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.
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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:
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 ⬇️🧵
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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.
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 ⬇️🧵
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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
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.
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System Architecture Overview:
The ReasoningAgentRouter hosts a vast selection of specialized reasoning swarms such as:
It abstracts complexity while optimizing for performance, reliability, and adaptability.
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 🧵
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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.
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The Swarms ecosystem consists of four foundational pillars: