, or management for AI agents. Includes documentation, pricing, and API documentation.
Leena AI's Gen AI autonomous Agent functions as an integrated SuperApp and federated search layer across enterprise applications like HRIS, ITSM, and KMS.
This V7 Go agent automates legal research by finding relevant precedents and statutes, synthesizing case law and memos to build stronger arguments.
ETLZero is an AI-powered data analysis platform that allows users to upload files, analyze data, detect anomalies, and export results in various formats, transforming raw data into actionable insights quickly.
AI platform for market research operations, enabling the creation of forms and surveys to gather insights.
GitHubSecurityLab/seclab-taskflows is a GitHub project likely containing task flows for security research and development within the GitHub Security Lab.
GitHub is a widely adopted developer platform for building software, hosting code repositories, and facilitating collaboration among millions of developers.
Trend intelligence and consumer behavior agent providing expert-curated knowledge graphs and synthetic analyst personas across various industries like retail, fashion, and food.
FetchCoder V2 is an AI coding assistant for autonomous agents, designed to make shipping complex, multi-agent systems deliberate, auditable, and reliable.
Epsilon is an AI-powered search engine for scientific research, designed to help researchers find relevant citations, generate summaries, and synthesize insights to accelerate their work.
AI data agent that collaborates with teams to watch, answer, build, and act upon data insights.
Provides SQL access to over 70 authoritative datasets, returning raw database records for quantitative, tabular, statistical, or time-series data questions, usable by AI agents.
Neural Alpha researches and deploys AI-ESG copilots for assessing Nature Action 100 Company Benchmark Indicators, releasing metrics across various indicators for sustainable intelligence.
A server component within the MCP ecosystem, specifically designed for code-related agent interactions. Hosted on GitHub with documentation.
Freddy AI Copilot features include ticket summarization, reply suggestions, field autofill, similar incident suggestions, resolution note generation, and help article generation.
Maps, inspects, and audits AI-agent markdown ecosystems, including skills, agents, commands, and hooks, as a graph. This GitHub project focuses on visualizing and understanding AI agent interactions.
AutoDev is an AI innovation challenge focused on creating an autonomous AI software engineer capable of operating within live project environments, built using OpenClaw and Umaku.ai.
Kyligence Zen's AI-powered self-service analytics provides an AI copilot for data and metrics to discover new insights and improve decision-making.
SAP is a leading enterprise software company that has launched AI agents across its ERP platform for finance, supply chain, and HR, including the SAP Autonomous Suite and Joule Work.
An open-source MCP server designed to parse game save files, hosted on GitHub.
MCP Agentic Framework is a communication framework for multi-agent collaboration using the Model Context Protocol (MCP), providing a way for agents to communicate and collaborate.
Open source coding agent project hosted on GitHub, aiming to provide an AI agent for coding tasks.
Lance is an AI-powered operations platform for hotels that consolidates guest calls, staff messaging, housekeeping, work orders, and scheduling into a single interface.
Platform for building, sharing, and owning AI agents, with a focus on voice chatbot creation.
Claude Code is Anthropic's agentic coding system, designed to assist with software development tasks through AI-powered code generation and analysis.
HolmesGPT is an SRE Agent and a CNCF Sandbox Project designed for AI Ops, DevOps, and incident management. It leverages LLM agents for incident response and chat ops.
Part of Loop's Logistics Data Platform, this agent handles and manages exceptions within logistics operations.
Honeycomb Canvas is a rebuilt workspace and autonomous agent for debugging nondeterministic LLM and agentic workflows, featuring Agent Timeline for multi-agent visibility.
GitHub is an AI-powered developer platform for building software, offering code search, repositories, user management, and issue tracking.
Amika enables running AI coding agents in local sandboxes, facilitating team collaboration and deployment of applications.
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.
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.
Learn how autonomous agents go beyond bots to deliver cross-functional automation with Agentic Process Automation, as offered by Automation Anywhere.
APIDNA provides vertically-trained agentic systems designed to reliably execute real-world workflows across enterprise environments, focusing on reconciliation, compliance, and process automation.
AI-powered customer service automation agent for e-commerce, handling pre- and post-purchase questions to transform customer experience.
AI agent for enterprise content orchestration. Autonomously reasons through multi-document workflows to search, analyze, and create finished outputs.
Automa is an enterprise-grade AI automation platform for building autonomous AI agents and integrating RPA workflows for complex business operations.
An AI scientist specializing in biomedical research, recognized as a top performer on BixBench, developing tools and agents for scientific discovery.
AI browser automation solutions that enhance web interaction with intelligent tools to streamline workflows and automate repetitive tasks.
Composio, a GitHub repository powering 1000+ toolkits for AI agents, enabling them to interact with various tools and services.
APA Platform provides agentic automation, combining AI and RPA for secure end-to-end enterprise automation of mission-critical processes.
Specific is a cloud platform built for coding agents, enabling them to write code and build the infrastructure required to run it.
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.
QuadC provides an AI Copilot for educators, offering adaptive learning tools to enhance teaching, streamline lesson planning, and support student success in educational and workforce development.
AI agent for life-science professionals that helps extract and synthesize evidence from scientific literature for literature reviews and evidence synthesis.
