Live session

Tana Outliner Systems Lab: Loop engineering

Combine the routing and agent delegation skills from earlier sessions into connected loops that run with greater autonomy, while Tana Outliner keeps the work visible, correctable, and grounded in the right context.

Every new skill and component we add to our Tana Outliner systems raises the same question: are we improving our overall efficiency and effectiveness, or just giving ourselves more workflows to manage? Inspired by a recent viral post from OpenClaw creator Peter Steinberger, Mark walks through loop engineering: taking skills from previous Systems Labs and combining them into connected loops that can run with greater autonomy while keeping a record of every action in Tana Outliner along the way.

The idea is to move yourself back a layer. Agents get more room to operate, while Tana Outliner keeps the work visible, correctable, and grounded in the right context. The key distinction is that a real loop is stateful: each pass reads and updates a context database, so the next run behaves differently based on what changed. In these examples, that context database is Tana.

We'll focus on:

  • Combining the routing and agent delegation skills into a single connected loop
  • Deciding loop intervals and defining boundaries for what agents can do without approval, plus stopping conditions so a loop can't run away
  • Saving receipts, decisions, and proposals in Tana Outliner so you can review the work asynchronously and just approve it
Tana Outliner Systems Lab: Loop engineering - Tana Outliner Learn