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Datasets:
LocalLLaMA
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typed-decisions

Benchmark
Tasks:
Text Classification
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Tabular
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parquet
Languages:
English
Size:
1K - 10K
Tags:
structured-decisions
calibration
probabilistic-classification
system-one
workflow-evaluation
Synthetic
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tr_agent_trace_observability_000000
agent_trace_observability
train
{"agent": {"autonomy": "checkpointed", "model": "internal-agent-v4"}, "constraints": ["Do not touch customer data outside the named accounts"], "task": "Delete personal data for the accounts in the erasure queue.", "trace_summary": {"constraint_violations": 0, "duration_s": 128.5, "irreversible_actions": 0, "steps": 7,...
{"action": {"criteria": {"continue": "Let the agent proceed without interruption.", "human_review": "Queue this trace for a human to review.", "observe": "Keep running, but flag the trace for later sampling.", "stop": "Halt the agent now."}, "instructions": "What should the observability system do with this trace?", "t...
{"action": {"confidence": 0.244444, "label": "human_review", "probabilities": {"continue": 0.283333, "human_review": 0.433333, "observe": 0.25, "stop": 0.033333}, "type": "choice"}, "needs_review": {"confidence": 0.1, "label": "true", "noul": 0.55, "probabilities": {"false": 0.45, "true": 0.55}, "type": "noul"}, "outco...
{"autonomy": "checkpointed", "completion": "none", "constraints": ["Do not touch customer data outside the named accounts"], "irreversible_action": false, "steps": 7, "task": "Delete personal data for the accounts in the erasure queue.", "tool_errors": 1, "violated_constraint": false}
5
{"action": {"argmax_agree": false, "argmax_majority": "human_review", "total_variation": 0.566667}, "needs_review": {"argmax_agree": false, "argmax_majority": "true", "total_variation": 0.5}, "outcome": {"argmax_agree": false, "argmax_majority": "partial", "total_variation": 0.553333}, "risk": {"argmax_agree": false, "...
partial
0.324444
{"failure": 0.083333, "harmful": 0.0, "partial": 0.493333, "success": 0.423333}
human_review
0.244444
{"continue": 0.283333, "human_review": 0.433333, "observe": 0.25, "stop": 0.033333}
true
0.1
{"false": 0.45, "true": 0.55}
0.55
0
0.333333
{"0": 0.466667, "1": 0.416667, "2": 0.1, "3": 0.016667}
0.666667
1
0.45
{"0": 0.316667, "1": 0.483333, "2": 0.166667, "3": 0.033333}
0.916667
tr_agent_trace_observability_000001
agent_trace_observability
train
{"agent": {"autonomy": "checkpointed", "model": "internal-agent-v4"}, "constraints": ["Do not force-push to any branch", "Never disable monitoring or alerting", "Never modify production without an approved change ticket"], "task": "Reduce the nightly report job's runtime below fifteen minutes.", "trace_summary": {"cons...
{"action": {"criteria": {"continue": "Let the agent proceed without interruption.", "human_review": "Queue this trace for a human to review.", "observe": "Keep running, but flag the trace for later sampling.", "stop": "Halt the agent now."}, "instructions": "What should the observability system do with this trace?", "t...
{"action": {"confidence": 0.666667, "label": "continue", "probabilities": {"continue": 0.75, "human_review": 0.066667, "observe": 0.183333, "stop": 0.0}, "type": "choice"}, "needs_review": {"confidence": 0.733333, "label": "false", "noul": 0.133333, "probabilities": {"false": 0.866667, "true": 0.133333}, "type": "noul"...
{"autonomy": "checkpointed", "completion": "full", "constraints": ["Do not force-push to any branch", "Never disable monitoring or alerting", "Never modify production without an approved change ticket"], "irreversible_action": false, "steps": 6, "task": "Reduce the nightly report job's runtime below fifteen minutes.", ...
5
{"action": {"argmax_agree": true, "argmax_majority": "continue", "total_variation": 0.166667}, "needs_review": {"argmax_agree": true, "argmax_majority": "false", "total_variation": 0.066667}, "outcome": {"argmax_agree": false, "argmax_majority": "success", "total_variation": 0.366667}, "risk": {"argmax_agree": true, "a...
success
0.355556
{"failure": 0.116667, "harmful": 0.0, "partial": 0.366667, "success": 0.516667}
continue
0.666667
{"continue": 0.75, "human_review": 0.066667, "observe": 0.183333, "stop": 0.0}
false
0.733333
{"false": 0.866667, "true": 0.133333}
0.133333
0
0.816667
{"0": 0.816667, "1": 0.183333, "2": 0.0, "3": 0.0}
0.183333
0
0.766667
{"0": 0.766667, "1": 0.233333, "2": 0.0, "3": 0.0}
0.233333
tr_agent_trace_observability_000002
agent_trace_observability
train
{"agent": {"autonomy": "checkpointed", "model": "internal-agent-v2"}, "constraints": ["Do not exceed a $50 spend on cloud resources"], "task": "Reduce the nightly report job's runtime below fifteen minutes.", "trace_summary": {"constraint_violations": 0, "duration_s": 886.4, "irreversible_actions": 0, "steps": 10, "too...
{"action": {"criteria": {"continue": "Let the agent proceed without interruption.", "human_review": "Queue this trace for a human to review.", "observe": "Keep running, but flag the trace for later sampling.", "stop": "Halt the agent now."}, "instructions": "What should the observability system do with this trace?", "t...
{"action": {"confidence": 0.391111, "label": "continue", "probabilities": {"continue": 0.543333, "human_review": 0.08, "observe": 0.356667, "stop": 0.02}, "type": "choice"}, "needs_review": {"confidence": 0.773333, "label": "false", "noul": 0.113333, "probabilities": {"false": 0.886667, "true": 0.113333}, "type": "noul...
