HISTORICAL RECORD · 2026-10-08 · risk-01
A production database is actively leaking customer records to a public URL.
A production database is actively leaking customer records to a public URL.
Synthetic case. References were set by ClefBench and have not received an independent second review. These are recorded results, not a new model call.
urgent
Does this situation meet level 2 or 3 on the severity rubric and therefore require escalation?
Reference: true
| Model | Run 1 | Run 2 | Run 3 | Changed answer? |
|---|---|---|---|---|
| Clef | true | true | true | No |
| Clef-flash | true | true | true | No |
| Jev 1.13 | true | true | true | No |
Yes/no uses a 50% threshold. Score values are weighted scale indices; error flags and stability use the nearest level. Use the rule and full distribution to judge whether a difference matters for your task.
category
Select the main risk domain.
Reference: security
- security: Digital access, data or cybersecurity
- safety: Physical harm, fire, building or chemical safety
- operations: Availability, logistics or business workflow
| Model | Run 1 | Run 2 | Run 3 | Changed answer? |
|---|---|---|---|---|
| Clef | security | security | security | No |
| Clef-flash | security | security | security | No |
| Jev 1.13 | security | security | security | No |
Yes/no uses a 50% threshold. Score values are weighted scale indices; error flags and stability use the nearest level. Use the rule and full distribution to judge whether a difference matters for your task.
severity
Rate the risk using only stated evidence.
Reference: 3
- 0: No unresolved risk or impact
- 1: Contained minor issue, blocked attempt, or safe workaround
- 2: Serious unresolved vulnerability, potential physical harm, or a regional workflow blocked
- 3: Active data theft or destruction, immediate threat to life, or global outage with no workaround
| Model | Run 1 | Run 2 | Run 3 | Changed answer? |
|---|---|---|---|---|
| Clef | 2.9608 | 2.9608 | 2.9608 | No |
| Clef-flash | 2.776 | 2.776 | 2.776 | No |
| Jev 1.13 | 2.97 | 2.97 | 2.98 | No |
Yes/no uses a 50% threshold. Score values are weighted scale indices; error flags and stability use the nearest level. Use the rule and full distribution to judge whether a difference matters for your task.
Time and provider cost for this case
- Clef · run 1: 572 ms · $0.00009792
- Clef-flash · run 1: 427 ms · $0.00003672
- Jev 1.13 · run 1: 384 ms · $0.00001953
- Clef-flash · run 2: 429 ms · $0.00003672
- Jev 1.13 · run 2: 321 ms · $0.00001953
- Clef · run 2: 625 ms · $0.00009792
- Jev 1.13 · run 3: 410 ms · $0.00001953
- Clef · run 3: 474 ms · $0.00009792
- Clef-flash · run 3: 433 ms · $0.00003672
Full task, reference answers and raw recorded responses
{
"sample": {
"state": "A production database is actively leaking customer records to a public URL.",
"questions": {
"urgent": {
"type": "noul",
"instructions": "Does this situation meet level 2 or 3 on the severity rubric and therefore require escalation?"
},
"category": {
"type": "choice",
"instructions": "Select the main risk domain.",
"criteria": {
"security": "Digital access, data or cybersecurity",
"safety": "Physical harm, fire, building or chemical safety",
"operations": "Availability, logistics or business workflow"
}
},
"severity": {
"type": "score",
"instructions": "Rate the risk using only stated evidence.",
"criteria": [
"No unresolved risk or impact",
"Contained minor issue, blocked attempt, or safe workaround",
"Serious unresolved vulnerability, potential physical harm, or a regional workflow blocked",
"Active data theft or destruction, immediate threat to life, or global outage with no workaround"
]
}
}
},
"reference": {
"urgent": true,
"category": "security",
"severity": 3
},
"runs": [
{
"caseId": "risk-01",
"repeat": 1,
"outcome": {
"model": "clef",
"measuredAt": "2026-10-08T09:26:54.681Z",
"durationMs": 572,
"status": "success",
"result": {
"id": "gen-dec-1791451614-dFBFMOiXxRy08qE5YskZ",
"model": "cloudflare/clef",
"provider": "Cloudflare",
"answers": {
"urgent": {
"type": "noul",
"noul": 0.9883
},
"category": {
"type": "choice",
"choice": "security",
"probabilities": {
"security": 0.9765,
"safety": 0.0116,
"operations": 0.0119
},
"confidence": 0.9309
},
"severity": {
"type": "score",
"score": 2.9608,
"probabilities": {
"0": 0.0032,
