Swirls Cloud

PRODUCTION AI WORKFLOWS. ONE COMMAND.

The deployment platform for agentic AI. Define your workflow locally, test it with zero config, then ship it with swirls deploy. Starts at $30/month with 50,000 credits included.

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Why Cloud

ZERO OPS. FULL CONTROL.

Production AI workflows require reliable infrastructure, persistent state, and observability. Swirls Cloud provides all of it out of the box.

Open DSL standardHuman-readable, LLM-parseable workflow definitions. Git-friendly. Framework-agnostic. Runs locally out of the box.
Purpose-built runtimeDAG execution engine built for dynamic branching, tool call retry, partial graph re-execution, and conditional routing on model output.
Cryptographic tool authorizationMacaroon-based tokens scoped to the exact tools an agent is authorized to call, per run. Full audit trail. No ambient authority.
Managed infrastructureWorkers, queues, and state storage provisioned automatically. Auto-scaling absorbs bursts. You focus on workflows.
How It Works

THREE STEPS TO PRODUCTION.

The development workflow is the production workflow. Same engine, same configuration, same security model.

01
Define your graph

Write your workflow as a .swirls file. Declare nodes, edges, triggers, and the secrets each node needs. The definition is the security policy.

02
Test locally

Run the full execution engine on your machine. SQLite-backed state, hot reload, and the Portal UI all work locally. What runs locally runs in the cloud.

swirls worker start
03
Deploy to cloud

One command compiles, signs, and deploys your workflow. The SHA-256 hash of the compiled definition is embedded in every execution token.

swirls deploy
What's Included

EVERYTHING YOUR WORKFLOW NEEDS.

Every cloud deployment includes the full platform. Observability, secrets, and audit logging are built in.

Managed execution engineThe same execution engine runs locally and in the cloud. Your local configuration carries over to production.
Auto-scaling workersWorkers scale up and down based on execution queue depth. You pay for what you use.
Built-in PortalEvery cloud deployment includes the monitoring UI. Inspect execution history, node outputs, and trigger state.
Secure secret managementSecrets are stored encrypted and delivered per-node at runtime. Nodes receive only the secrets declared in the workflow definition.
Audit loggingEvery key derivation, tool invocation, and execution event is written to a tamper-evident, append-only log.
Team collaborationInvite team members, assign roles, and manage access to deployments.
Uptime SLA99.9% uptime SLA on all Cloud accounts. Enterprise includes dedicated infrastructure.
Deployment historyEvery deploy creates a versioned snapshot. Roll back to any previous version instantly.
Security by Default

SECURITY IS STRUCTURAL.

Cloud deployments use the same cryptographic security model as self-hosted. The security is structural. It runs on every execution, on every tier.

AES-256-GCM encryption, HKDF-SHA512 key derivation, and HMAC-SHA256 cryptographic authorization run on every execution.

Per-node secret isolationEach node receives a scoped authorization token bound to its declared secrets and tools. Access is limited to exactly what the workflow definition authorizes.
Cryptographic authorizationPermissions are derived from the SHA-256 hash of the workflow definition. Modifying the workflow invalidates all outstanding tokens.
Encrypted intermediate stateNode outputs are encrypted with node-specific keys derived via HKDF-SHA512. The execution engine decrypts and re-encrypts at each edge.
Read the full security model
Get Started

BUILD LOCAL. DEPLOY WHEN READY.

Local is free forever. Cloud starts at $30/month with 50,000 credits. Pro at $299/month with 1,000,000 credits. Volume discounts on every tier.

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