First-Run Runtime

The first-run runtime does the first pass. Kybernis saves the skill.

Use the runtime layer for first-run and low-confidence reroute reasoning, then let Kybernis save the approved skill for next time.

First-Run Runtime

Does the work once. Handles low-confidence reroute.

Kybernis Core

Saves the approved path as a reusable skill.

Pipedream Tool Fabric

Gives skills access to real tools.

Inside

What this page covers

Use the runtime layer for first-run and low-confidence reroute reasoning, then let Kybernis save the approved skill for next time.

First-run reasoning

Low-confidence reroute

Planner

Slot extractor

Tool architect

Skill proposal

Human approval

Replay

Next step

What work should Kybernis learn first?

Start with one typical request. Let the agent do the work once. Approve the skill for next time.

Create a skill
Next step

Start with one kind of work.

Pick a repeated request: demo booking, invoice request, support ticket, onboarding task, or candidate message.

Lead to MeetingSupport TicketRequest to InvoiceCustomer Onboarding