Smart Loop
Build one outcome note that turns scattered AI work into progress you can trust, continue, and reuse.
Why Smart Loop?
AI made it easier to start work.
It also made it easier to be fooled by false progress.
One more prompt is easy.
One more answer feels like progress.
But the answer is not the system.
A useful AI response can live in one tab while the source material sits in your notes, the finish line stays in your head, the review standard is unclear, and the next action disappears as soon as you move on.
That is fragmented AI work.
It can look productive while the work state is being lost.
Smart Loop is the workflow I use to stop that from happening.
AI helps with the work. The note ensures the work becomes real progress.
What is Smart Loop?
The simple idea
Clarify -> Delegate -> Compound.
Start with a single note representing a real outcome.
- Clarify: What done looks like when the outcome is complete.
- Delegate: The work get managed from the note.
- Compound: Review the result and improve the note.
Now the next AI request starts from a clearer place.
That is the simple idea behind Smart Loop.
Smart Loop is a workflow
Smart Loop is the bridge between delegating to AI and real progress.
- Make the work clear in an outcome note.
- Send the note with selected context.
- Keep delegated work recoverable from the note.
- Review the result against what done looks like.
- Improve the note or save/link the usable deliverable.
That is the Smart Loop workflow.
The AI can help by doing the work.
The note is where the work turns into real progress.
What the Smart Loop creates
Your first Smart Loop starts with one outcome note.
By the end, that note can show:
- the desired outcome
- what done looks like
- selected context
- delegated work
- review notes
- the next action
That matters because the next AI request can start from a stronger note instead of another blank chat box.
The Smart Loop in 3 moves
Clarify
Make the work clear in the note.
The note should show what you want, what done looks like, and what context matters.
Delegate
Send the note with selected context.
The chat can do the delegated work, but the outcome note should keep the work recoverable.
Compound
Review the result.
If the result works, save or link the usable deliverable where the work lives.
If the result misses, use the miss to improve the note before the next delegation.
That is how the loop compounds: the next AI request starts from a stronger note instead of another blank chat box.
Where Smart Plugins fit
Smart Plugins make the loop easier inside Obsidian.
Smart Connections and Smart Lookup can help surface useful notes.
Smart Context can help attach and copy selected context.
Smart Chat can help keep delegated work attached to the note.
Callum recaps the workflow shape: discover related notes, curate the useful context, give that context to AI, and keep the right context alive as the project changes.
Start your first Smart Loop
The email series walks you through one loop, one step at a time.
The first step is simple: give one outcome a home.
FAQs
- Do I have to change AI providers?
- Do I have to let AI edit my notes?
- Does Smart Loop work with agents?
- Is this another agentic system I have to spend more time on setting up?
Read the full Smart Loop FAQs.
Watch the Wanderloots walkthrough
Useful AI work becomes rework when the outcome, context, thread, review, and next action live in different places.
In 7 short emails, build one outcome note that helps you clarify, delegate, and compound useful AI output into real progress.