What marks a set-up trace as useful for training?
A checklist of traits that separate a useful set-up training trace from a thin one, focused on conditions, exceptions, handovers and verifiable end state.
A useful set-up trace shows decisions and consequences, not only the final record. Look for these traits when reviewing a sample:
- **A source decision** with explicit conditions, an approver role and an effective date. - **Ambiguity to resolve**, such as two near-matching party records or a partly complete application. - **A policy that constrains action**, for example a rule about which product tier applies or when activation is allowed. - **At least one rejection or exception** from the target system, with the response the worker chose. - **A handover** that names the receiving team and carries the information they need. - **A checkable end state** where every created or changed record can be compared with policy. - **Consistent identifiers** so a party, account, case and task link to each other without gaps. - **Timestamps in a plausible order**, so waiting periods and reopened tasks make sense.
Traces missing most of these tend to teach only the happy path. Because the material is generated, also ask how each trait was grounded and check the sample for disclosure risk.
Use these traits to screen any set-up dataset quickly, including ones from other sources, before committing evaluation or training effort.
- Audience:
- Model labs
- Content type:
- Checklist
- Buyer question:
- What it is and why it matters
Content release: r-a220eb6e099b243b
Related questions
- What is account set-up, and why does it matter for training and evaluating agents?
- What does a set-up decision look like when an applicant already exists in the system?
- Which signs show a set-up workflow is worth using for agent training or evaluation?
- Which upstream and downstream records does an agent link together during set-up?
- Why is account set-up harder for an agent than a single create call?
- How does set-up map onto an environment's entities, states and tool actions?