Three ways teams use Arga.

Training environments for RL labs, sandboxes for enterprise agents, and validation for code changes.

acme / workspaceAK

Refund escalation

preview/refund-policy

Running

Plan

3 / 4

Open refund request

Read customer history

3Apply escalation policy

4Verify side effects

Live trace

12:04:21.008 browser.open /refunds/1842

12:04:22.413 gmail.users.messages.get 200

12:04:23.071 slack.chat.postMessage intercepted

12:04:23.716 policy.evaluate escalation=true

12:04:24.118 verifier.check_side_effects running

RL training environments

Arga gives models multi-app workflows where they can practice real tool use, acquire skills, and improve before touching production.

acme / workspaceAK

Twin Runs

Spin up short-lived or permanent service twins without deploying app code.

Service twins

API-only

API + UI

Session type

Expires automatically after 60 minutes.

Describe the twin state (optional)

Start twin run

Enterprise agent sandboxes

Run agents against realistic twins of services like Slack, Stripe, GitHub, and Jira, with ground truth of good tool calls.

acme / workspaceAK

Request activity

Every provider call, response, latency, and side effect.

Outcome

Passed

MethodRequestStatusLatency

GET/gmail/v1/users/me/messages/77820082ms

POST/slack/api/chat.postMessage200104ms

GET/drive/v3/files/policy-920068ms

POST/github/check-runsBLOCKED12ms

Provider calls

Forbidden effects

266ms

Total latency

Code-change validation

Arga runs a deterministic browser runner that clicks through the changed flows and validates functionality against integrations.

acme / workspaceAK

Refund escalation

preview/refund-policy

Running

Plan

3 / 4

Open refund request

Read customer history

3Apply escalation policy

4Verify side effects

Live trace

12:04:21.008 browser.open /refunds/1842

12:04:22.413 gmail.users.messages.get 200

12:04:23.071 slack.chat.postMessage intercepted

12:04:23.716 policy.evaluate escalation=true

12:04:24.118 verifier.check_side_effects running

RL training environments

RL Training Environments

Arga gives models multi-app workflows where they can practice real tool use, acquire skills, and improve before touching production.

See how researchers use Arga

acme / workspaceAK

Twin Runs

Spin up short-lived or permanent service twins without deploying app code.

Service twins

4 selected

API-only

HubSpot

Salesforce

Linear

Box

Jira

Unified

Unstructured

Attio

Twilio

API + UI

Discord

Dropbox

GitHub

Google Calendar

Google Drive

Notion

Slack

Stripe

Gmail

Outlook

Session type

Short-livedPermanent

Expires automatically after 60 minutes.

Describe the twin state (optional)

Start twin run

Enterprise agent sandboxes

Run agents against realistic twins of services like Slack, Stripe, GitHub, and Jira, with ground truth of good tool calls.

See how agents use Arga

acme / workspaceAK

Request activity

Every provider call, response, latency, and side effect.

Outcome

Passed

MethodRequestStatusLatency

GET/gmail/v1/users/me/messages/77820082ms

POST/slack/api/chat.postMessage200104ms

GET/drive/v3/files/policy-920068ms

POST/github/check-runsBLOCKED12ms

Provider calls

Forbidden effects

266ms

Total latency

Code-change validation

Arga runs a deterministic browser runner that clicks through the changed flows and validates functionality against integrations.

See how engineers use Arga

Make your agents more capablein the real world.

Spin up isolated environments with API twins, full traces, and production-data for apps and agents that need to act.

Spin up a twin