Swarms + X402 Integration: Quick Start Guide 👾💸

x402 introduces a seamless way to monetize your agents through cryptocurrency-based micropayments, enabling developers to charge for access without relying on traditional payment infrastructure.

Easily integrate X402 payments into your agentic systems with this simple, step-by-step guide.

Learn more ⬇️🧵 2 /

First, install the necessary dependencies for your agentic system

You'll need swarms, fastapi, and the x402 package for the server.

Who Are We?

What Is Our Mission and Values?

Our mission is to lay the foundation for the agent economy by developing the most reliable, production-grade agent infrastructure tools.

We provide bleeding-edge multi-agent architectures, agent-to-agent communication protocols, optimized agent runtimes, and advanced memory systems.

Learn more about us and our offerings below ⬇️ 🧵 2 /

Our organization was founded over three years ago to address the limitations of individual agents and to enable a future where agents can collaborate and operate at scale.

Before Swarms, individual agent systems faced challenges that prevented production deployment, including context window limitations, hallucinations, and the inability to handle multiple tasks simultaneously, among other issues.

Over the past three years, we have developed the world's simplest, most powerful, and scalable suite of agent infrastructure tools.

Analyzing Multi-Agent Communication Methods 👾⏤👾

This thread dives into the various diverse types of multi-agent communication patterns such as direct, file-based, database, message broker, and other approaches.

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Direct Communication:

LLMs can exchange data via direct API calls (REST, gRPC) or sockets using JSON/Protobuf payloads.

Offers low-latency, point-to-point interaction for simple agent setups.

Scales poorly for large systems due to tight coupling and coordination overhead.

Introducing Swarms 8.5.0 👾👾👾

Our latest update introduces a new multi-agent orchestration mechanism, SocialAlgorithms, along with enhancements to AOP, numerous other improvements, and bug fixes, delivering a smoother and more intuitive experience for agent builders.

Learn more ⬇️🧵 2 /

All-New: SocialAlgorithms

The Social Algorithms framework provides a flexible system for defining custom social algorithms that control how agents communicate and interact with each other in multi-agent systems.

This framework allows you to upload any arbitrary social algorithm as a callable that defines the sequence of communication between agents.

Docs: docs.swarms.world/en/latest/swar…

Introducing Swarms 8.4.0 👾👾👾

Our latest update features an 80% faster download time, a new multi-agent deployment framework, AOP, and enhancements to existing architectures, such as AgentRearrange.

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⚡️ Blazingly Fast Download Speed

We have removed four packages from Swarms, resulting in an 80% faster download time.

Docs: docs.swarms.world/en/latest/swar…

Introducing Swarms 8.3.0

We're thrilled to announce our latest update, featuring new enhancements from the past 15 days.

We shipped all-new multi-agent architectures, Multi-Agent Execution Utilities, new examples, updated documentation, improvements, and much more!

Learn more ⬇️🧵 2 /

All-new: BatchedGridWorkflow

The BatchedGridWorkflow is an all-new multi-agent orchestration pattern that executes tasks in a batched grid format, where each agent processes a different task simultaneously.

This workflow is particularly useful for parallel processing scenarios where you have multiple agents and multiple tasks that can be distributed across them.

Docs: docs.swarms.world/en/latest/swar…

Effortlessly Integrate Multiple MCP Servers into your Agents with Swarms 👾

Learn more ⬇️ 2 /

First, download the swarms package.

pip3 install -U swarms

Docs: docs.swarms.world/en/latest/swar…

Introducing Swarms Python Update [8.2.0]

This major Swarms framework update introduces Claude Agents Compatibility, an enhanced AgentLoader class for loading thousands of agents, along with various new improvements and bug fixes!

Learn more ⬇️🧵 2 /

All-New [Reasoning Integration]

Added advanced reasoning capabilities for improved agent decision-making and logical processing

Docs: docs.swarms.world/en/latest/

Let's reshare the story of Swarms.

Many people don't realize that Swarms was one of the first agent frameworks ever created more than 3 years ago.

Swarms has inspired countless frameworks, including CrewAI, OpenAI's Swarm, Autogen, Agno, and Langraph all of which are descendants of Swarms.

Learn more 🧵👇 2 /

Swarms was originally conceived after the release of the Chain of Thought paper.

Our founder, @KyeGomezB, implemented the Chain of Thought paper while working on open-source AI research.