Hamming AI provides an enterprise platform for automated testing and production monitoring of voice and chat agents, with scenario generation and performance metrics.
Cross-branch semantic conflict detection engine for Git, identifying mismatches in function signatures, HTTP routes, GraphQL schemas, OpenAPI, and protocol buffers before merging.
AI-native platform for mortgage origination that guides borrowers through intake, verifies documents in real-time, and delivers cleaner files to loan officers.
AI agent for searching contracts, part of a platform focused on moving enterprise AI agent projects to production.
GitHub repository likely related to Jido, focusing on integration capabilities and connecting agents with external systems. Includes documentation, pricing, and API documentation.
Humwork provides on-demand human experts as a service for AI agents, accessible via the Model Context Protocol (MCP).
Ogoron provides AI test maintenance for developers, automating test development and maintenance with AI-assisted generation and healing for CI/CD.
Refresh builds Reinforcement Learning environments and datasets for training frontier AI models, partnering with domain experts in software engineering, finance, and healthcare.
Nuanced provides a space for clarifying intent with AI agents before they generate code, helping agents think before they build.
Azilen is an AI development company specializing in creating intelligent, autonomous agents for complex tasks and decision-making, offering tailored AI solutions for enterprises.
Remote desktop software designed for AI agents, enabling them to run on headless Macs within the Apple ecosystem, developed by ex-Apple engineers.
This agent, built with Copilot Studio and Power Platform, automates the bug reporting and updating processes in software development.
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.
RAGFlow is a leading open-source Retrieval-Augmented Generation engine providing a superior context layer for AI agents, built for enterprise with reliable context and an integrated agent platform.
Open-source AI coding agent supporting local-first development, integrating with VS Code, JetBrains, and CLI, and offering access to 500+ models.
Conductor allows the creation of parallel AI coding agents in isolated workspaces, enabling review and merging of their code changes.
AI-powered platform for recording, transcribing, and summarizing meetings, enhancing productivity and knowledge sharing.
An open-source curriculum introducing the Model Context Protocol (MCP) for beginners, covering topics like C#, Java, JavaScript, and MCP server/client implementations.
Parent Communication AI Agent enhances school-parent communication by facilitating interactive data collection, likely through forms or surveys.
Superbar is an AI-powered platform designed to streamline workflows and enhance productivity by managing and automating tasks.
AI-powered solutions designed to automate manual work in pharmacies, aiming to maximize efficiency, increase productivity, and drive revenue growth.
SMS-iT's Agentic AI platform enhances fitness business member engagement through personalized workouts, class scheduling, health tracking, and membership management.
A GitHub repository containing various autonomous agent examples and implementations, exploring different autonomous agent functionalities.
Automatic.co provides Multi-Agent Orchestration Systems for agentic AI automation, enabling businesses to automate complex processes.
HCSS Copilot is a natural language AI assistant designed for the civil construction industry, offering AI tools for construction professionals.
Aisera Copilot is an enterprise AI copilot that enhances employee and customer satisfaction through proactive notifications and customizable workflows, integrating with business applications.
WRITER AI Studio empowers business teams to build AI agents with AI-native governance and interoperability, offering an intelligent interface for enterprise work.
Agent Val in Qualys ETM uses AI for exploitability validation, TruConfirm testing, and TruRisk amplification to accelerate risk reduction in production environments.
All-in-One Messaging App for Mac and Windows, combining multiple messaging services with AI summaries.
Folio3 AI partners with enterprises to navigate AI strategy, engineering, and transformation, offering custom AI solutions with a focus on security.
GitHub is a widely adopted, AI-powered developer platform offering code hosting, collaboration, and CI/CD, enabling millions of developers and businesses to build software.
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.
AppWizzy is a professional platform for building scalable web applications and websites using AI, suitable for creating SaaS products, internal tools, and AI-driven applications.
An AI automation platform that enables users to build and evolve workflow automations using natural language, turning ideas into executable AI agents.
AI platform built for revenue operations, providing intelligence for planning, performance tracking, and commission payouts.
MindsHub by MindsDB is an open platform for running AI agents, providing the infrastructure to host and manage open-source agents with necessary tools and data.
Colosseum's first hackathon focused on AI agent competition, where participants build, submit, and vote on Solana projects created by AI.
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.
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.
Cotera provides a no-code platform for business teams to build and run AI agents connected to their data warehouse, CRM, and 200+ tools.
Idler provides Reinforcement Learning (RL) environments for AI model training and development.
MyWave.ai provides an AI co-worker for enterprises and SMBs that automates and streamlines tasks across any system, simplifying complex processes into manageable steps tailored to business needs.
Tusk is an AI testing platform that generates unit and integration tests for coding agents, acting as an AI verification layer for software development.
CometChat offers an AI copilot and chatbot platform for websites and apps, providing real-time chat, voice, and video calling capabilities.
Synology Chat AI Assistant, an open-source project hosted on GitHub, designed to enhance chat functionalities within Synology environments.
AgenticSeek is a fully local, autonomous AI agent that thinks and browses the web without requiring external APIs or subscription fees.
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.
AIM, an open-source NHI platform for AI agents, providing cryptographic identity, governance, and access control for agent management.
A human-AI system that models expert thinking to assist tutors in real-time, improving student mastery of math topics through effective pedagogy and low-cost support.
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