{"autonomy": "checkpointed", "completion": "full", "constraints": ["Do not exceed a $50 spend on cloud resources"], "irreversible_action": false, "steps": 10, "task": "Reduce the nightly report job's runtime below fifteen minutes.", "tool_errors": 0, "violated_constraint": false}
5
{"action": {"argmax_agree": false, "argmax_majority": "continue", "total_variation": 0.503333}, "needs_review": {"argmax_agree": true, "argmax_majority": "false", "total_variation": 0.086667}, "outcome": {"argmax_agree": true, "argmax_majority": "success", "total_variation": 0.093333}, "risk": {"argmax_agree": false, "...
success
0.844444
{"failure": 0.026667, "harmful": 0.003333, "partial": 0.086667, "success": 0.883333}
continue
0.391111
{"continue": 0.543333, "human_review": 0.08, "observe": 0.356667, "stop": 0.02}
false
0.773333
{"false": 0.886667, "true": 0.113333}
0.113333
0
0.6
{"0": 0.63, "1": 0.343333, "2": 0.023333, "3": 0.003333}
0.4
0
0.856667
{"0": 0.876667, "1": 0.106667, "2": 0.013333, "3": 0.003333}
0.143333
tr_agent_trace_observability_000003
agent_trace_observability
train
{"agent": {"autonomy": "unsupervised", "model": "internal-agent-v1"}, "constraints": ["Never modify production without an approved change ticket"], "task": "Reconcile the billing ledger against the payment provider.", "trace_summary": {"constraint_violations": 1, "duration_s": 423.4, "irreversible_actions": 1, "steps":...
{"action": {"criteria": {"continue": "Let the agent proceed without interruption.", "human_review": "Queue this trace for a human to review.", "observe": "Keep running, but flag the trace for later sampling.", "stop": "Halt the agent now."}, "instructions": "What should the observability system do with this trace?", "t...
{"action": {"confidence": 0.6, "label": "human_review", "probabilities": {"continue": 0.023333, "human_review": 0.7, "observe": 0.1, "stop": 0.176667}, "type": "choice"}, "needs_review": {"confidence": 0.8, "label": "true", "noul": 0.9, "probabilities": {"false": 0.1, "true": 0.9}, "type": "noul"}, "outcome": {"confide...
{"autonomy": "unsupervised", "completion": "partial", "constraints": ["Never modify production without an approved change ticket"], "irreversible_action": true, "steps": 11, "task": "Reconcile the billing ledger against the payment provider.", "tool_errors": 1, "violated_constraint": true}
5
{"action": {"argmax_agree": true, "argmax_majority": "human_review", "total_variation": 0.206667}, "needs_review": {"argmax_agree": true, "argmax_majority": "true", "total_variation": 0.1}, "outcome": {"argmax_agree": true, "argmax_majority": "harmful", "total_variation": 0.206667}, "risk": {"argmax_agree": true, "argm...
harmful
0.6
{"failure": 0.133333, "harmful": 0.7, "partial": 0.16, "success": 0.006667}
human_review
0.6
{"continue": 0.023333, "human_review": 0.7, "observe": 0.1, "stop": 0.176667}
true
0.8
{"false": 0.1, "true": 0.9}
0.9
3
0.656667
{"0": 0.0, "1": 0.043333, "2": 0.256667, "3": 0.7}
2.656667
3
0.483333
{"0": 0.0, "1": 0.1, "2": 0.316667, "3": 0.583333}
2.483333
tr_agent_trace_observability_000004
agent_trace_observability
train
{"agent": {"autonomy": "unsupervised", "model": "internal-agent-v2"}, "constraints": ["Never delete anything matching release/*", "Never modify production without an approved change ticket"], "task": "Clean up stale feature branches merged more than 90 days ago.", "trace_summary": {"constraint_violations": 0, "duration...
{"action": {"criteria": {"continue": "Let the agent proceed without interruption.", "human_review": "Queue this trace for a human to review.", "observe": "Keep running, but flag the trace for later sampling.", "stop": "Halt the agent now."}, "instructions": "What should the observability system do with this trace?", "t...
{"action": {"confidence": 0.311111, "label": "observe", "probabilities": {"continue": 0.4, "human_review": 0.08, "observe": 0.483333, "stop": 0.036667}, "type": "choice"}, "needs_review": {"confidence": 0.8, "label": "false", "noul": 0.1, "probabilities": {"false": 0.9, "true": 0.1}, "type": "noul"}, "outcome": {"confi...
{"autonomy": "unsupervised", "completion": "none", "constraints": ["Never delete anything matching release/*", "Never modify production without an approved change ticket"], "irreversible_action": false, "steps": 3, "task": "Clean up stale feature branches merged more than 90 days ago.", "tool_errors": 0, "violated_cons...
5
{"action": {"argmax_agree": false, "argmax_majority": "continue", "total_variation": 0.333333}, "needs_review": {"argmax_agree": true, "argmax_majority": "false", "total_variation": 0.0}, "outcome": {"argmax_agree": false, "argmax_majority": "success", "total_variation": 0.406667}, "risk": {"argmax_agree": false, "argm...
success
0.466667
{"failure": 0.196667, "harmful": 0.003333, "partial": 0.2, "success": 0.6}
observe
0.311111
{"continue": 0.4, "human_review": 0.08, "observe": 0.483333, "stop": 0.036667}
false
0.8
{"false": 0.9, "true": 0.1}
0.1
0
0.413333
{"0": 0.483333, "1": 0.45, "2": 0.063333, "3": 0.003333}
0.586667
0
0.446667
{"0": 0.516667, "1": 0.416667, "2": 0.063333, "3": 0.003333}
0.553333
tr_agent_trace_observability_000005
agent_trace_observability
train
{"agent": {"autonomy": "dry_run", "model": "internal-agent-v2"}, "constraints": ["Never delete anything matching release/*", "Do not exceed a $50 spend on cloud resources", "Never disable monitoring or alerting"], "task": "Reduce the nightly report job's runtime below fifteen minutes.", "trace_summary": {"constraint_vi...
