← Heatmap / GPT 5.6 Luna · Task 93
GPT 5.6 Luna* · Single-turn · Task 93 (Traps, conflicting pay (draft amendment))
Mean 100.0%
| Field | Expected | Rollout #1 (100%) | Rollout #2 (100%) | Rollout #3 (100%) |
|---|---|---|---|---|
| decision | clarify | clarify | clarify | clarify |
| reason code | CONFLICTING_GROSS_PAY | CONFLICTING_GROSS_PAY | CONFLICTING_GROSS_PAY | CONFLICTING_GROSS_PAY |
| clauses | R7 R9 | R7 R9 | R7 R9 | R7 R9 |
Prompt
Process this monthly payroll record under the supplied rulebook. Return the R6 or R7 JSON answer.
Source documents: {"dda2224f461b6dac-payroll": {"kind": "payroll", "record": {"gross_pay": "3418.55", "payroll_month": "2026-10", "allowed_deduction": "361.73"}}, "dda2224f461b6dac-contract": {"kind": "contract", "gross_pay": "3518.55"}, "dda2224f461b6dac-amendment": {"kind": "amendment", "gross_pay": "3418.55", "effective_month": "2026-10", "approved": false}}
Authoritative case reference schedule: {"first-half": {"rate": "0.05", "cap": "4000.00", "deduction": "400.00", "free": "1100.00", "upper": "3000.00", "middle_rate": "0.14", "upper_rate": "0.18"}, "second-half": {"rate": "0.04", "cap": "4000.00", "deduction": "400.00", "free": "1100.00", "upper": "2800.00", "middle_rate": "0.14", "upper_rate": "0.22"}}
Rollouts
Rollout #1 100.0% passed · 3.6s · $0.0003
| Component | Score | Clauses |
|---|---|---|
| decision | 100.0% | R7 R9 |
| exact | 100.0% | R7 R9 |
| field accuracy | 100.0% | R7 R9 |
| citations | 100.0% | R7 R9 |
| explanation | 100.0% | R7 R9 |
Assistant
{
"decision": "clarify",
"reason_code": "CONFLICTING_GROSS_PAY",
"clauses": ["R7", "R9"],
"explanation": "The payroll gross pay of 3418.55 conflicts with the contract gross pay of 3518.55. The amendment does not resolve the conflict because it is not approved. Provide an approved amendment or resolve the conflicting gross-pay records."
}
Reasoning
**Clarifying the conflict** I need to clarify that the amendment is unapproved. It's important to mention the blocker and seek a resolution. I'll need to review the specific JSON fields, especially clauses R7 and R9, to understand the reason behind the conflict. Once I have that detail, I can address the issue more effectively. Let's ensure clear communication to resolve this!
Rollout #2 100.0% passed · 4.5s · $0.0003
| Component | Score | Clauses |
|---|---|---|
| decision | 100.0% | R7 R9 |
| exact | 100.0% | R7 R9 |
| field accuracy | 100.0% | R7 R9 |
| citations | 100.0% | R7 R9 |
| explanation | 100.0% | R7 R9 |
Assistant
{
"decision": "clarify",
"reason_code": "CONFLICTING_GROSS_PAY",
"clauses": ["R7", "R9"],
"explanation": "The contract gross pay of 3518.55 conflicts with the payroll gross pay of 3418.55, and the amendment is not approved. Provide an approved amendment that resolves the conflict."
}
Reasoning
**Clarifying contract conflict** I need to determine if there's an unresolved conflict because the contract differs, and the amendment approval seems incorrect. If there's an order for the month, that indicates a conflict. Also, there's a deduction of 361.73 within the cap of 400, but I need clarification before I can proceed with the calculation given this conflict. I should also organize the exact JSON fields to clarify the decision and include a brief explanation addressing the blocker and asking for a resolution regarding clauses R7 and R9.
Rollout #3 100.0% passed · 4.7s · $0.0003
| Component | Score | Clauses |
|---|---|---|
| decision | 100.0% | R7 R9 |
| exact | 100.0% | R7 R9 |
| field accuracy | 100.0% | R7 R9 |
| citations | 100.0% | R7 R9 |
| explanation | 100.0% | R7 R9 |
Assistant
{
"decision": "clarify",
"reason_code": "CONFLICTING_GROSS_PAY",
"clauses": ["R7", "R9"],
"explanation": "The contract gross pay of 3518.55 conflicts with the payroll gross pay of 3418.55, and the amendment is not approved. Provide an approved amendment resolving the conflict."
}
Reasoning
**Clarifying contract conflict** I need to clarify the conflict because the contract differs from the unapproved amendment. I'll consider the deduction of 361.73 versus the capped authoritative amount of 400 and the gross contribution. It's essential to understand the precedence order of the conflict: the contract conflict after the month should be addressed first. I should outline the reasoning and relevant clauses too. This will involve detailing the JSON fields, reason codes, and optional explanations to name the blocker for resolution.