Durable execution
Work survives failures. Steps retry, repair and replan instead of silently stopping halfway.
Product
Hand over the goal, not the steps
Work is Scholar XI's autonomous execution engine. It takes an outcome, builds a plan, does the work and proves it finished.
The lifecycle
01
Goal
XI turns your request into an explicit outcome contract with success criteria.
02
Plan
A task graph is compiled: what must happen, in what order, and what can run in parallel.
03
Execute
Steps run durably with retries, tool calls, research and file work.
04
Verify
Deterministic checks plus an independent critic score the result against the contract.
05
Complete
You get artifacts, evidence and a summary — or a clear request for approval.
Approval gates
Sending, spending and anything irreversible pauses for you, with the impact stated plainly.
Independent verification
Deterministic checks plus a separate critic score the outcome against the original contract before it is reported complete.
Standing responsibilities
Recurring work becomes an automation with its own schedule, budget and pause controls.
Delegate your first outcome
Start with something repetitive you would rather not do again.