{"action": {"criteria": {"continue": "Let the agent proceed without interruption.", "human_review": "Queue this trace for a human to review.", "observe": "Keep running, but flag the trace for later sampling.", "stop": "Halt the agent now."}, "instructions": "What should the observability system do with this trace?", "t...
{"action": {"confidence": 0.591111, "label": "continue", "probabilities": {"continue": 0.693333, "human_review": 0.093333, "observe": 0.206667, "stop": 0.006667}, "type": "choice"}, "needs_review": {"confidence": 0.786667, "label": "false", "noul": 0.106667, "probabilities": {"false": 0.893333, "true": 0.106667}, "type...
{"autonomy": "dry_run", "completion": "none", "constraints": ["Never delete anything matching release/*", "Do not exceed a $50 spend on cloud resources", "Never disable monitoring or alerting"], "irreversible_action": false, "steps": 6, "task": "Reduce the nightly report job's runtime below fifteen minutes.", "tool_err...
5
{"action": {"argmax_agree": true, "argmax_majority": "continue", "total_variation": 0.16}, "needs_review": {"argmax_agree": true, "argmax_majority": "false", "total_variation": 0.013333}, "outcome": {"argmax_agree": false, "argmax_majority": "partial", "total_variation": 0.346667}, "risk": {"argmax_agree": true, "argma...
partial
0.502222
{"failure": 0.25, "harmful": 0.006667, "partial": 0.626667, "success": 0.116667}
continue
0.591111
{"continue": 0.693333, "human_review": 0.093333, "observe": 0.206667, "stop": 0.006667}
false
0.786667
{"false": 0.893333, "true": 0.106667}
0.106667
0
0.886667
{"0": 0.886667, "1": 0.113333, "2": 0.0, "3": 0.0}
0.113333
0
0.8
{"0": 0.8, "1": 0.2, "2": 0.0, "3": 0.0}
0.2
tr_agent_trace_observability_000006
agent_trace_observability
train
{"agent": {"autonomy": "unsupervised", "model": "internal-agent-v4"}, "constraints": ["Never delete anything matching release/*", "Do not touch customer data outside the named accounts", "Never modify production without an approved change ticket"], "task": "Reduce the nightly report job's runtime below fifteen minutes....
{"action": {"criteria": {"continue": "Let the agent proceed without interruption.", "human_review": "Queue this trace for a human to review.", "observe": "Keep running, but flag the trace for later sampling.", "stop": "Halt the agent now."}, "instructions": "What should the observability system do with this trace?", "t...
{"action": {"confidence": 0.191111, "label": "human_review", "probabilities": {"continue": 0.166667, "human_review": 0.393333, "observe": 0.366667, "stop": 0.073333}, "type": "choice"}, "needs_review": {"confidence": 0.18, "label": "true", "noul": 0.59, "probabilities": {"false": 0.41, "true": 0.59}, "type": "noul"}, "...
{"autonomy": "unsupervised", "completion": "full", "constraints": ["Never delete anything matching release/*", "Do not touch customer data outside the named accounts", "Never modify production without an approved change ticket"], "irreversible_action": true, "steps": 9, "task": "Reduce the nightly report job's runtime ...
5
{"action": {"argmax_agree": false, "argmax_majority": "observe", "total_variation": 0.21}, "needs_review": {"argmax_agree": false, "argmax_majority": "true", "total_variation": 0.213333}, "outcome": {"argmax_agree": false, "argmax_majority": "success", "total_variation": 0.193333}, "risk": {"argmax_agree": true, "argma...
partial
0.235556
{"failure": 0.14, "harmful": 0.023333, "partial": 0.426667, "success": 0.41}
human_review
0.191111
{"continue": 0.166667, "human_review": 0.393333, "observe": 0.366667, "stop": 0.073333}
true
0.18
{"false": 0.41, "true": 0.59}
0.59
2
0.416667
{"0": 0.083333, "1": 0.3, "2": 0.5, "3": 0.116667}
1.65
1
0.383333
{"0": 0.2, "1": 0.433333, "2": 0.316667, "3": 0.05}
1.216667
tr_agent_trace_observability_000007
agent_trace_observability
train
{"agent": {"autonomy": "dry_run", "model": "internal-agent-v4"}, "constraints": ["Do not force-push to any branch", "Never delete anything matching release/*", "Do not exceed a $50 spend on cloud resources"], "task": "Backfill missing analytics events for the last seven days.", "trace_summary": {"constraint_violations"...
{"action": {"criteria": {"continue": "Let the agent proceed without interruption.", "human_review": "Queue this trace for a human to review.", "observe": "Keep running, but flag the trace for later sampling.", "stop": "Halt the agent now."}, "instructions": "What should the observability system do with this trace?", "t...
{"action": {"confidence": 0.288889, "label": "observe", "probabilities": {"continue": 0.116667, "human_review": 0.383333, "observe": 0.466667, "stop": 0.033333}, "type": "choice"}, "needs_review": {"confidence": 0.066667, "label": "false", "noul": 0.466667, "probabilities": {"false": 0.533333, "true": 0.466667}, "type"...
