Costs, access and recovery
What a task costs, what the worker may touch, and what to do when a run fails.
DSHREM robustness audit, October 2026
Six defects found in cancellation, retry, fallback and cost accounting. One money bug is fixed and covered by tests; five remain open with exact locations.
runbookRecovery after a failed, stuck or uncertain run
No automatic paid retries, an uncertain task blocks further spend, and reconcile never resends inference. The exact commands to get unstuck.
GuidePermissions and data flow
What leaves your machine, what stays local, and which actions need an explicit human decision — including the licence question people skip.
GuideRunning a Tvijo pilot and measuring the benefit
A pilot that can be judged: one workflow, one acceptance check, four numbers per week, and exit criteria agreed before the first task.
GuideCosts, budgets and limits
Every task has a cap, every attempt is counted, and an unknown cost is shown as unknown. The arithmetic behind the receipt.