LearnLoop
Your Socratic coding crew, questions first, answers earned.

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LearnLoop
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Personal chat

1 learner · 6 agents observing

orchestrator
connecting…
listening
⚡ Challenging the agent, say what they got wrong. Your correction updates the studio's beliefs.
🔍

The glass-box. Every turn, each eligible agent submits a bid; the Coordinator arbitrates and at most one speaks, or the group stays silent. Send a message and watch the decision unfold here.

solution.py

                  
                
run output no run yet
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hint ladder
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The studio's beliefs, its model of you, its model of itself, and your trust signal. Corrections update these live; watch the before/after in the trace.

My profile

Who you are, and what the studio believes about you.

unverified

About you

saved ✓

How the studio sees you

This is the open learner model, the AI's live beliefs about your skills. It learns from your runs, hints, and corrections. Disagree? Drag a slider: your edit is a first-class correction and the studio adapts.

The studio's self-model

What the agents believe about themselves after your corrections.

Trust & corrections

Group chat

A project chat with your teammates, the agents stay quiet unless invited.

code -

Start a group project

Tell the studio what your project or assignment is, every agent will know the brief when called on.

Join a group

Got a code from a teammate? Enter it here.

Your groups

No groups yet.

Agents never interrupt. /learnloop <question> invites them, /hint asks for a hint, or click the bubble when one raises its hand.

Project

Members

shared.py
run output no run yet
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Career guidance

Paths that fit the evidence, from your chats and what the studio has learned about you.

Your career mentor

The mentor reads your group chat history (or your personal chats if you haven't joined a group), your profile, and the studio's open learner model - then recommends concrete directions with next steps. Nothing is invented: thin evidence is said out loud.

History

Every personal and group chat you've had, replayed read-only from the append-only trace.

Your sessions

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Settings

Personalize the studio. Engine-affecting choices are logged in the trace, nothing adapts invisibly.

saved ✓

Appearance, themes

Pick any theme from any collection, they're grouped by vibe, never gated.

Personalization

Feedback modes

Toggles apply to your next session and are logged as standing dismissals.

Studio

Your data

Everything the studio remembers about you is inspectable: the open learner model lives on your profile; distilled session memory below.

Session trace

The append-only log, the single source of truth every metric reads (proposal §4.10).