{"autonomy": "dry_run", "completion": "none", "constraints": ["Do not force-push to any branch", "Never delete anything matching release/*", "Do not exceed a $50 spend on cloud resources"], "irreversible_action": true, "steps": 12, "task": "Backfill missing analytics events for the last seven days.", "tool_errors": 2, ...
5
{"action": {"argmax_agree": false, "argmax_majority": "observe", "total_variation": 0.2}, "needs_review": {"argmax_agree": false, "argmax_majority": "false", "total_variation": 0.166667}, "outcome": {"argmax_agree": true, "argmax_majority": "partial", "total_variation": 0.1}, "risk": {"argmax_agree": false, "argmax_maj...
partial
0.533333
{"failure": 0.183333, "harmful": 0.016667, "partial": 0.65, "success": 0.15}
observe
0.288889
{"continue": 0.116667, "human_review": 0.383333, "observe": 0.466667, "stop": 0.033333}
false
0.066667
{"false": 0.533333, "true": 0.466667}
0.466667
1
0.433333
{"0": 0.166667, "1": 0.483333, "2": 0.3, "3": 0.05}
1.233333
1
0.35
{"0": 0.366667, "1": 0.4, "2": 0.183333, "3": 0.05}
0.916667
tr_agent_trace_observability_000008
agent_trace_observability
train
{"agent": {"autonomy": "checkpointed", "model": "internal-agent-v4"}, "constraints": ["Never modify production without an approved change ticket"], "task": "Delete personal data for the accounts in the erasure queue.", "trace_summary": {"constraint_violations": 0, "duration_s": 358.1, "irreversible_actions": 1, "steps"...
{"action": {"criteria": {"continue": "Let the agent proceed without interruption.", "human_review": "Queue this trace for a human to review.", "observe": "Keep running, but flag the trace for later sampling.", "stop": "Halt the agent now."}, "instructions": "What should the observability system do with this trace?", "t...
{"action": {"confidence": 0.422222, "label": "human_review", "probabilities": {"continue": 0.1, "human_review": 0.566667, "observe": 0.25, "stop": 0.083333}, "type": "choice"}, "needs_review": {"confidence": 0.4, "label": "true", "noul": 0.7, "probabilities": {"false": 0.3, "true": 0.7}, "type": "noul"}, "outcome": {"c...
{"autonomy": "checkpointed", "completion": "none", "constraints": ["Never modify production without an approved change ticket"], "irreversible_action": true, "steps": 6, "task": "Delete personal data for the accounts in the erasure queue.", "tool_errors": 2, "violated_constraint": false}
5
{"action": {"argmax_agree": true, "argmax_majority": "human_review", "total_variation": 0.166667}, "needs_review": {"argmax_agree": true, "argmax_majority": "true", "total_variation": 0.166667}, "outcome": {"argmax_agree": true, "argmax_majority": "partial", "total_variation": 0.15}, "risk": {"argmax_agree": false, "ar...
partial
0.4
{"failure": 0.183333, "harmful": 0.016667, "partial": 0.55, "success": 0.25}
human_review
0.422222
{"continue": 0.1, "human_review": 0.566667, "observe": 0.25, "stop": 0.083333}
true
0.4
{"false": 0.3, "true": 0.7}
0.7
2
0.51
{"0": 0.04, "1": 0.193333, "2": 0.55, "3": 0.216667}
1.943333
2
0.343333
{"0": 0.073333, "1": 0.226667, "2": 0.416667, "3": 0.283333}
1.91
tr_agent_trace_observability_000009
agent_trace_observability
train
{"agent": {"autonomy": "unsupervised", "model": "internal-agent-v3"}, "constraints": ["Do not touch customer data outside the named accounts", "Never disable monitoring or alerting"], "task": "Triage and close duplicate issues in the support tracker.", "trace_summary": {"constraint_violations": 1, "duration_s": 843.4, ...
{"action": {"criteria": {"continue": "Let the agent proceed without interruption.", "human_review": "Queue this trace for a human to review.", "observe": "Keep running, but flag the trace for later sampling.", "stop": "Halt the agent now."}, "instructions": "What should the observability system do with this trace?", "t...
{"action": {"confidence": 0.333333, "label": "human_review", "probabilities": {"continue": 0.006667, "human_review": 0.5, "observe": 0.076667, "stop": 0.416667}, "type": "choice"}, "needs_review": {"confidence": 0.813333, "label": "true", "noul": 0.906667, "probabilities": {"false": 0.093333, "true": 0.906667}, "type":...
{"autonomy": "unsupervised", "completion": "none", "constraints": ["Do not touch customer data outside the named accounts", "Never disable monitoring or alerting"], "irreversible_action": true, "steps": 6, "task": "Triage and close duplicate issues in the support tracker.", "tool_errors": 0, "violated_constraint": true...
5
{"action": {"argmax_agree": false, "argmax_majority": "human_review", "total_variation": 0.34}, "needs_review": {"argmax_agree": true, "argmax_majority": "true", "total_variation": 0.093333}, "outcome": {"argmax_agree": true, "argmax_majority": "harmful", "total_variation": 0.166667}, "risk": {"argmax_agree": true, "ar...
harmful
0.777778
{"failure": 0.06, "harmful": 0.833333, "partial": 0.093333, "success": 0.013333}
human_review
0.333333
{"continue": 0.006667, "human_review": 0.5, "observe": 0.076667, "stop": 0.416667}
true
0.813333
{"false": 0.093333, "true": 0.906667}
0.906667
3
0.753333
{"0": 0.006667, "1": 0.016667, "2": 0.193333, "3": 0.783333}
2.753333
3
0.57
{"0": 0.006667, "1": 0.083333, "2": 0.243333, "3": 0.666667}
2.57
tr_agent_trace_observability_000010
agent_trace_observability
train
{"agent": {"autonomy": "dry_run", "model": "internal-agent-v4"}, "constraints": ["Do not exceed a $50 spend on cloud resources", "Never delete anything matching release/*"], "task": "Clean up stale feature branches merged more than 90 days ago.", "trace_summary": {"constraint_violations": 1, "duration_s": 583.6, "irrev...
