All-New Swarms Cloud Updates 👾☁️

Over the past few days, we've shipped major upgrades to Swarms Cloud, including an all-new token usage dashboard, new model pages, and much more.

These updates make it easier for developers and enterprises to monitor usage, discover new models, deploy agents, and scale multi-agent workflows through a unified platform.

Learn more ⬇️🧵 2 /

Token Usage Observability 🪙🔬

The Token Usage dashboard provides enterprises with complete visibility into token consumption across agents, workflows, and API usage.

Highlights:
- Usage Tracking: Monitor tokens, requests, and AI spending across your organization.

- Agent Analytics: Analyze usage by agent and workflow to optimize resources.

- Flexible Filtering: Filter data by time, API key, agent, or workflow.

- Cost Visibility: Track AI infrastructure costs and spending patterns in real time.

Link: cloud.swarms.world/token-usage

Happy Independence Day, America 🇺🇸🎇

Without the freedoms and opportunities created by this country, Swarms would not exist.

Today we celebrate the founding of the United States and the ideals of liberty, entrepreneurship, and innovation that continue to make ambitious companies like ours possible.

From all of us at Swarms, Happy Fourth of July 🇺🇸 🎇

As we celebrate America’s 250th birthday with our community, we’re rolling out a series of special updates and limited-time offers across the Swarms ecosystem.

Learn more below ⬇️🧵 2 /

Introducing Freedom Mode 👾🇺🇸

In celebration of Independence Day, we’re opening up full access to Swarms Cloud for a limited time.

From now until July 6 at 11:59 PM PT:

- All Swarms API requests are free for every user

- Pro and Premium endpoints are fully unlocked across the platform

- Thousands of models, including Fable, GPT-5.5, Opus, and more, are available at no cost

- Build, benchmark, and iterate on agents without worrying about credits or limits

If you’re shipping your first agent or running production-scale multi-agent systems, Freedom Mode is the fastest way to explore everything the Swarms Cloud can do.

No barriers. No cost. Just building.

Happy Fourth of July 🇺🇸

Get started here: swarms.ai/api

Introducing Open Agent Bazaar 👾🏪

An open-source Swarms implementation of the newly released paper: "Agent Bazaar: Enabling Economic Alignment in Multi-Agent Marketplaces"

We built a lightweight, accessible implementation to democratize the core marketplace simulations introduced in the paper making it easy for researchers and builders to experiment with economically aligned multi-agent systems in practice.

The goal is simple: accelerate open research into agent economies, coordination, pricing, incentives, and decentralized collaboration at scale.

Learn more below ⬇️ 🧵 2 /

Under the hood, Open Agent Bazaar simulates two economically adversarial multi-agent environments entirely with Swarms primitives.

The first scenario, “The Crash,” models firms competing in a partially observable market where agents iteratively undercut one another until prices collapse below sustainable margins reproducing the LLM-native analog of flash-crash dynamics.

The second, “The Lemon Market,” simulates coordinated Sybil sellers manipulating reputation systems to extract surplus from buyers through deceptive listings and identity rotation.

To measure alignment, we implemented the paper’s Economic Alignment Score (EAS), which compresses market stability, integrity, welfare, and profitability into a single scalar metric enabling direct comparison across models and harnesses.

This allows researchers to evaluate whether stronger reasoning models actually produce healthier economic behavior inside autonomous agent marketplaces.

Github: github.com/The-Swarm-Corp…

Introducing Yuki

Yuki is the Swarms Marketplace companion that helps you explore new products, get instant support, and navigate the platform with ease.

Yuki is available on every page with no setup or searching required, and delivers fast, context aware answers based on the product, pricing, and page you are viewing.

Highlights:
• Context-aware on every product (agent or prompt)

• Live marketplace data (highest rated, top sellers, Frenzy agents)

• Extended reasoning with visible thinking trace

• Persistent chat across sessions (no login)

Yuki is live now on the swarms marketplace🙌

Learn more ⬇️🧵 2 /

Yuki is Fully Context Aware📄

When you open Yuki on any agent, prompt, or tool page, she has already loaded that product's name, description, pricing, use cases, tags, and creator, and she knows your account state too.

