Durable execution
Built for Unattended Execution.
This page covers the execution model behind every scheduled run. Anselm records each node result, pins versions for in-flight runs, pauses for human approval when a step needs it, and picks up exactly where it stopped after a restart.
Completed steps never run twice
Each node result is written to the database as it completes. On recovery the interpreter re-walks the graph, reuses completed nodes, and only executes what has not run. External side effects are never repeated.


Pinned versions
A run pins the workflow version and every referenced entity version when it starts. Editing an Agent or Function never changes a run that is already in flight.


Human in the loop
Approval nodes park the run as a persistent state. A person decides from the ledger or the Scheduler, or a timeout policy decides for them. Either way the run continues from that node.


Observable by design
Every run has a matrix column, a Gantt, a dossier with entry payload and pinned references, and an activity log of what each Function, Handler, and Agent did.