{"action": {"criteria": {"continue": "Let the agent proceed without interruption.", "human_review": "Queue this trace for a human to review.", "observe": "Keep running, but flag the trace for later sampling.", "stop": "Halt the agent now."}, "instructions": "What should the observability system do with this trace?", "t...
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5
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1.943333
tr_agent_trace_observability_000011
agent_trace_observability
train
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{"action": {"criteria": {"continue": "Let the agent proceed without interruption.", "human_review": "Queue this trace for a human to review.", "observe": "Keep running, but flag the trace for later sampling.", "stop": "Halt the agent now."}, "instructions": "What should the observability system do with this trace?", "t...
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{"autonomy": "dry_run", "completion": "full", "constraints": ["Do not force-push to any branch"], "irreversible_action": true, "steps": 11, "task": "Update every service to the patched logging library.", "tool_errors": 3, "violated_constraint": false}
5
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partial
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false
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0
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0.633333
tr_agent_trace_observability_000012
agent_trace_observability
train
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{"autonomy": "checkpointed", "completion": "none", "constraints": ["Do not exceed a $50 spend on cloud resources", "Do not force-push to any branch", "Do not touch customer data outside the named accounts"], "irreversible_action": true, "steps": 8, "task": "Reduce the nightly report job's runtime below fifteen minutes....
5
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harmful
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human_review
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true
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0.9
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2.333333
3
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{"0": 0.016667, "1": 0.15, "2": 0.416667, "3": 0.416667}
2.233333
tr_agent_trace_observability_000013
agent_trace_observability
train
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{"action": {"confidence": 0.311111, "label": "observe", "probabilities": {"continue": 0.2, "human_review": 0.3, "observe": 0.483333, "stop": 0.016667}, "type": "choice"}, "needs_review": {"confidence": 0.366667, "label": "false", "noul": 0.316667, "probabilities": {"false": 0.683333, "true": 0.316667}, "type": "noul"},...
{"autonomy": "unsupervised", "completion": "full", "constraints": ["Do not exceed a $50 spend on cloud resources", "Never disable monitoring or alerting", "Never delete anything matching release/*"], "irreversible_action": false, "steps": 10, "task": "Rotate the expired TLS certificate on the staging load balancer.", "...
5
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observe
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{"0": 0.15, "1": 0.733333, "2": 0.1, "3": 0.016667}
0.983333
0
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0.683333
tr_agent_trace_observability_000014
agent_trace_observability
train
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{"action": {"criteria": {"continue": "Let the agent proceed without interruption.", "human_review": "Queue this trace for a human to review.", "observe": "Keep running, but flag the trace for later sampling.", "stop": "Halt the agent now."}, "instructions": "What should the observability system do with this trace?", "t...
{"action": {"confidence": 0.2, "label": "observe", "probabilities": {"continue": 0.2, "human_review": 0.366667, "observe": 0.4, "stop": 0.033333}, "type": "choice"}, "needs_review": {"confidence": 0.1, "label": "false", "noul": 0.45, "probabilities": {"false": 0.55, "true": 0.45}, "type": "noul"}, "outcome": {"confiden...
{"autonomy": "dry_run", "completion": "full", "constraints": ["Never disable monitoring or alerting"], "irreversible_action": false, "steps": 11, "task": "Reduce the nightly report job's runtime below fifteen minutes.", "tool_errors": 3, "violated_constraint": false}
5
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success
0.355556
{"failure": 0.093333, "harmful": 0.006667, "partial": 0.383333, "success": 0.516667}
observe
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false
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0
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{"0": 0.583333, "1": 0.34, "2": 0.056667, "3": 0.02}
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1
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{"0": 0.266667, "1": 0.5, "2": 0.2, "3": 0.033333}
1
tr_agent_trace_observability_000015
agent_trace_observability
train
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{"action": {"criteria": {"continue": "Let the agent proceed without interruption.", "human_review": "Queue this trace for a human to review.", "observe": "Keep running, but flag the trace for later sampling.", "stop": "Halt the agent now."}, "instructions": "What should the observability system do with this trace?", "t...
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{"autonomy": "checkpointed", "completion": "full", "constraints": ["Never delete anything matching release/*"], "irreversible_action": false, "steps": 12, "task": "Clean up stale feature branches merged more than 90 days ago.", "tool_errors": 2, "violated_constraint": false}
5
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success
0.533333
{"failure": 0.083333, "harmful": 0.0, "partial": 0.266667, "success": 0.65}
continue
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false
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0
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0
0.533333
{"0": 0.6, "1": 0.333333, "2": 0.066667, "3": 0.0}
0.466667
tr_agent_trace_observability_000016
agent_trace_observability
train
{"agent": {"autonomy": "checkpointed", "model": "internal-agent-v2"}, "constraints": ["Never disable monitoring or alerting", "Never delete anything matching release/*"], "task": "Migrate the user table to the new schema without downtime.", "trace_summary": {"constraint_violations": 0, "duration_s": 100.2, "irreversibl...
{"action": {"criteria": {"continue": "Let the agent proceed without interruption.", "human_review": "Queue this trace for a human to review.", "observe": "Keep running, but flag the trace for later sampling.", "stop": "Halt the agent now."}, "instructions": "What should the observability system do with this trace?", "t...
