Trained thieves should walk through most locks.
At level 1 without expertise, a 16 dex rogue has a +5; that is a 20% chance to fail at a DC 10 lock. That is way, way higher than the chance that a party dies against a CR 1 monster.
If you do have "roll again until you pass", any DC under 25 is...