Private-by-default lifelong learning

Your knowledge, connected for you

Your notes stay in your private library. Personal models can learn from what you review — and run close to you or in the cloud under your rules.

Learn with people — collaboration that stays under your control.

  • Agent help with clear consent
  • Your private open library
  • Calendar, documents, tasks, and Flows you own
  • Personal models from your learning
  • Patterns you can actually see
  • Local or cloud — your cost and policy
Create my first pathStart a workspace

Private learner data stays inside the protected learner flow. Cloud routing is off for private work.

Private by defaultYour personal knowledge does not become workspace or public knowledge silently.
You approve important changesAgents can suggest paths and notes, but durable changes go through review.
Your documents stay under your controlKnowtation remains the permission and memory authority underneath Scooling.

Platform highlights

Learning is cool

Explore Flows, calendar and tasks, and a preview of personal models. Each area shows Live, Preview, Pending, or Operator so you know what is ready.

FlowsBrowse procedure summaries — running and editing stay gated.
Agent ownership & delegationConsent before anyone acts for you — grant setup stays pending.
Calendar & agent tasksSee calendar and task layers when connected — silent writes stay off.
Model studioPreview compare and analyze — full studio stays gated.

Open each product area from the menu to see its Live, Preview, Pending, or Operator status.

Choose a starting point

Scooling meets you where your work begins.

Start alone, teach a group, organize a lab, run an organization, build with a team, or bring in the knowledge you already have.

Learn on my own

I have a question, goal, or project.

Start a private path, connect what you already know, and review every saved change.

Your personal notes stay private unless you choose to share.

Create a path

Teach or mentor

I want to guide people without taking over their knowledge.

Create scoped guidance, review shared work, and keep personal learner vaults protected.

Teachers and mentors see only class-scoped or explicitly shared work.

Plan a workspace

Run a research lab

I need protocols, literature, reviews, and reproducible context.

Organize lab knowledge, decisions, reviews, and future model paths around approved sources.

Lab access stays bounded by workspace policy and review assignments.

Start a lab space

Set up an organization

I need shared learning with visible policy.

Prepare roles, review queues, policy visibility, and approved knowledge scopes for a group.

Organization policy must be visible before access expands.

Review controls

Build with a team

We want project memory, decisions, and feedback in one place.

Create a project workspace where drafts, documents, reviews, and decisions stay connected.

Team spaces do not expose unrelated personal notes.

Create a team space

Import my knowledge

I have files, folders, exports, or tools I want to bring in.

Use a guided import path that previews source, scope, review, retention, and deletion rules.

Live imports remain blocked until the approved implementation gate opens.

Open import plan

How it works

One guided flow, many kinds of work.

  1. Bring in what you already have

    Start with documents, notes, exports, projects, or a blank goal.

  2. Ask for a path

    Scooling turns your goal into a draft learning or work route.

  3. Review before saving

    Important changes wait for approval, edits, or rejection.

  4. Learn and collaborate in scope

    Work privately, with a mentor, in a class, or inside a team boundary.

Open foundation

Built on tools you can see

Scooling sits on an open library, an open version graph, and an open training workspace — so your private learning and personal models are not a black box.

MuseHubOpen foundation

See how knowledge connects across versions and time.

Explore MuseHub
KnowtationYour library

Your notes and files live in a library you own.

View Knowtation
Scooling LabPersonal models

Turn reviewed learning into personal models — local practice works today; hosted Lab on your data is the product finish path.

Explore Scooling Lab
Muse sourceMuseHub repositoryType contracts

Personal models

A private brain that stays yours.

Reviewed learning can become a personal model that helps you. Keep it close on your device when you want, or follow your cloud policy — your library stays private either way.

More model modes (planned)
Personal specialistsYour private adapters stay yours, with scoped retrieval over your own vault when authorized.
Group and organization modelsPlanned — teams build shared capability from approved sources without exposing private notes.
Identity-hidden contributionPlanned — people help a shared model while their identity stays hidden from the group.
Transparent public buildsPlanned — open organizations publish model cards, dataset cards, and attribution by policy.
  • private source
  • identity hidden
  • internal transparent
  • public pseudonymous
  • public named

Model constellation modes stay Preview — not everyday product surfaces yet.

Every model keeps its source permissions.

Public models can show where trusted knowledge came from, without revealing private notes or contributor details.

Product areas

Open a surface and keep building.

Use the menu or jump into a product area below. Each row shows its honest Live, Preview, Pending, or Operator status.

DocumentsLive

See how your library is organized — folders and counts — without opening private note text.

View documents
CalendarLive

See your notes by day. Turn on events or tasks when you connect a calendar.

Open calendar
WorkspacesPreview

Set up classes, labs, and teams. People only see what that group is allowed to see.

Choose a workspace
TasksPreview

Your to-dos for this space. Changes go through review before they are saved for good.

Open task inbox
FlowsPreview

Browse saved procedures — short titles and summaries. Full runs stay gated until enabled.

Open flow library
ReviewLive

Check drafts before they become part of your library or shared workspace.

Open review tray
PatternsLive

Spot gentle trends in how you learn — without opening private notes.

View pattern map
ModelsPreview

Practice the local Lab path, or use the hosted Lab with your packaged library data when it is on — GPU/Unsloth stays off until authorized.

Open model studio
SettingsPreview

Manage your account and calendars. Important changes wait for your approval.

Review settings plan