agent-system

byJaybird Farrow

GENERATE THE COMPLETE AGENTIC OS AGENT LIBRARY Create a modular multi-agent operating system with 100+ reusable agent templates. Each agent should support: AgentSchema: id: string name: string category: string icon: string description: string objective: string personality: string systemPrompt: string inputs: [] outputs: [] memory: shortTerm: true longTerm: true episodic: true tools: [] skills: [] workflows: [] evaluationCriteria: [] handoffAgents: [] permissions: [] tags: [] version: 1.0 1. EXECUTIVE AGENTS Chief Intelligence Officer Skills: Strategic Planning Systems Thinking Resource Allocation Goal Decomposition Executive Decision Support Mission Commander Skills: Objective Management Swarm Coordination Agent Routing Priority Management Escalation Handling Chief of Staff Skills: Task Organization Scheduling Follow-ups Team Synchronization Portfolio Manager Skills: Program Management KPI Tracking Resource Forecasting Project Health Analysis 2. ORCHESTRATION AGENTS Swarm Orchestrator Skills: Agent Selection Agent Chaining Parallel Execution Workflow Creation Dynamic Routing Task Decomposer Skills: Goal Breakdown Milestone Creation Dependency Mapping Complexity Analysis Workflow Builder Skills: BPMN Design Automation Logic State Machines Event Triggering Agent Matchmaker Skills: Agent Discovery Capability Mapping Agent Recommendations 3. RESEARCH AGENTS Deep Research Agent Skills: Literature Review Multi-source Analysis Fact Validation Citation Management Competitive Intelligence Agent Skills: Competitor Research SWOT Analysis Industry Trends Market Research Agent Skills: TAM/SAM/SOM Customer Segmentation Opportunity Analysis Signal Detection Agent Skills: Trend Detection Weak Signal Monitoring Emerging Technology Tracking 4. KNOWLEDGE AGENTS Knowledge Architect Skills: Ontology Design Knowledge Graphs Semantic Mapping Taxonomy Builder Skills: Categorization Classification Systems Metadata Architecture Memory Curator Skills: Long-term Memory Retrieval Optimization Memory Compression Encyclopedia Agent Skills: Knowledge Base Generation Structured Documentation 5. ENGINEERING AGENTS Software Architect Skills: System Architecture API Design Microservices Event Driven Systems Full Stack Developer Skills: Frontend Backend Database Authentication AI Engineer Skills: RAG Fine Tuning MCP Agent Frameworks DevOps Engineer Skills: CI/CD Docker Kubernetes Monitoring QA Engineer Skills: Testing Validation Bug Hunting Regression Analysis 6. PRODUCT AGENTS Product Manager Skills: Roadmaps User Stories Prioritization Product Strategist Skills: Product Vision Market Fit Opportunity Mapping UX Researcher Skills: Personas User Interviews Journey Mapping Feature Designer Skills: Feature Specs Acceptance Criteria 7. DESIGN AGENTS UI Designer Skills: Design Systems Accessibility Mobile First Design UX Architect Skills: User Flows Wireframes Information Architecture Brand Designer Skills: Visual Identity Style Guides Logo Systems 3D Experience Designer Skills: Three.js WebGL Spatial Interfaces 8. CONTENT AGENTS Content Strategist Skills: Editorial Planning Content Mapping Blog Writer Skills: SEO Long Form Writing Storytelling Technical Writer Skills: Documentation API Guides Tutorials Copywriter Skills: Sales Copy Landing Pages Ad Copy 9. MARKETING AGENTS Growth Hacker Skills: Funnel Optimization Virality Conversion SEO Strategist Skills: Technical SEO Content SEO Link Building Social Media Manager Skills: Scheduling Engagement Community Building Email Marketing Specialist Skills: Sequences Automation Lead Nurturing 10. SALES AGENTS Sales Development Rep Skills: Prospecting Qualification Outreach Account Executive Skills: Demos Negotiation Closing Customer Success Manager Skills: Onboarding Retention Upselling 11. FINANCE AGENTS CFO Agent Skills: Forecasting Budgeting Financial Modeling Grant Writer Skills: LOIs Grant Proposals Funding Alignment Investment Analyst Skills: Valuation Due Diligence Risk Assessment 12. LEGAL AGENTS Legal Analyst Skills: Contract Review Compliance Risk Detection Policy Advisor Skills: Governance Regulatory Research IP Strategist Skills: Patents Copyright Licensing 13. EDUCATION AGENTS Course Builder Skills: Curriculum Design Learning Objectives Tutor Agent Skills: Personalized Teaching Assessment Exam Prep Coach Skills: Flashcards Practice Exams 14. SUSTAINABILITY AGENTS Relevant to your sustainability, Blue Community, and regenerative placemaking work. Sustainability Analyst Skills: ESG SDGs Impact Metrics SDG Alignment Expert Skills: SDG Mapping KPI Tracking Regenerative Placemaking Agent Skills: Community Engagement Place-Based Design Stakeholder Mapping Climate Data Analyst Skills: Carbon Accounting Scope 1/2/3 Climate Reporting 15. LAND SURVEYING AGENTS Relevant to Land Surveyors United. Boundary Survey Expert Skills: Legal Descriptions Boundary Analysis GIS Specialist Skills: ArcGIS Spatial Analysis Geodesy Expert Skills: Coordinate Systems Datum Transformations Survey Computation Agent Skills: Traverse Calculations Curve Calculations Adjustments Drone Mapping Specialist Skills: Photogrammetry LiDAR UAV Missions 16. COMMUNITY AGENTS Community Manager Skills: Moderation Member Engagement Event Planner Skills: Scheduling Logistics Promotion Partnership Builder Skills: Outreach Sponsorships Collaboration 17. DATA AGENTS Data Engineer Skills: ETL Data Pipelines Data Scientist Skills: ML Forecasting Analytics Dashboard Builder Skills: Databox KPI Design Data Visualization Visualization Specialist Skills: D3.js Charts Interactive Dashboards 18. CREATIVE AGENTS Story Architect Skills: Narrative Design Worldbuilding Screenwriter Skills: Script Writing Ethnographic Storytelling Experience Designer Skills: Interactive Experiences Gamification 19. AGENT GOVERNANCE AGENTS Governor Agent Skills: Policy Enforcement Risk Controls Ethical Constraints Evaluator Agent Skills: Quality Assurance Output Scoring Auditor Agent Skills: Explainability Traceability Compliance Cost Optimizer Skills: Token Monitoring Budget Optimization These governance and evaluation layers are considered core swarm components in modern organizational intelligence systems. 20. SELF-IMPROVEMENT AGENTS Reflection Agent Skills: Lessons Learned Retrospectives Prompt Optimizer Skills: Prompt Engineering Agent Tuning Agent Evolution Engine Skills: Agent Mutation Skill Discovery Auto Improvement Swarm Intelligence Coordinator Skills: Emergent Behavior Analysis Collective Decision Making Consensus Building Knowledge Sharing Swarm Optimization Inspired by swarm-based agent architectures where specialized agents continuously explore, execute, validate, and evolve. AGENT MARKETPLACE CATEGORIES Add agent templates grouped into: Executive Research Knowledge Engineering Product Design Marketing Sales Finance Legal Education Sustainability Surveying Community Data Creative Governance Automation Simulation Swarm Intelligence ADVANCED AGENT METADATA Capabilities: autonomyLevel: 1-10 reasoningLevel: 1-10 creativityLevel: 1-10 collaborationLevel: 1-10 memoryRequirement: low|medium|high executionMode: sequential parallel swarm autonomous riskLevel: low medium high SWARM READY AGENT TEMPLATE SwarmAgent: role: Specialist mission: Execute assigned objective inputs: [] outputs: [] skills: [] tools: [] memory: true collaborateWith: - Planner - Researcher - Evaluator - Governor evaluate: accuracy completeness usefulness improve: selfReflect learn updateMemory This structure would give your Agentic OS well over 100 reusable agents while keeping them compatible with swarm orchestration, memory, governance, evaluation, and self-improvement loops commonly used in advanced multi-agent systems.

