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[Re]train

[Re]train agents that act safely.

Tool accuracy, safety boundaries, and cost efficiency — scored on real workflows with real APIs. Agents learn the right tool, right parameters, right sequence.

0.93
+16%
Tool accuracy
ops-runner-v2
0.99
✓ pass
Safety score
ops-runner-v2
0.76
+22%
Efficiency score
Steps & cost optimized
0.88
Task completion rate
End-to-end success
[Re]train

Agents pick the right tool every time.

Tool accuracy is scored against correct tool calls, parameter validation, and execution order. No hallucinated tool invocations. The trainer iterates until the agent consistently selects the right tool for each step — on workflows it hasn't seen.

Action agent eval · ops-runner-v2
Tool accuracy
0.93
Safety
0.99
Efficiency
0.76
Completion
0.88
Weighted 0.89
Training progress
1.0 0.0 iterations
[Re]train

Safety violations caught before they reach users.

Safety is scored on access boundary compliance, injection resistance, and authorization verification. Agents train against adversarial inputs designed to trigger boundary violations — and learn to resist them.

[Re]train

Same results. Fewer steps. Lower cost.

Efficiency is scored on step count, token usage, and cost per completion. The trainer finds shorter paths to the same outcome — fewer tool calls, less token waste, lower cost — without sacrificing accuracy or safety.

0.76
+22%
Efficiency score
0.88
+7%
Completion rate
0.93
+16%
Tool accuracy
0.99
✓ pass
Safety compliance
[Re]train

Agents train on the workflows they'll run in production.

API calls, database writes, workflow triggers — agents train on the same actions they perform in production, with the same tools and the same constraints.

API Integration

REST, GraphQL, webhooks — agents learn correct payloads, error handling, and retry logic.

Database Operations

Read, write, update, delete — with transaction safety and rollback awareness.

Workflow Orchestration

Multi-step workflows with conditional branching, parallel execution, and error recovery.