Self-Improving Operations

Work you do twice becomes work you never do again

An operations team that runs your recurring work and writes down how it did it, so the process compounds instead of resetting.

Starts general, gets specificLearns your processNothing locked in
An operations workflow running in a Subterranean workspace

It runs the work

Business workflows execute end to end against real tables, files, and scripts — not a chat window that tells you what to do next.

The second time is faster

Anything done twice gets written down as a skill, so the process improves instead of being rediscovered from scratch.

Context that outlives the chat

Tables, project files, sandbox scripts, triggers, and heartbeats become durable operating primitives the whole team shares.

The team

One agent operates, one agent curates

Doing the work and keeping the workspace worth working in are different jobs, so they belong to different agents.

  • A
    AdministratorAI Operations Lead

    Executes business workflows on request and codifies what it learns, turning one-off runs into repeatable operating procedure.

  • B
    Background MaintainerKnowledge and Systems Steward

    Works asynchronously on shared files, memory, and agent-authored skills — curating what the team has accumulated so it stays worth reading.

VisualA repeated workflow being promoted into a reusable skill
Included template

See exactly what gets deployed

Every agent, instruction, skill, and starter file is open to inspect before you create a workspace.

Agents
2
Skills
6
Files
0
Inspect the complete template
Self-Improving Operations template

Administrator

AI Operations Lead

Background Maintainer

Knowledge and Systems Steward

Ready to stop rebuilding the same process?

Start from the template and let the second run of anything be the easy one.