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System Requirements

System Requirement Document
Page 1 of 5

agent-system

Introduction

The agent-system project aims to create a modular multi-agent operating system with over 100 reusable agent templates. This system will automate repetitive cognitive, document, research, collaboration, and decision work across various industries, with a strong emphasis on sustainability as a core principle.

System Overview

The agent-system is designed to be a comprehensive Agentic Operating System (OS) that integrates AI-powered agents to streamline workflows and enhance productivity across multiple domains. The system will support a wide range of industries, including land surveying, artificial intelligence, sustainability, grant writing, urban planning, research, software products, education, digital communities, and entrepreneurship. Sustainability will be integrated into the platform's design, development, and operational requirements, ensuring that all processes and outputs align with sustainable practices and principles.

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Functional Requirements

  • As a User, I should be able to access a library of over 100 reusable agent templates.
  • As a Developer, I should be able to create and modify agents using the AgentSchema.
  • As a Sustainability Analyst, I should be able to track ESG metrics and SDG alignment.
  • As a User, I should be able to automate repetitive cognitive, document, research, collaboration, and decision work.
  • As a Land Surveyor, I should be able to use AI agents for boundary analysis, GIS, and CAD tasks.
  • As a Researcher, I should be able to use AI agents for literature reviews, citation management, and hypothesis generation.
  • As a Grant Writer, I should be able to use AI agents for proposal writing, compliance checking, and impact analysis.
  • As a Community Manager, I should be able to use AI agents for moderation, content curation, and relationship mapping.
  • As an Educator, I should be able to use AI agents for personalized teaching and skill mapping.
  • As an Entrepreneur, I should be able to use AI agents for market monitoring, competitor analysis, and roadmap evolution.
  • As an Urban Planner, I should be able to simulate city planning scenarios using digital twin technology.
  • As a User, I should be able to integrate sustainability principles into all aspects of the platform's operation.

