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Automating the world-economy with agents 🤖🤖🤖 Website: https://t.co/bAkrw0QuS4 Docs: https://t.co/2oFb254VTv Community: https://t.co/hOIBZPa4tP
Jun 19 14 tweets 8 min read
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 ⬇️🧵 Image 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.worldImage
Jun 14 6 tweets 3 min read
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…Image
Jun 3 10 tweets 7 min read
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⬇️ 🧵Image 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…Image
May 9 7 tweets 5 min read
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 ⬇️🧵 Image 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…Image
Apr 29 6 tweets 4 min read
Our ultimate vision is to automate the world-economy by providing enterprise-grade infrastructure organizations need to build, deploy, and scale agents.

We're equipping organizations with powerful SDKs, flexible frameworks, and robust APIs to seamlessly integrate agents into their applications.

Explore our suite of tools and get started now ⬇️🧵Image 2 /

Swarms Python Framework 🤖🐍🤖

Our Python framework is our most battle-tested solution, built over 4 years and thousands of iterations.

⎆ Build and configure agents with extreme precision using names, system prompts, tools, RAG, and much more

⎆ Select from our orchestration mechanisms like SequentialWorkflow or ConcurrentWorkflow for multi-agent collaboration

⎆ Deploy scalable agent applications with enterprise-grade reliability and performance

Github: github.com/kyegomez/swarms

Docs: docs.swarms.world
Apr 26 10 tweets 4 min read
Introducing ReasoningAgentRouter 🤖🧠🤖

ReasoningAgentRouter abstracts and orchestrates powerful reasoning agents — including Reasoning Duo, Self-Consistency, Iterative Reflective Expansion aGENT, and Agent-as-a-Judge — enabling users to select the optimal reasoning method for each task.

Learn More ⬇️🧵Image 2 /

System Architecture Overview:

The ReasoningAgentRouter hosts a vast selection of specialized reasoning swarms such as:

⎆ Reasoning Duo
⎆ Self-Consistency Agent
⎆ Iterative Reflective Expansion (IRE)
⎆ ReflexionAgent
⎆ AgentJudge

It abstracts complexity while optimizing for performance, reliability, and adaptability.Image
Apr 20 6 tweets 4 min read
Swarms x @binance

We've pioneered the first reliable MCP server for the @binance, enabling enterprise-grade real-time coin data analysis and automated trade execution within the production-ready swarms-rust framework.

Learn more about about the latest updates in Swarms Rust ⬇️

A Thread 🧵 2 /

This video demonstrates an agent leveraging Binance's public API to analyze financial data for a specific cryptocurrency and generate a comprehensive analysis report.

The functionality builds upon our MCP integration that was presented earlier this week!
Apr 13 11 tweets 6 min read
Let's Explore the Swarms Stack 🤖📚🤖

We provide enterprise-grade infrastructure that powers the full lifecycle of AI agent applications.

From development to deployment and scaling, our production-ready infrastructure stack delivers multi-agent systems with industrial-grade reliability and performance.

Learn More ⬇️🧵Image 2 /

The Swarms ecosystem consists of four foundational pillars:

(1) Core Framework
(2) Platform & Tools
(3) Enterprise Infrastructure
(4) Deployment Solutions.

Let's examine each component that makes Swarms the premier choice for AI orchestration.
Dec 23, 2024 6 tweets 3 min read
Introducing Swarms [6.7.6]

New Features ✨

⎆ GroupChat: multi-agent conversations with customizable patterns, parallel processing, and seamless tracking.

⎆ SwarmRearrange: Orchestrate multiple swarms in custom sequential or parallel flows.

⎆ Many bug fixes

Thread 🧵 ⬇️ Image 2 /

First get swarms on your system with:

$ pip3 install -U swarms

And, check out our installation docs: buff.ly/3WjgVRqImage
Dec 21, 2024 12 tweets 5 min read
Get started building Swarms—a framework for orchestrating multi-agent systems—with our easy-to-follow tutorials and video guides.

🛠️ Let’s build together! 🧵👇 2 /

Introducing AutoHedge: A Fully Autonomous Hedge Fund Operated by Swarms of Agents 🤖📈🤖

buff.ly/4gPfu4WImage