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Every feature, every decision, and every line of code in the Swarms API is guided by a set of core principles. These principles ensure we build tools that are powerful, accessible, and aligned with our mission of building the agent economy.

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Core Principles

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1. Developer-First

Developers are our foundation. We build for developers who are creating the future, and we prioritize their experience above all else. What this means:
  • Intuitive APIs - Clear, consistent interfaces that feel natural to use
  • Comprehensive documentation - Detailed guides, examples, and references
  • Fast iteration - Tools that let you build and test quickly
  • Transparent behavior - Predictable, well-documented functionality
  • Community feedback - We listen and respond to developer needs
In practice: 
# Simple, intuitive API design
client = SwarmsClient(api_key=api_key)
result = client.agent.run(
    agent_config={...},
    task="Your task here"
)

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2. Power Through Simplicity

Complex problems don’t require complex solutions. We believe the best tools are powerful yet simple—they handle complexity internally while presenting a clean interface. What this means:
  • Abstraction over configuration - Sensible defaults that work for most cases
  • Progressive disclosure - Simple for beginners, powerful for experts
  • Minimal boilerplate - Get started quickly, customize when needed
  • Clear mental models - Concepts that map to how you think about problems
Example: You can start with a simple agent configuration and gradually add complexity as needed: 
# Simple - works out of the box
agent_config = {
    "agent_name": "Assistant",
    "system_prompt": "You are helpful.",
    "model_name": "gpt-4o-mini"
}

# Advanced - when you need more control
agent_config = {
    "agent_name": "Specialist",
    "system_prompt": "You are an expert...",
    "model_name": "claude-sonnet-4",
    "tools_list_dictionary": [...],
    "max_loops": 5,
    "temperature": 0.7
}

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3. Scale Without Compromise

Performance and scale shouldn’t be trade-offs. You shouldn’t have to choose between building something that works and something that scales. What this means:
  • Built for scale - Handle everything from prototypes to production systems
  • Efficient by default - Optimized runtime and resource management
  • No artificial limits - Scale from one agent to thousands seamlessly
  • Production-ready - Reliability and performance you can depend on
Capabilities:
  • Support for 10,000+ agents in a single swarm
  • Ultra-optimized execution runtime
  • Concurrent processing for maximum efficiency
  • Enterprise-grade reliability and uptime

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4. Open and Extensible

The best platforms are platforms others can build on. We provide the foundation, and you build what matters to you. What this means:
  • Flexible architecture - Support multiple workflow patterns and use cases
  • Tool integration - Extend agent capabilities with custom functions
  • Multi-model support - Choose the right model for each task
  • API-first design - Build integrations with any language or framework
  • Community-driven - Open to contributions and feedback
Extensibility: 
# Add custom tools to extend agent capabilities
tools = [
    {
        "type": "function",
        "function": {
            "name": "custom_analysis",
            "description": "Perform specialized analysis",
            "parameters": {...}
        }
    }
]

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5. Transparent and Honest

Trust is built through transparency. We’re honest about capabilities, limitations, pricing, and our roadmap. What this means:
  • Clear pricing - No hidden fees, transparent cost structure
  • Honest limitations - We tell you what works and what doesn’t
  • Open communication - Regular updates and clear roadmap
  • Fair practices - Ethical use, responsible AI, user privacy
Transparency in action:
  • Detailed pricing breakdowns
  • Clear rate limits and quotas
  • Open API specifications
  • Regular changelog updates

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6. Safety and Responsibility

Powerful tools require responsible stewardship. We build with safety, security, and ethical considerations from the ground up. What this means:
  • Security first - Enterprise-grade security and compliance
  • Ethical AI - Responsible use and deployment practices
  • User privacy - Protection of user data and information
  • Access controls - Granular permissions and governance
Security features:
  • API key authentication
  • Encrypted data transmission
  • Rate limiting and abuse prevention
  • Enterprise compliance features

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Design Decisions

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Why REST APIs?

REST APIs are universal, language-agnostic, and work with any toolchain. They’re the foundation that makes our platform accessible to everyone.

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Why Multiple Workflow Patterns?

Different problems require different approaches. Sequential workflows for pipelines, concurrent for parallel processing, hierarchical for complex decision-making. We support them all.

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Why Multi-Model Support?

No single model is perfect for every task. By supporting OpenAI, Anthropic, and Groq, you can choose the right tool for each job.

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Why Agent-to-Agent Communication?

True multi-agent systems require agents to communicate, share information, and collaborate. This isn’t just multiple agents—it’s a coordinated team.

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Why Developer Experience Focus?

Developers are the builders of the agent economy. By making their experience exceptional, we accelerate the entire ecosystem.

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Evolution and Learning

Our design philosophy isn’t static. As we learn from developers, observe how the platform is used, and see new patterns emerge, we evolve our approach. We’re always learning:
  • From developer feedback and feature requests
  • From usage patterns and performance data
  • From the broader AI and agent ecosystem
  • From our own experiments and research
We adapt:
  • Adding new workflow patterns as needs emerge
  • Improving APIs based on developer feedback
  • Optimizing performance based on real-world usage
  • Expanding capabilities as the ecosystem grows

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Building Together

Our design philosophy guides us, but the platform is shaped by everyone who uses it. Your feedback, your use cases, and your innovations inform how we build. We want to hear from you:
  • What works well and what doesn’t
  • What features you need
  • What patterns you’re discovering
  • What challenges you’re facing
Join Our Community → Share Feedback →
Built with intention. Designed for impact. The Swarm Corporation