He would then go on to implement Tree of Thoughts, Algorithm of Thoughts, and countless other AI model architectures and prompting techniques.

He discovered that, regardless of how intelligent individual LLMs were, they needed to collaborate to enhance their performance, reduce hallucination, handle multiple tasks concurrently, and increase the memory capacity.

Github: github.com/kyegomez/swarms

Introducing Swarms [v8.1.0],

Our latest Swarms update significantly enhances reliability and performance at scale, paving the way for large-scale multi-agent simulations and structures.

Learn more ⬇️🧵 2 /

All-New: SenatorAssembly

We've introduced the SenatorAssembly, a simulation featuring agents modeled after the 100 U.S. senators.
Use Cases:

> Predict senator votes before official tallies.
> Simulate an autonomous democratic system.
>Model committee hearings.

Example: github.com/kyegomez/swarm…

Introducing Swarms Rust Update [0.2.0] 🦀🤖

We're thrilled to announce the latest updates to our Rust framework, including all-new multi-agent architectures, enhanced logging modules, bug fixes, and various improvements!

Learn more ⬇️ 🧵 2 /

All-New: AgentRearrange is Here

AgentRearrange is a multi-agent framework that allows you to customize how agents interact based on their names and specific symbols. For example, -> denotes sequential communication, while commas (,) indicate parallel communication.

Examples:

Flow 1: analysis_agent -> research_agent -> paper_writer_agent

(Agents communicate sequentially in the specified order.)

Flow 2: risk_agent -> quant_agent_one, quant_agent_two

(The risk agent communicates with quant_agent_one and quant_agent_two in parallel.)

Example: github.com/The-Swarm-Corp…

New Swarms Products Are Coming Soon 👾

We will soon release all-new SDK packages in new languages, enabling over 40 million developers to build multi-agent systems. 🙌

⎆ Swarms Typescript
⎆ Swarms Go
⎆Swarms Java
⎆ Swarms Kotlin

Swarms will soon be accessible via the largest programming languages and ecosystems 📈

Stay tuned : ) 2 /

Get started building enterprise-grade agentic applications with the swarms stack ⚙️

Swarms Python: github.com/kyegomez/swarms

Swarms Rust: github.com/The-Swarm-Corp…

Swarms API: docs.swarms.ai

Learn How to Build Agents with OpenAI's Latest Model, GPT-OSS ⬇️

In this thread, we showcase how to build agents with GPT-OSS in two ways: self-hosted on your own hardware or through @GroqInc's cloud!

Learn more ⬇️ 2 /

Run GPT OSS On Your GPU with @huggingface Transformers

> Build a class with a run method (task: str)
> Plug into the Agent(llm=GPTOSS)
> Run the agent

Link: github.com/kyegomez/swarm…

Github: github.com/kyegomez/swarms

Benefits of Becoming a Vendor on the Swarms Marketplace 📈🏪

Learn about the benefits the Swarms Marketplace has to offer agent vendors, such as one-click sharing, flexible monetization options, comprehensive analytics, and much more!

Learn more ⬇️ 🧵 2 /

Why Swarms Marketplace?

Here’s why it’s the ideal platform for you to sell your agents, prompts, and tools:

⎆One Click Streamlined Sharing and Deployment
⎆Flexible Monetization Options:
⎆In-Depth Analytics for Performance
⎆Global Competition and Recognition:
⎆Amplified Reach Through Social Integration
⎆Collaborative Feedback System

Get started Now: swarms.world

Introducing the Latest Swarms Marketplace Updates 🤖🏪🤖

Over the past 17 days, we’ve made significant improvements to the marketplace’s functionality, user experience, and platform stability.

Learn more ⬇️🧵 2 /

New Feature: Live Ticker Tape

Stay up to date with the top-rated prompts, agents, and tools — now streaming in real time across the top of the marketplace. Click any item on the ticker to explore its dedicated page instantly.

Check it out: swarms.world

Introducing Swarms Update [7.9.0] 🤖🤖🤖

The latest swarms update provides all-new advanced multi-agent architectures, enhanced features, bug fixes, improved documentation, and more!

Learn More: A Thread 🧵⬇️ 2 /

All-New Multi-Agent Architecture: InteractiveGroupChat

The InteractiveGroupChat is a sophisticated multi-agent system that enables interactive conversations between users and AI agents using @ mentions. This system allows users to direct tasks to specific agents and facilitates collaborative responses when multiple agents are mentioned.

