Agents for cloud, phone, and edge.

Fine-tune models for specific agent actions. Choose where your data and models run, and optimize quality and cost with the Cumulus stack.

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Fine-tune specific actions

Specialize models for the decisions and actions inside your agents.

Control your data

Choose where your models and customer data run.

Measure quality and cost

Compare task outcomes, latency, and cost before rollout.

Follow an agent run.

See model calls, tool use, and the execution trace in one flow.

Order supportExample

Give the agent a job.

An order-support agent with instructions, knowledge, and a lookup tool.

The task

Customer

Where is order #1042?

RequestLook upAnswer
Success looks like

An answer grounded in the order record, with a clear delivery estimate.

Connected to this agent

Agent instructions

Look up the order before answering. Use the delivery estimate returned by the tool. Never invent a tracking update.

Connect. Test. Release.

Start with one task, such as answering an order question.

Use Agent Studio or the API.

Connect a tool and run a test version. Review its actions and response before making it live.

Connect
Give the agent a tool, knowledge, and permitted actions.
Test
Inspect the response, tool actions, and trace from a test run.
Compare
Compare changes against earlier runs using recorded tool results.
Release
Make the reviewed version live. Existing runs keep the version they started with.

Run agents on your infrastructure or ours.

Hosted on Cumulus

Task-tuned models on Ion, with GPU capacity managed by Paladin.

Book a demo

Your infrastructure

Keep models and customer data on your own infrastructure. Connect your tools and control the deployment.

Book a demo

Related products

PaladinManage GPU capacityIonRun AI models

Questions

Build agents you control.