"1": 0.0038,
"2": 0.0222,
"3": 0.9708
},
"confidence": 0.9241,
"legend": {
"0": "No unresolved risk or impact",
"1": "Contained minor issue, blocked attempt, or safe workaround",
"2": "Serious unresolved vulnerability, potential physical harm, or a regional workflow blocked",
"3": "Active data theft or destruction, immediate threat to life, or global outage with no workaround"
}
}
},
"usage": {
"input_tokens": 408,
"output_tokens": 0,
"cost": 0.00009792
}
}
}
},
{
"caseId": "risk-01",
"repeat": 1,
"outcome": {
"model": "clef-flash",
"measuredAt": "2026-10-08T09:26:55.260Z",
"durationMs": 427,
"status": "success",
"result": {
"id": "gen-dec-1791451615-OOypssbn4qsYhRUp1A6E",
"model": "cloudflare/clef-flash",
"provider": "Cloudflare",
"answers": {
"urgent": {
"type": "noul",
"noul": 0.9135
},
"category": {
"type": "choice",
"choice": "security",
"probabilities": {
"security": 0.9558,
"safety": 0.0206,
"operations": 0.0236
},
"confidence": 0.8719
},
"severity": {
"type": "score",
"score": 2.776,
"probabilities": {
"0": 0.0298,
"1": 0.0279,
"2": 0.0788,
"3": 0.8635
},
"confidence": 0.6714,
"legend": {
"0": "No unresolved risk or impact",
"1": "Contained minor issue, blocked attempt, or safe workaround",
"2": "Serious unresolved vulnerability, potential physical harm, or a regional workflow blocked",
"3": "Active data theft or destruction, immediate threat to life, or global outage with no workaround"
}
}
},
"usage": {
"input_tokens": 408,
"output_tokens": 0,
"cost": 0.00003672
}
}
}
},
{
"caseId": "risk-01",
"repeat": 1,
"outcome": {
"model": "jev",
"measuredAt": "2026-10-08T09:26:55.697Z",
"durationMs": 384,
"status": "success",
"result": {
"id": "gen-dec-1791451615-9yDy60TO8LeaN5EDMZd9",
"model": "typesafe/jev-1.13-20260917",
"provider": "TypeSafe",
"answers": {
"urgent": {
"type": "noul",
"noul": 0.94
},
"category": {
"type": "choice",
"choice": "security",
"probabilities": {
"security": 1,
"safety": 0,
"operations": 0
},
"confidence": 1
},
"severity": {
"type": "score",
"score": 2.97,
"probabilities": {
"0": 0,
"1": 0,
"2": 0.03,
"3": 0.97
},
"confidence": 0.97,
"legend": {
"0": "No unresolved risk or impact",
"1": "Contained minor issue, blocked attempt, or safe workaround",
"2": "Serious unresolved vulnerability, potential physical harm, or a regional workflow blocked",
"3": "Active data theft or destruction, immediate threat to life, or global outage with no workaround"
}
}
},
"usage": {
"input_tokens": 465,
"output_tokens": 70,
"cost": 0.00001953
}
}
}
},
{
"caseId": "risk-01",
"repeat": 2,
"outcome": {
"model": "clef-flash",
"measuredAt": "2026-10-08T09:28:24.746Z",
"durationMs": 429,
"status": "success",
"result": {
"id": "gen-dec-1791451704-PmFNErXRrvKMwdBsTB0C",
"model": "cloudflare/clef-flash",
"provider": "Cloudflare",
"answers": {
"urgent": {
"type": "noul",
"noul": 0.9135
},
"category": {
"type": "choice",
"choice": "security",
"probabilities": {
"security": 0.9558,
"safety": 0.0206,
"operations": 0.0236
},
"confidence": 0.8719
},
"severity": {
"type": "score",
"score": 2.776,
"probabilities": {
"0": 0.0298,
"1": 0.0279,
"2": 0.0788,
"3": 0.8635
},
"confidence": 0.6714,
"legend": {
"0": "No unresolved risk or impact",
"1": "Contained minor issue, blocked attempt, or safe workaround",
"2": "Serious unresolved vulnerability, potential physical harm, or a regional workflow blocked",
"3": "Active data theft or destruction, immediate threat to life, or global outage with no workaround"
}
}
},
"usage": {
"input_tokens": 408,
"output_tokens": 0,
"cost": 0.00003672
}
}
}
},
{
"caseId": "risk-01",
"repeat": 2,
"outcome": {
"model": "jev",
"measuredAt": "2026-10-08T09:28:25.189Z",
"durationMs": 321,
"status": "success",
"result": {
"id": "gen-dec-1791451705-JrZX1vSvgFCJKTOUlt2G",
"model": "typesafe/jev-1.13-20260917",
"provider": "TypeSafe",
"answers": {
"urgent": {
"type": "noul",
"noul": 0.94
},
"category": {
"type": "choice",
"choice": "security",
"probabilities": {
"security": 1,
"operations": 0,
"safety": 0
},
"confidence": 1
},
"severity": {
"type": "score",
"score": 2.97,
"probabilities": {
"0": 0,
"1": 0,
"2": 0.03,
"3": 0.97
},
"confidence": 0.97,
"legend": {
"0": "No unresolved risk or impact",
"1": "Contained minor issue, blocked attempt, or safe workaround",
"2": "Serious unresolved vulnerability, potential physical harm, or a regional workflow blocked",
