Shree Bhanderi.

Homebase Building Block

Built-In Teaching.

The agent teaches through demos, guided collaboration, practice loops, and reusable procedures.

Read the thesis

Demo -> collaborate -> handoff

The product teaches delegation by doing work with the user.

Calls server parsing with rate limits.

Current coaching moment

Collaborate

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WatchApproveEditDelegateReuseTeach back

The agent should not only do the work. It should teach the user how to delegate better work.

What it is

Built-In Teaching makes the product improve the user's judgment, not just finish a task.

Problem

Users do not automatically know what to delegate or how to judge the result.

How it works

  • Start by demonstrating useful delegation patterns.
  • Collaborate with the user before handing off recurring tasks.
  • Turn successful workflows into reusable procedures.

Why it matters

  • The product should make the user more capable over time.
  • Teaching reduces the blank-page problem of agent delegation.
  • Reusable procedures make learning compound inside the workspace.

Behavior

Good behavior

The system shows an example, co-creates the first workflow, then saves the procedure for next week.

Bad behavior

The user sees an empty prompt and does not know what to ask.

Recruiter signal

This shows product judgment around trust, AI UX, systems thinking, and the difference between useful automation and opaque automation.