SYSE.45:8 - Common Anti-Patterns and How to Avoid Them

Train on every successful transcript. Recover which actions and external contributions explain the success; exclude incidental answers and unsupported labels.

Reward fewer calls. Preserve actual task success and required fresh access. A necessary observation is not waste.

Distil away the checker. Transfer a demonstrated computation only at its warranted reach; separately needed evidence and authority remain external obligations.