> ## Documentation Index
> Fetch the complete documentation index at: https://lab.pollack.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Agento University

> A visual operating environment for a fleet of agents that each own a codebase

<div style={{display: 'flex', gap: '0.5rem', marginBottom: '1rem'}}>
  <span style={{background: '#7a5ad8', color: 'white', padding: '0.15rem 0.5rem', borderRadius: '4px', fontSize: '0.75rem', fontWeight: 'bold'}}>IN DEVELOPMENT</span>
  <span style={{background: '#334155', color: '#94a3b8', padding: '0.15rem 0.5rem', borderRadius: '4px', fontSize: '0.75rem'}}>Exploratory — product vision</span>
</div>

<div
  style={{
margin: '2rem 0',
padding: '1.5rem 2rem',
borderRadius: '8px',
background: 'linear-gradient(135deg, rgba(122,90,216,0.08) 0%, rgba(2,9,21,0.95) 60%)',
border: '1px solid rgba(122,90,216,0.15)',
textAlign: 'center'
}}
>
  <img src="https://mintcdn.com/mcpjavasdk/PzGNwnyRPFqWnE-L/images/agento-campus.svg?fit=max&auto=format&n=PzGNwnyRPFqWnE-L&q=85&s=604e0b99b0b1bb25e6719936cada5220" alt="A team of Agenti — thinker, field agent, professor, graduate, and greeter" style={{width: '100%', maxWidth: '480px', margin: '0 auto 1rem'}} width="540" height="260" data-path="images/agento-campus.svg" />

  <div style={{
    fontFamily: 'Geist Mono, monospace',
    fontSize: '1.15rem',
    fontWeight: 400,
    color: '#bc8cff',
    marginBottom: '0.5rem'
  }}>Give every repository an agent that owns it. Then give yourself somewhere to watch them all.</div>

  <div style={{fontSize: '0.9rem', color: 'rgba(255,255,255,0.7)', lineHeight: 1.6}}>
    Agento University is the graphical surface for the <a href="/methodology/forge#the-steward-pattern" style={{color: '#bc8cff'}}>steward pattern</a> — a workspace for the agent that owns one codebase, and a campus view for the fleet that owns the rest.
  </div>
</div>

## The Problem It Solves

The [Forge methodology](/methodology/forge) is a command-line product. You run a slash command, an agent scaffolds a vision or works a roadmap step, and the result is files in git. That works, and it is how the methodology is used today.

It does not scale to *watching*. Once a dozen repositories each have an agent continuously accountable for them, the questions stop being "what did this session do" and start being: which of these needs me right now? What is that one waiting on? What did it change while I was gone? A terminal answers those one repository at a time.

Agento University is the answer to the second question. It is not a different methodology — it is a **higher-level interface onto the same stewards**, aimed at the point where a fleet becomes too large to hold in your head.

## Two Surfaces

### The Studio — working with one agent

The Studio is the workspace for a single steward. It puts four things in one shell:

* **The workflow canvas** — a rendered view of the agent's workflows. Clicking a node opens the exact line of source that declared it, so the picture and the code never drift apart.
* **The artifact panel** — the agent's documents and files, with a viewer that opens at a line and highlights it.
* **The inbox** — the agent's message lanes, so obligations arriving from elsewhere have a human end.
* **The action bar** — run a turn; or forge a new steward into existence and start its first conversation, without leaving the shell.

### The Campus — watching the fleet

The campus is the fleet view: each repository is a building, each building carries a live status billboard, and the state you are looking at is written by the stewards themselves rather than assembled by a separate monitoring service.

The metaphor is a navigation aid, not a theory. A building is a repository; a billboard is that repository's current state. Where the metaphor stops being useful, the interface uses ordinary words.

<div
  style={{
margin: '2rem 0',
padding: '2.5rem 2rem',
borderRadius: '8px',
border: '1px dashed rgba(122,90,216,0.35)',
background: 'rgba(122,90,216,0.04)',
textAlign: 'center'
}}
>
  <div style={{fontFamily: 'Geist Mono, monospace', fontSize: '0.8rem', color: '#bc8cff', letterSpacing: '0.05em', marginBottom: '0.5rem'}}>SCREENSHOTS PENDING</div>

  <div style={{fontSize: '0.85rem', color: 'rgba(255,255,255,0.55)', lineHeight: 1.6, maxWidth: '520px', margin: '0 auto'}}>
    Captures of the Studio shell, the workflow canvas, the inbox, and the campus billboards are being prepared from the running application.
  </div>
</div>

## What Is Actually Built

The shell is real and tested; the product thesis on top of it is not yet proved. Stating that boundary is more useful than a launch date.

| Surface                                                                | State                 |
| ---------------------------------------------------------------------- | --------------------- |
| Studio shell — sidebar, advisor tabs, artifact panel                   | **Built**             |
| Workflow canvas with click-through to declaring source                 | **Built**             |
| Inbox — message lanes with a human end                                 | **Built** (read-only) |
| Action bar — run a turn, forge a new steward                           | **Built**             |
| Campus — buildings, billboards, interiors                              | **Built**             |
| Review-loop cockpit — the product thesis                               | In progress           |
| Runtime surfaces — live run watching, approvals, experiment dashboards | Deferred              |

## On "Graduation"

The campus metaphor supplies a word that turns out to carry a real engineering meaning, so it is worth stating plainly rather than leaving as a pun.

**An agent graduates when it reliably meets a repeatable benchmark.** Not when it produces one good result — when the judges that scored its development converge, stop being development scaffolding, and become a measuring stick it clears consistently. That is a threshold you can compute, and it is the same threshold the [four-tier jury](/methodology/four-tier-jury) exists to measure.

Everything else about the campus is navigation. This part is not.

## Where It Sits

Agento University is **exploratory and long-term**. It is deliberately not part of the control-loop architecture: the [Improvement Flywheel](/methodology/improvement-flywheel) measures and steers a single agent, and it does that whether or not any of this exists. The University is a layer above — coordination and visibility across many agents, once the single-agent problem is solved well enough to have many.

<Note>
  The projects it is built on — [Agent Workflow](/projects/agent-workflow) as the engine, [Agent Journal](/projects/agent-journal) for traces, [Agent Judge](/projects/agent-judge) for evaluation — are shipped and documented today. Agento University is the product surface being assembled on top of them.
</Note>

## Related

<CardGroup cols={2}>
  <Card title="The Steward Pattern" icon="user-shield" href="/methodology/forge#the-steward-pattern">
    What a steward is, and what the University is a fleet view of
  </Card>

  <Card title="Forge" icon="hammer" href="/methodology/forge">
    The methodology and the command-line product underneath
  </Card>
</CardGroup>