Every conversation is automatically scoped to exactly what you are looking at, not a generic overview of the platform.

Every response is informed by who you are, what you are viewing, and where you are.

And, a live page label inside the widget shows you exactly what context she is operating with.

How to Enable Your Agent to Tokenize Itself via the Swarms Launchpad 👾🦀

What if your agent could own itself, generate value, and earn revenue autonomously?

In this thread, we’ll show you how to use the Swarms Launchpad to turn your agent into a tokenized, onchain asset that can generate revenue autonomously.

You’ll learn how to:

- Tokenize your agent

- Publish it on the swarms marketplace

- Enable autonomous revenue streams

- Scale distribution across the agent economy

Works seamlessly with OpenClaw, Claude Code, Codex, Cursor, and other leading agents.

Learn more below⬇️ 🧵 Step 1 /

Get your Swarms API Key:

Link: swarms.world/platform/api-k…

All-New in Swarms API: OpenAI-Compatible Completions Endpoint

The Swarms API is now OpenAI-compatible via /v1/chat/completions, mapping directly to agent completions. Every request runs as a full agent—just change two lines.

Highlights:

> Direct mapping to /v1/agent/completions with identical execution and billing

> Unified endpoint with built-in routing, token tracking, billing, and logging

> Drop-in compatible with existing OpenAI SDKs

> Support for over 1,000+ Models from OpenAI, Anthropic, Gemini, and Many others

Learn more ⬇️ 2 /

How it works 📄

Every request routes from the OpenAI Compatible endpoint routes to the full Swarms agent, giving you a feature set that goes far beyond what a standard completions endpoint provides all through the same familiar OpenAI interface you already use.

Highlights
• 1,000+ models in one endpoint
• Dynamic context optimization
• Native multimodal support
• Real-time streaming (SSE)
• Cross-region, low latency
• Built-in token tracking & billing

Learn more: docs.swarms.ai/docs/documenta…

Introducing The Swarms Status Portal

This page is built to give customers, partners, and enterprise teams continuous, real-time visibility into the operational health of Swarms services running in production environments.

As Swarms becomes core infrastructure for autonomous agent systems, transparency and reliability are non-negotiable.

Powered by @BetterStackHQ

Learn more ⬇️🧵 2 /

The Swarms Status Page will serve as the authoritative source for all platform-level communications, including:

• Live service availability and uptime metrics

• Scheduled maintenance and infrastructure upgrades

• Incident reports, historical timelines, and post-incident analysis

This ensures teams can confidently build, deploy, and operate at scale with full operational awareness.

Link: status.swarms.ai

Introducing Swarms [8.8.0] Update 👾👾👾

Our Latest update introduces new agent-level features, advanced agent routing strategies, deeper marketplace integration, and improved execution persistence.

The platform has been hardened for long-running, large-scale agent systems, while documentation and tutorials have been expanded to reflect real-world deployment patterns.

Learn more ⬇️🧵 2 /

[FEAT] Marketplace Prompt Fetching

Agents can now fetch and load prompts directly from the Swarms Marketplace, enabling dynamic prompt reuse, sharing, and versioned prompt orchestration across deployments.

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

Introducing Voice-Agents: An All-New Enterprise-Grade Voice Agent Framework 🗣️👾

Building voice-enabled agentic workflows just got easier, faster, and more reliable.

Voice-Agents is an all-new production-ready Python framework that provides seamless integration with multiple TTS/STT providers, real-time streaming, and everything you need to build conversational agentic assistants.

> Multi-provider support: OpenAI, ElevenLabs, and Groq

> Real-time streaming for low-latency agent interactions

> Production-ready with enterprise-grade logging, telemetry, and error-handling

Learn more ⬇️🧵 2 /

Multi-Provider TTS Support

Switch between providers effortlessly with a unified API. Whether you need OpenAI's natural voices, ElevenLabs' expressive options, or Groq's fast inference, Voice-Agents handles it all with consistent interfaces.