User Personas

  • Developer: Responsible for creating and modifying agents using the AgentSchema.
  • Sustainability Analyst: Focuses on tracking and aligning ESG metrics and SDGs.
  • Land Surveyor: Utilizes AI agents for surveying tasks and project management.
  • Researcher: Engages in academic and scientific research using AI tools.
  • Grant Writer: Develops and submits grant proposals with AI assistance.
  • Community Manager: Manages online communities and enhances engagement.
  • Educator: Provides personalized learning experiences and skill development.
  • Entrepreneur: Innovates and manages business strategies using AI insights.
  • Urban Planner: Designs and simulates urban development projects.
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Core User Flows

  • Developer creates agent -> modifies AgentSchema -> deploys agent to library
  • Sustainability Analyst tracks ESG metrics -> aligns with SDGs -> generates sustainability reports
  • Land Surveyor inputs data -> AI agents perform analysis -> outputs project results
  • Researcher conducts literature review -> AI agents manage citations -> generates research insights
  • Grant Writer drafts proposal -> AI agents check compliance -> submits proposal
  • Community Manager moderates content -> AI agents curate discussions -> enhances community engagement
  • Educator assesses student -> AI agents generate learning path -> delivers personalized education
  • Entrepreneur monitors market -> AI agents analyze competitors -> updates business roadmap
  • Urban Planner simulates city scenario -> AI agents analyze data -> proposes urban development plan

Visuals Colors and Theme

  • primary: #2A9D8F (Emerald Green)
  • primary_light: #A8DADC (Light Aqua)
  • secondary: #E76F51 (Coral)
  • accent: #F4A261 (Sandy Orange)
  • highlight: #E9C46A (Golden Yellow)
  • bg: #F1FAEE (Off White)
  • surface: rgba(42, 157, 143, 0.8)
  • text: #264653 (Deep Teal)
  • text_muted: #8D99AE (Muted Gray)
  • border: rgba(233, 69, 96, 0.2)
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Signature Design Concept

Interactive Sustainability Dashboard: The homepage will feature an interactive sustainability dashboard that visualizes real-time data on ESG metrics and SDG alignment. Users can click on different sections of the dashboard to explore detailed reports and insights. The dashboard will use d3 for dynamic data visualization, allowing users to interact with graphs and charts that update in real-time. Hovering over data points will reveal additional information, and users can drag and drop elements to customize their view. The design will incorporate the project's color palette, creating a cohesive and engaging user experience.

Interaction Model & Motion Direction

  • Intended Interaction Model: Parallax
  • Internal Pages: Static
  • Distinctive Core Mechanic: Each section on the landing page will feature a unique interactive element, such as a scroll-triggered ESG metric graph, a kinetic typography introduction to sustainability principles, and a WebGL shader for visualizing environmental impact.

Non-Functional Requirements

  • The system must support high availability and scalability to accommodate a growing number of users and agents.
  • The platform should ensure data security and privacy, adhering to relevant regulations and standards.
  • The system should be designed for ease of use, with intuitive navigation and user-friendly interfaces.
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Tech Stack

  • Frontend: React for Web
  • Backend: Python, FastAPI
  • Database: MySQL or MariaDB, with alembic for migrations
  • AI Models: GPT 5.4 for user-friendly responses, Claude 4.6 Opas for academic or coding work
  • AI Tools: Litellm for LLM Routing, Langchain
  • Local Orchestration: Docker, docker-compose
  • Server-side Orchestration: Kubernetes

Assumptions and Constraints

  • The system assumes users have access to modern web browsers and internet connectivity.
  • The platform will be developed with sustainability as a core principle, influencing design, development, and operational decisions.
  • The system will prioritize integration with existing AI and sustainability tools and frameworks.

Glossary

  • Agentic OS: A modular operating system that utilizes AI agents to automate tasks.
  • ESG: Environmental, Social, and Governance metrics used to evaluate sustainability.
  • SDG: Sustainable Development Goals set by the United Nations.
  • Digital Twin: A virtual representation of a physical object or system used for simulation and analysis.
Landing: View Platform
Login: Sign In
Dashboard: View Community Health
Community OS: Open Workspace
Community OS: Moderate Content
Community OS: Curate Discussions
Community OS: View Relationship Graph
Community OS: Send Newsletter
Community OS: Review Engagement
Agent Library: Browse Community Agents
Community OS: Configure Expert Finder