Jobs at scale · Autessa Synthetic Data
Automatic resume
Autessa Synthetic Data resumes stalled jobs automatically. If a job stops making progress, Autessa picks it up where it left off, keeps every finished batch and redoes only the interrupted one, with no action from you.
The problem
Long jobs should not die silently
Background work sometimes stalls: a worker restarts or a message is lost. In many tools that leaves a job stuck "running" forever, and someone has to notice, cancel and start again.
What you get
- Workers report progress after every model call.
- A job with no progress for a while is marked as stalled and resumed automatically.
- Opening or polling the job also triggers the check.
- Finished batches are kept; only the interrupted batch is redone.
- Jobs that were writing finish writing approved rows or assembling the file.
- After repeated stalls the job finishes with the rows it has rather than losing them.
- Resumes are explained in plain words on the job page.
How it works
How does automatic resume work?
Notice
Autessa checks for jobs that should be working but have stopped making progress.
Take over
The job is safely taken over so it is never resumed twice.
Resume
Generation restarts with fresh workers; finished batches stay.
Explain
The job page shows "Resuming…" while it happens and a note on how many times the job was resumed.
Every option
What you see
| Option | What it does |
|---|---|
| Resuming… | This job stopped making progress, so it is being picked up again where it left off. Rows already made are kept. |
| Resumed once / N times | A worker stopped responding, so the job was picked up again. Finished batches were kept and only the interrupted one is redone. |
| Stopping early | Generation was stopped; batches in progress finish, then the job ends with the rows it has. |
| After repeated stalls | The job finishes as partially completed with the rows it made, or fails if it has nothing to keep. |
Permissions
Who can do what?
| Who | Can |
|---|---|
| People in your company | Create datasets, see the company list of jobs, open any job and review, approve, append, cancel or discard it. |
Connected
How automatic resume connects to the rest of Autessa
FAQ
Questions about automatic resume
Do I need to do anything when a job stalls?
No. It is resumed automatically, and opening the job page also prompts a check.
Can a resume write the same rows twice?
No. Batches already written are kept and not written again. A batch interrupted mid-write is not rewritten.
What if a job keeps stalling?
After a few resumes it finishes with the rows it has, as partially completed, rather than looping forever.
100% customizable, code and all
Make Autessa Synthetic Data fully your own.
Use it out of the box, then change anything. Ask Autobot, Autessa’s AI builder, for a new field, screen, report, workflow or agent and it builds it into your copy of the app. Or open the code and edit it yourself. Nothing is locked: the app, its data and its code are yours.
Start free and make it yours