> 10+ OpenAI voices (alloy, nova, shimmer, and more)
> 30+ ElevenLabs voices with advanced voice control
> Unified stream_tts() function works across all providers

Examples: github.com/The-Swarm-Corp…

Introducing the Swarms Foundry Program 👾📈

Through this program, we're helping select teams transform AI agent concepts into commercially viable, enterprise-scale businesses.

With access to our hardened infrastructure stack, funding, go-to-market execution, and integrated monetization through the Swarms Launchpad, Foundry teams are built to scale from day one.

Build. Deploy. Monetize.

Learn more now ⬇️🧵 2 /

The core problem in today’s AI and crypto landscape is economic, not technical.

Teams are building increasingly capable agents, but without distribution, pricing, or settlement infrastructure, those agents remain isolated tools dependent on speculative launches rather than real revenue.

Introducing Swarms 8.7.0 👾🚀👾

This is one of our largest and most comprehensive updates ever. We’ve spent the last 30 days working on this incredible release.

This update introduces powerful new multi-agent architectures such as LLMCouncil and DebateWithJudge, along with significant improvements to existing ones like GraphWorkflow and much more.

In addition, we’ve squashed 7 critical bugs, dramatically expanded test coverage for greater stability, shipped extensive documentation updates, and refreshed key dependencies including Pydantic and pytest.

Learn more ⬇️🧵 2 /

First get your update with:

Learn more: docs.swarms.world/en/latest/swar…

Introducing Frenzy Mode 👾🤯👾

To celebrate Thanksgiving and Black Friday, we’re excited to introduce Frenzy Mode: a 24-hour period of zero costs for the Swarms API for all users!

All usage is completely free starting Friday at 12:00 AM and running until the end of Friday.

Get started now ⬇️🧵 2 /

Get your API Key:

Link: swarms.world/platform/api-k…

Swarms Week is HERE.

From November 24 to December 2, we’re offering the biggest cost reductions of the year across our Swarms Cloud premium plans to celebrate Black Friday and Cyber Monday.

Our premium plans provide higher rate limits, global availability, exclusive multi-agent architectures, enterprise-grade security, and much more.

Learn more ⬇️🧵

https://x.com/swarms_corp/status/1992484874973073901

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75% Off the Pro Plan 🧑‍💻

The Pro Plan is 75% off during Swarms Week. It’s our introductory production-tier offering and includes:

> Global edge routing
> Advanced multi-agent architectures such as GraphWorkflow and LLM Council
> 5× higher rate limits
> Full API telemetry dashboard
> 24/7 support

Normal Pricing: $19.99
Black Friday pricing: $4.99/month with code PRO75.

Upgrade Now: swarms.world/platform/accou…

Introducing Swarms API Updates 👾👾👾

We’re introducing new endpoints that interface with the marketplace, a new multi-agent architecture, global availability in 4 regions, dozens of bug fixes, and much more.

Learn more ⬇️🧵 2 /

[New] BatchedGridWorkflow Endpoint

The BatchedGridWorkflow is a 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.ai/api-reference/…

Introducing The Swarms Marketplace API 👾🏪👾

We’re thrilled to unveil the Marketplace API, your new gateway to the Swarms Marketplace.

Our new REST API enables you to effortlessly discover, publish, and manage your agents and prompts in the Swarms Marketplace at scale.

Learn more ⬇️🧵 2 /

Agents Endpoint 👾

The Agents endpoint provides everything you need to post your agents to the marketplace, update them, query existing agents from other vendors, and delete them if desired.

Learn more: docs.swarms.ai/docs/marketpla…

Introducing Swarms Version 8.6.0 👾👾👾

We’re pleased to introduce the latest version of Swarms a release focused on enhancing reliability, strengthening our testing infrastructure, and delivering a series of targeted bug fixes and performance refinements.

This update represents a continued commitment to operational excellence, stability, and scalability across all Swarms environments.

Learn more ⬇️ 🧵 2 /

[Improvement]

Streaming for Majority Voting

Added streaming capability to the Majority Voting system with custom streaming function support and streaming callbacks

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

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.

Learn more ⬇️🧵 2 /

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.

Learn more ⬇️🧵 2 /

⚡️ 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…