← Heatmap / GPT 5.6 Luna · Task 42
GPT 5.6 Luna* · Tool use · Task 42 (Traps, conflicting pay)
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. Retrieve the case inputs with list_documents and read_document. Reference rows are available only through lookup_reference. Use calculate for exact decimal arithmetic.
Rollouts
Rollout #1 100.0% passed · 5 tool calls · 7.6s · $0.0007
| 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
list_documents()lookup_reference(reference="first-half")lookup_reference(reference="second-half")Tool
[
{"id": "7b56e045b2787948-payroll", "kind": "payroll"},
{"id": "7b56e045b2787948-contract", "kind": "contract"}
]
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.06",
"cap": "4500.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3600.00",
"middle_rate": "0.08",
"upper_rate": "0.20"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.08",
"cap": "5000.00",
"deduction": "400.00",
"free": "900.00",
"upper": "3300.00",
"middle_rate": "0.14",
"upper_rate": "0.24"
}
Assistant
read_document(document_id="7b56e045b2787948-payroll")read_document(document_id="7b56e045b2787948-contract")Tool
{
"kind": "payroll",
"record": {"gross_pay": "9728.06", "payroll_month": "2026-02"}
}
Tool
{
"kind": "contract",
"gross_pay": "9703.06"
}
Assistant
{
"decision": "clarify",
"reason_code": "CONFLICTING_GROSS_PAY",
"clauses": ["R7", "R9"],
"explanation": "The payroll gross pay is 9728.06 LCR, while the contract gross pay is 9703.06 LCR. Please provide an approved amendment effective no later than 2026-02 with an amount matching the payroll gross pay, or resolve the conflicting amounts."
}
Reasoning
**Clarifying amendment conflict** I'm recognizing the need for clarification regarding the conflict in the amendment. I should mention any blockers and seek a resolution. It's important to specify the relevant clauses clearly. I'm thinking that documenting the decision in JSON format could help, particularly with optional explanations for the reason codes in the clauses. This way, everything should be organized and understandable. Let's make sure we're on the same page!
Rollout #2 100.0% passed · 5 tool calls · 7.6s · $0.0005
| 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
list_documents()lookup_reference(reference="first-half")lookup_reference(reference="second-half")Tool
[
{"id": "7b56e045b2787948-payroll", "kind": "payroll"},
{"id": "7b56e045b2787948-contract", "kind": "contract"}
]
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.06",
"cap": "4500.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3600.00",
"middle_rate": "0.08",
"upper_rate": "0.20"
}
Tool
{
"reference": "second-half",
"months": ["2026-07", "2026-12"],
"rate": "0.08",
"cap": "5000.00",
"deduction": "400.00",
"free": "900.00",
"upper": "3300.00",
"middle_rate": "0.14",
"upper_rate": "0.24"
}
Assistant
read_document(document_id="7b56e045b2787948-payroll")read_document(document_id="7b56e045b2787948-contract")Tool
{
"kind": "payroll",
"record": {"gross_pay": "9728.06", "payroll_month": "2026-02"}
}
Tool
{
"kind": "contract",
"gross_pay": "9703.06"
}
Assistant
{
"decision": "clarify",
"reason_code": "CONFLICTING_GROSS_PAY",
"explanation": "Payroll gross pay is 9728.06 LCR, while contract gross pay is 9703.06 LCR. Provide an approved, effective amendment matching the payroll gross pay or resolve the discrepancy.",
"clauses": ["R7", "R9"]
}
Reasoning
**Clarifying conflict resolution** I need to clarify the conflict. There seems to be no amendment provided, so I’m looking for exact JSON fields. Providing a brief explanation is optional, but it seems that only the clauses directly govern the situation. I also need to name the blocker and ask for a resolution, possibly including a reason code. I'll make sure to cite R7 and R9 for reference. I want to address this clearly and concisely!
Rollout #3 100.0% passed · 4 tool calls · 10.7s · $0.0008
| 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
list_documents()Tool
[
{"id": "7b56e045b2787948-payroll", "kind": "payroll"},
{"id": "7b56e045b2787948-contract", "kind": "contract"}
]
Assistant
read_document(document_id="7b56e045b2787948-payroll")read_document(document_id="7b56e045b2787948-contract")Tool
{
"kind": "payroll",
"record": {"gross_pay": "9728.06", "payroll_month": "2026-02"}
}
Tool
{
"kind": "contract",
"gross_pay": "9703.06"
}
Assistant
lookup_reference(reference="first-half")Reasoning
**Analyzing conflict in documents** I need to check if there's an amendment missing in the documents. The user mentioned that reference is only available through lookup. There’s a need to read the documents carefully, as the contract seems to lack amendments, and the conflict remains unresolved. I might have to clarify certain references without needing to look them up, but I suspect I'll still need to validate the month and deductions to ensure accuracy. I should probably look up the first half since February while considering parallel tools.
Tool
{
"reference": "first-half",
"months": ["2026-01", "2026-06"],
"rate": "0.06",
"cap": "4500.00",
"deduction": "400.00",
"free": "1200.00",
"upper": "3600.00",
"middle_rate": "0.08",
"upper_rate": "0.20"
}
Assistant
{
"decision": "clarify",
"reason_code": "CONFLICTING_GROSS_PAY",
"clauses": ["R7", "R9"],
"explanation": "The payroll gross pay is 9728.06 LCR, while the contract gross pay is 9703.06 LCR. Please provide an approved amendment effective no later than 2026-02 that matches the payroll gross pay, or resolve which gross pay is authoritative."
}
Reasoning
**Clarifying documents for calculation** I need to sort out the necessary documents regarding conflicts and amendments before proceeding with calculations. It seems like I'm unsure about whether I require results for the second half of February. The rules suggest that a contract conflict and an amendment are optional if absent. I should return the exact fields for clarification, and while an explanation is optional, I think the clauses likely include ["R7", "R9"]. It might be best to ask for a resolution on this.