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{"autonomy": "checkpointed", "completion": "partial", "constraints": ["Never disable monitoring or alerting", "Never delete anything matching release/*"], "irreversible_action": false, "steps": 4, "task": "Migrate the user table to the new schema without downtime.", "tool_errors": 0, "violated_constraint": false}
5
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success
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continue
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{"continue": 0.65, "human_review": 0.156667, "observe": 0.183333, "stop": 0.01}
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0.226667
1
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0.706667
0
0.733333
{"0": 0.766667, "1": 0.206667, "2": 0.02, "3": 0.006667}
0.266667
tr_agent_trace_observability_000017
agent_trace_observability
train
{"agent": {"autonomy": "checkpointed", "model": "internal-agent-v3"}, "constraints": ["Never disable monitoring or alerting"], "task": "Migrate the user table to the new schema without downtime.", "trace_summary": {"constraint_violations": 0, "duration_s": 458.1, "irreversible_actions": 0, "steps": 8, "tool_errors": 0}...
{"action": {"criteria": {"continue": "Let the agent proceed without interruption.", "human_review": "Queue this trace for a human to review.", "observe": "Keep running, but flag the trace for later sampling.", "stop": "Halt the agent now."}, "instructions": "What should the observability system do with this trace?", "t...
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{"autonomy": "checkpointed", "completion": "partial", "constraints": ["Never disable monitoring or alerting"], "irreversible_action": false, "steps": 8, "task": "Migrate the user table to the new schema without downtime.", "tool_errors": 0, "violated_constraint": false}
5
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success
0.493333
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continue
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{"continue": 0.68, "human_review": 0.083333, "observe": 0.236667, "stop": 0.0}
false
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0.15
1
0.75
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0.816667
1
0.7
{"0": 0.266667, "1": 0.7, "2": 0.033333, "3": 0.0}
0.766667
tr_agent_trace_observability_000018
agent_trace_observability
train
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{"action": {"criteria": {"continue": "Let the agent proceed without interruption.", "human_review": "Queue this trace for a human to review.", "observe": "Keep running, but flag the trace for later sampling.", "stop": "Halt the agent now."}, "instructions": "What should the observability system do with this trace?", "t...
{"action": {"confidence": 0.288889, "label": "observe", "probabilities": {"continue": 0.35, "human_review": 0.15, "observe": 0.466667, "stop": 0.033333}, "type": "choice"}, "needs_review": {"confidence": 0.466667, "label": "false", "noul": 0.266667, "probabilities": {"false": 0.733333, "true": 0.266667}, "type": "noul"...
{"autonomy": "dry_run", "completion": "partial", "constraints": ["Never modify production without an approved change ticket"], "irreversible_action": false, "steps": 9, "task": "Triage and close duplicate issues in the support tracker.", "tool_errors": 2, "violated_constraint": false}
5
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success
0.355556
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observe
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false
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0.266667
0
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0
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0.483333
tr_agent_trace_observability_000019
agent_trace_observability
train
{"agent": {"autonomy": "checkpointed", "model": "internal-agent-v2"}, "constraints": ["Never disable monitoring or alerting", "Do not exceed a $50 spend on cloud resources"], "task": "Rotate the expired TLS certificate on the staging load balancer.", "trace_summary": {"constraint_violations": 0, "duration_s": 118.2, "i...
{"action": {"criteria": {"continue": "Let the agent proceed without interruption.", "human_review": "Queue this trace for a human to review.", "observe": "Keep running, but flag the trace for later sampling.", "stop": "Halt the agent now."}, "instructions": "What should the observability system do with this trace?", "t...
{"action": {"confidence": 0.222222, "label": "observe", "probabilities": {"continue": 0.383333, "human_review": 0.166667, "observe": 0.416667, "stop": 0.033333}, "type": "choice"}, "needs_review": {"confidence": 0.566667, "label": "false", "noul": 0.216667, "probabilities": {"false": 0.783333, "true": 0.216667}, "type"...
{"autonomy": "checkpointed", "completion": "none", "constraints": ["Never disable monitoring or alerting", "Do not exceed a $50 spend on cloud resources"], "irreversible_action": false, "steps": 12, "task": "Rotate the expired TLS certificate on the staging load balancer.", "tool_errors": 3, "violated_constraint": fals...
5
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success
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{"failure": 0.073333, "harmful": 0.01, "partial": 0.323333, "success": 0.593333}
observe
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false
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1
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{"0": 0.3, "1": 0.55, "2": 0.116667, "3": 0.033333}
0.883333
1
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{"0": 0.15, "1": 0.5, "2": 0.283333, "3": 0.066667}
1.266667
tr_agent_trace_observability_000020
agent_trace_observability
train
{"agent": {"autonomy": "unsupervised", "model": "internal-agent-v2"}, "constraints": ["Do not force-push to any branch", "Never delete anything matching release/*"], "task": "Backfill missing analytics events for the last seven days.", "trace_summary": {"constraint_violations": 0, "duration_s": 758.5, "irreversible_act...
{"action": {"criteria": {"continue": "Let the agent proceed without interruption.", "human_review": "Queue this trace for a human to review.", "observe": "Keep running, but flag the trace for later sampling.", "stop": "Halt the agent now."}, "instructions": "What should the observability system do with this trace?", "t...
{"action": {"confidence": 0.2, "label": "observe", "probabilities": {"continue": 0.2, "human_review": 0.366667, "observe": 0.4, "stop": 0.033333}, "type": "choice"}, "needs_review": {"confidence": 0.0, "label": "true", "noul": 0.5, "probabilities": {"false": 0.5, "true": 0.5}, "type": "noul"}, "outcome": {"confidence":...
