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Describe a skill. The manager builds it, tests variants, and improves what works.

Every instance is a computer

Filesystem, browser, terminal, web search, LLM. Give it credentials and it can do anything you could.

Skills are the unit of work

One skill powers every agent that needs it. Improve once, every agent gets the upgrade.

The manager walks you through it

Chat or API. It asks, suggests, builds, tests, and reports back.

How it works

Build

Describe the task. The manager asks how you will measure success, then creates the first version and wires up integrations.

Test

Multiple instances run different skill variants in parallel. The manager reports results in a comparison table.

Improve

Winners survive, losers get culled. The manager proposes what to try next. You guide it or let it pick. Set up automations to run the loop on a schedule.

Deploy

Winning skill goes to production. Variants get cleaned up. Read more →

Use cases

Lead scoring trained on your close data. Pull closed/won and closed/lost deals from Salesforce. Measure against actual conversion rate.Outbound that adapts to reply data. Research prospects via web and LinkedIn. A/B test across batches. Retrain on reply rate each week.Competitor tracking that filters noise. Watch pricing pages, changelogs, and G2 reviews. Post only when something real changes.

What Operator manages

Containers

Provisioning, restarts, storage

AI access

Model access and web search

Variants

Create, score, cull, evolve

Secrets

Encrypted credential storage

Evaluation

Scoring when results come in

Fleet ops

Operations across all instances

Quickstart

Build and test your first skill in one session.

Skills

The build, test, improve lifecycle in detail.

Instances

What an instance can do, types, and statuses.

Automations

Schedule evaluation loops and fleet operations.

Webhooks

Trigger skill runs from external events.

Environment

Store secrets that unlock instance capabilities.

Integrations

GitHub, databases, email, social, and more.

API

Drive everything programmatically.
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