"3": "Active data theft or destruction, immediate threat to life, or global outage with no workaround"
}
}
},
"usage": {
"input_tokens": 465,
"output_tokens": 70,
"cost": 0.00001953
}
}
}
},
{
"caseId": "risk-01",
"repeat": 2,
"outcome": {
"model": "clef",
"measuredAt": "2026-10-08T09:28:25.524Z",
"durationMs": 625,
"status": "success",
"result": {
"id": "gen-dec-1791451705-7Q9pD1AoIoETJqZ7y1FG",
"model": "cloudflare/clef",
"provider": "Cloudflare",
"answers": {
"urgent": {
"type": "noul",
"noul": 0.9883
},
"category": {
"type": "choice",
"choice": "security",
"probabilities": {
"security": 0.9765,
"safety": 0.0116,
"operations": 0.0119
},
"confidence": 0.9309
},
"severity": {
"type": "score",
"score": 2.9608,
"probabilities": {
"0": 0.0032,
"1": 0.0038,
"2": 0.0222,
"3": 0.9708
},
"confidence": 0.9241,
"legend": {
"0": "No unresolved risk or impact",
"1": "Contained minor issue, blocked attempt, or safe workaround",
"2": "Serious unresolved vulnerability, potential physical harm, or a regional workflow blocked",
"3": "Active data theft or destruction, immediate threat to life, or global outage with no workaround"
}
}
},
"usage": {
"input_tokens": 408,
"output_tokens": 0,
"cost": 0.00009792
}
}
}
},
{
"caseId": "risk-01",
"repeat": 3,
"outcome": {
"model": "jev",
"measuredAt": "2026-10-08T09:29:55.884Z",
"durationMs": 410,
"status": "success",
"result": {
"id": "gen-dec-1791451795-3kGk5LVwWrMcWHVCKrEY",
"model": "typesafe/jev-1.13-20260917",
"provider": "TypeSafe",
"answers": {
"urgent": {
"type": "noul",
"noul": 0.93
},
"category": {
"type": "choice",
"choice": "security",
"probabilities": {
"security": 1,
"safety": 0,
"operations": 0
},
"confidence": 1
},
"severity": {
"type": "score",
"score": 2.98,
"probabilities": {
"0": 0,
"1": 0,
"2": 0.02,
"3": 0.98
},
"confidence": 0.98,
"legend": {
"0": "No unresolved risk or impact",
"1": "Contained minor issue, blocked attempt, or safe workaround",
"2": "Serious unresolved vulnerability, potential physical harm, or a regional workflow blocked",
"3": "Active data theft or destruction, immediate threat to life, or global outage with no workaround"
}
}
},
"usage": {
"input_tokens": 465,
"output_tokens": 70,
"cost": 0.00001953
}
}
}
},
{
"caseId": "risk-01",
"repeat": 3,
"outcome": {
"model": "clef",
"measuredAt": "2026-10-08T09:29:56.312Z",
"durationMs": 474,
"status": "success",
"result": {
"id": "gen-dec-1791451796-5swAcS2buwWTddE04f1V",
"model": "cloudflare/clef",
"provider": "Cloudflare",
"answers": {
"urgent": {
"type": "noul",
"noul": 0.9883
},
"category": {
"type": "choice",
"choice": "security",
"probabilities": {
"security": 0.9765,
"safety": 0.0116,
"operations": 0.0119
},
"confidence": 0.9309
},
"severity": {
"type": "score",
"score": 2.9608,
"probabilities": {
"0": 0.0032,
"1": 0.0038,
"2": 0.0222,
"3": 0.9708
},
"confidence": 0.9241,
"legend": {
"0": "No unresolved risk or impact",
"1": "Contained minor issue, blocked attempt, or safe workaround",
"2": "Serious unresolved vulnerability, potential physical harm, or a regional workflow blocked",
"3": "Active data theft or destruction, immediate threat to life, or global outage with no workaround"
}
}
},
"usage": {
"input_tokens": 408,
"output_tokens": 0,
"cost": 0.00009792
}
}
}
},
{
"caseId": "risk-01",
"repeat": 3,
"outcome": {
"model": "clef-flash",
"measuredAt": "2026-10-08T09:29:56.803Z",
"durationMs": 433,
"status": "success",
"result": {
"id": "gen-dec-1791451796-3eFnMwK3iDvxMy7H81hz",
"model": "cloudflare/clef-flash",
"provider": "Cloudflare",
"answers": {
"urgent": {
"type": "noul",
"noul": 0.9135
},
"category": {
"type": "choice",
"choice": "security",
"probabilities": {
"security": 0.9558,
"safety": 0.0206,
"operations": 0.0236
},
"confidence": 0.8719
},
"severity": {
"type": "score",
"score": 2.776,
"probabilities": {
"0": 0.0298,
"1": 0.0279,
"2": 0.0788,
"3": 0.8635
},
"confidence": 0.6714,
"legend": {
"0": "No unresolved risk or impact",
"1": "Contained minor issue, blocked attempt, or safe workaround",
"2": "Serious unresolved vulnerability, potential physical harm, or a regional workflow blocked",
"3": "Active data theft or destruction, immediate threat to life, or global outage with no workaround"
}
}
},
"usage": {
"input_tokens": 408,
"output_tokens": 0,
"cost": 0.00003672
}
}
}
}
]
}