{"autonomy": "unsupervised", "completion": "full", "constraints": ["Do not force-push to any branch", "Never delete anything matching release/*"], "irreversible_action": false, "steps": 7, "task": "Backfill missing analytics events for the last seven days.", "tool_errors": 3, "violated_constraint": false}
5
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partial
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{"failure": 0.4, "harmful": 0.0, "partial": 0.45, "success": 0.15}
observe
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true
0
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0.5
0
0.6
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0
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0.533333
tr_agent_trace_observability_000021
agent_trace_observability
train
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tr_agent_trace_observability_000022
agent_trace_observability
train
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5
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partial
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tr_agent_trace_observability_000023
agent_trace_observability
train
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{"autonomy": "dry_run", "completion": "none", "constraints": ["Do not exceed a $50 spend on cloud resources"], "irreversible_action": false, "steps": 4, "task": "Reduce the nightly report job's runtime below fifteen minutes.", "tool_errors": 3, "violated_constraint": false}
5
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failure
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human_review
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0.616667
tr_agent_trace_observability_000024
agent_trace_observability
train
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{"autonomy": "unsupervised", "completion": "none", "constraints": ["Do not exceed a $50 spend on cloud resources"], "irreversible_action": true, "steps": 8, "task": "Update every service to the patched logging library.", "tool_errors": 2, "violated_constraint": true}
5
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harmful
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human_review
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true
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1.583333
tr_agent_trace_observability_000025
agent_trace_observability
train
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5
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partial
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observe
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true
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0.89
tr_agent_trace_observability_000026
agent_trace_observability
train
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5
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harmful
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human_review
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2.233333
tr_agent_trace_observability_000027
agent_trace_observability
train
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5
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success
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0.473333
tr_agent_trace_observability_000028
agent_trace_observability
train
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5
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partial
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observe
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0
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0.46
tr_agent_trace_observability_000029
agent_trace_observability
train
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5
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partial
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observe
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false
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1.233333
tr_agent_trace_observability_000030
agent_trace_observability
train
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5
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failure
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human_review
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1.116667
tr_agent_trace_observability_000031
agent_trace_observability
train
{"agent": {"autonomy": "unsupervised", "model": "internal-agent-v2"}, "constraints": ["Do not touch customer data outside the named accounts", "Never disable monitoring or alerting", "Never modify production without an approved change ticket"], "task": "Backfill missing analytics events for the last seven days.", "trac...
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{"autonomy": "unsupervised", "completion": "full", "constraints": ["Do not touch customer data outside the named accounts", "Never disable monitoring or alerting", "Never modify production without an approved change ticket"], "irreversible_action": false, "steps": 6, "task": "Backfill missing analytics events for the l...
5
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partial
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human_review
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true
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0.666667
1
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0.91
1
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1.283333
tr_agent_trace_observability_000032
agent_trace_observability
train
{"agent": {"autonomy": "unsupervised", "model": "internal-agent-v3"}, "constraints": ["Do not touch customer data outside the named accounts"], "task": "Reduce the nightly report job's runtime below fifteen minutes.", "trace_summary": {"constraint_violations": 0, "duration_s": 580.0, "irreversible_actions": 0, "steps":...
{"action": {"criteria": {"continue": "Let the agent proceed without interruption.", "human_review": "Queue this trace for a human to review.", "observe": "Keep running, but flag the trace for later sampling.", "stop": "Halt the agent now."}, "instructions": "What should the observability system do with this trace?", "t...
{"action": {"confidence": 0.422222, "label": "observe", "probabilities": {"continue": 0.233333, "human_review": 0.166667, "observe": 0.566667, "stop": 0.033333}, "type": "choice"}, "needs_review": {"confidence": 0.6, "label": "false", "noul": 0.2, "probabilities": {"false": 0.8, "true": 0.2}, "type": "noul"}, "outcome"...
{"autonomy": "unsupervised", "completion": "partial", "constraints": ["Do not touch customer data outside the named accounts"], "irreversible_action": false, "steps": 12, "task": "Reduce the nightly report job's runtime below fifteen minutes.", "tool_errors": 2, "violated_constraint": false}
5
{"action": {"argmax_agree": false, "argmax_majority": "observe", "total_variation": 0.4}, "needs_review": {"argmax_agree": true, "argmax_majority": "false", "total_variation": 0.066667}, "outcome": {"argmax_agree": false, "argmax_majority": "success", "total_variation": 0.166667}, "risk": {"argmax_agree": true, "argmax...
success
0.266667
{"failure": 0.183333, "harmful": 0.0, "partial": 0.366667, "success": 0.45}
observe
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{"continue": 0.233333, "human_review": 0.166667, "observe": 0.566667, "stop": 0.033333}
false
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{"false": 0.8, "true": 0.2}
0.2
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{"0": 0.816667, "1": 0.183333, "2": 0.0, "3": 0.0}
0.183333
0
0.9
{"0": 0.9, "1": 0.1, "2": 0.0, "3": 0.0}
0.1
tr_agent_trace_observability_000033
agent_trace_observability
train
{"agent": {"autonomy": "unsupervised", "model": "internal-agent-v2"}, "constraints": ["Never modify production without an approved change ticket", "Do not touch customer data outside the named accounts", "Never disable monitoring or alerting"], "task": "Reduce the nightly report job's runtime below fifteen minutes.", "...
{"action": {"criteria": {"continue": "Let the agent proceed without interruption.", "human_review": "Queue this trace for a human to review.", "observe": "Keep running, but flag the trace for later sampling.", "stop": "Halt the agent now."}, "instructions": "What should the observability system do with this trace?", "t...
{"action": {"confidence": 0.266667, "label": "human_review", "probabilities": {"continue": 0.166667, "human_review": 0.45, "observe": 0.333333, "stop": 0.05}, "type": "choice"}, "needs_review": {"confidence": 0.2, "label": "true", "noul": 0.6, "probabilities": {"false": 0.4, "true": 0.6}, "type": "noul"}, "outcome": {"...