Docs: docs.swarms.world/en/latest/swar…

Example: docs.swarms.world/en/latest/swar…

Swarms Marketplace Payments Are Live

Monetize your prompts, agents, and tools with our latest update! Plus, explore the new billing history page to track purchases and more ✨

Learn more: [A Thread 🧵] 2 /

How to Start Selling Prompts, Agents, or Tools

> Share Your Content: Submit a prompt, agent, or tool that has earned a 4- or 5-star rating from multiple users.

> Quality Evaluation: Your submission will be reviewed by the marketplace's agents to ensure it meets our quality standards.

> Begin Selling: Once approved, your prompt, agent, or tool will be eligible for listing on the marketplace.

> Monetize and Earn!

Now, let's learn more about the user experience ⬇️

Swarms Marketplace Update 🏪

We’re excited to announce the most extensive and comprehensive update to the Swarms Marketplace Ever.

This release includes a complete redesign, new features, an improved user experience, and much more.

Learn More Now ⬇️🧵 2 /

All-New Homepage

The Swarms Marketplace homepage has been redesigned to be simpler, more intuitive, and more accessible.

> Color-coded prompts, agents, and tools
> Enhanced borders for the search box
> Caching for improved speed

Link:

Let us know your thoughts 💭swarms.world

Swarms Marketplace Updates 🤖🏪🤖

Our latest marketplace updates features significant design and user experience enhancements ✨

> All-New Profile Pages: Showcase your prompts, agents, and tools with all-new, user-friendly profile layouts.

> Enhanced Search Functionality: Enjoy a streamlined search experience with an upgraded search box in the navigation bar.

> Performance Boost: Benefit from various bug fixes and overall speed improvements for a smoother experience.

Learn More Now ⬇️🧵 2 /

Introducing All-New Profile Pages 🙇🙇‍♀️

In our latest update, we're proud to introduce all-new profile pages that showcase all of a user's public prompts, agents, and tools!

> View a user's total works, including all prompts, agents, and tools they have published.

> Share profiles on Twitter, Reddit, and more.

> Discover users' reward tiers, such as Contributor,
Community Contributor, Expert, and other tiers.

> Filter works by agents, prompts, or tools.

Check it out: swarms.world/users/swarms12…

Introducing Swarms 7.8.0

We are pleased to announce the release of Swarms 7.8.0, one of our most comprehensive updates EVER.

This update delivers substantial enhancements, including optimized multi-tool functionality with callable support, expanded MCP compatibility, and a range of additional improvements designed to elevate performance and user experience.

Learn More⬇️ 🧵 2 /

Agent Tooling Enhancements in Swarms 7.8.0 🛠️

The Swarms 7.8.0 release significantly optimizes agent tool performance, achieving a tool execution latency reduction of up to 7x. Tool invocation now supports streamlined integration of typed, docstring-annotated callable functions. Key improvements include:

⎆ Reduced Tool Processing Latency: Optimized execution pipeline for enhanced throughput.

⎆ Parallelized Function Execution: Improved concurrency for faster processing of multiple tools.

⎆ Simplified Tool Integration: Agents now support direct assignment of callable lists via agent.tools = [list_of_callables].

Docs: docs.swarms.world/en/latest/swar…

Examples: github.com/kyegomez/swarm…

Swarms API Updates 🤖⚡️🤖

We're excited to announce major enhancements to the Swarms API! Introducing intelligent dynamic caching, flex processing, a powerful new agent completion endpoint, and more!

Learn More Now ⬇️🧵 2 /

Introducing Flex Processing 🌊

Flex Processing is a cost-optimized tier in the Swarms API designed for non-urgent AI workloads. It offers significant cost savings through a combination of token discounts and intelligent processing features.

Key Features:
• 75% discount on input and output token costs
• 75% night-time discounts (8PM-6AM PST)
• Automatic retries with exponential backoff (up to 3 attempts)
• Extended timeout window (15 minutes vs 5 minutes in standard tier)
• Perfect for batch processing and background tasks

Use Cases:
• Large-scale data processing
• Non-time-sensitive AI tasks
• Batch operations
• Cost-sensitive applications
• Background processing jobs

The Flex Processing tier automatically handles resource constraints and implements smart retry logic, making it ideal for applications where immediate response time isn't critical but cost efficiency is paramount.

Get started: docs.swarms.world/en/latest/swar…