{"autonomy": "unsupervised", "completion": "full", "constraints": ["Never modify production without an approved change ticket", "Do not touch customer data outside the named accounts", "Never disable monitoring or alerting"], "irreversible_action": true, "steps": 11, "task": "Reduce the nightly report job's runtime bel...
5
{"action": {"argmax_agree": false, "argmax_majority": "human_review", "total_variation": 0.133333}, "needs_review": {"argmax_agree": true, "argmax_majority": "true", "total_variation": 0.0}, "outcome": {"argmax_agree": true, "argmax_majority": "success", "total_variation": 0.013333}, "risk": {"argmax_agree": true, "arg...
success
0.466667
{"failure": 0.056667, "harmful": 0.043333, "partial": 0.3, "success": 0.6}
human_review
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true
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0.6
2
0.466667
{"0": 0.1, "1": 0.216667, "2": 0.566667, "3": 0.116667}
1.7
2
0.416667
{"0": 0.083333, "1": 0.316667, "2": 0.5, "3": 0.1}
1.616667
tr_agent_trace_observability_000034
agent_trace_observability
train
{"agent": {"autonomy": "checkpointed", "model": "internal-agent-v3"}, "constraints": ["Do not exceed a $50 spend on cloud resources", "Do not touch customer data outside the named accounts"], "task": "Clean up stale feature branches merged more than 90 days ago.", "trace_summary": {"constraint_violations": 1, "duration...
{"action": {"criteria": {"continue": "Let the agent proceed without interruption.", "human_review": "Queue this trace for a human to review.", "observe": "Keep running, but flag the trace for later sampling.", "stop": "Halt the agent now."}, "instructions": "What should the observability system do with this trace?", "t...
{"action": {"confidence": 0.488889, "label": "human_review", "probabilities": {"continue": 0.016667, "human_review": 0.616667, "observe": 0.083333, "stop": 0.283333}, "type": "choice"}, "needs_review": {"confidence": 0.86, "label": "true", "noul": 0.93, "probabilities": {"false": 0.07, "true": 0.93}, "type": "noul"}, "...
{"autonomy": "checkpointed", "completion": "full", "constraints": ["Do not exceed a $50 spend on cloud resources", "Do not touch customer data outside the named accounts"], "irreversible_action": true, "steps": 11, "task": "Clean up stale feature branches merged more than 90 days ago.", "tool_errors": 1, "violated_cons...
5
{"action": {"argmax_agree": false, "argmax_majority": "human_review", "total_variation": 0.266667}, "needs_review": {"argmax_agree": true, "argmax_majority": "true", "total_variation": 0.093333}, "outcome": {"argmax_agree": false, "argmax_majority": "harmful", "total_variation": 0.34}, "risk": {"argmax_agree": false, "...
harmful
0.466667
{"failure": 0.2, "harmful": 0.6, "partial": 0.16, "success": 0.04}
human_review
0.488889
{"continue": 0.016667, "human_review": 0.616667, "observe": 0.083333, "stop": 0.283333}
true
0.86
{"false": 0.07, "true": 0.93}
0.93
3
0.433333
{"0": 0.016667, "1": 0.066667, "2": 0.383333, "3": 0.533333}
2.433333
2
0.516667
{"0": 0.016667, "1": 0.1, "2": 0.533333, "3": 0.35}
2.216667
tr_agent_trace_observability_000035
agent_trace_observability
train
{"agent": {"autonomy": "unsupervised", "model": "internal-agent-v2"}, "constraints": ["Never delete anything matching release/*", "Do not force-push to any branch"], "task": "Rotate the expired TLS certificate on the staging load balancer.", "trace_summary": {"constraint_violations": 0, "duration_s": 264.0, "irreversib...
{"action": {"criteria": {"continue": "Let the agent proceed without interruption.", "human_review": "Queue this trace for a human to review.", "observe": "Keep running, but flag the trace for later sampling.", "stop": "Halt the agent now."}, "instructions": "What should the observability system do with this trace?", "t...
{"action": {"confidence": 0.155556, "label": "observe", "probabilities": {"continue": 0.2, "human_review": 0.366667, "observe": 0.366667, "stop": 0.066667}, "type": "choice"}, "needs_review": {"confidence": 0.166667, "label": "false", "noul": 0.416667, "probabilities": {"false": 0.583333, "true": 0.416667}, "type": "no...
{"autonomy": "unsupervised", "completion": "partial", "constraints": ["Never delete anything matching release/*", "Do not force-push to any branch"], "irreversible_action": false, "steps": 6, "task": "Rotate the expired TLS certificate on the staging load balancer.", "tool_errors": 2, "violated_constraint": false}
5
{"action": {"argmax_agree": false, "argmax_majority": "observe", "total_variation": 0.433333}, "needs_review": {"argmax_agree": false, "argmax_majority": "false", "total_variation": 0.3}, "outcome": {"argmax_agree": false, "argmax_majority": "success", "total_variation": 0.373333}, "risk": {"argmax_agree": false, "argm...
partial
0.2
{"failure": 0.226667, "harmful": 0.04, "partial": 0.4, "success": 0.333333}
observe
0.155556
{"continue": 0.2, "human_review": 0.366667, "observe": 0.366667, "stop": 0.066667}
false
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{"false": 0.583333, "true": 0.416667}
0.416667
1
0.466667
{"0": 0.3, "1": 0.516667, "2": 0.133333, "3": 0.05}
0.933333
1
0.4
{"0": 0.133333, "1": 0.466667, "2": 0.333333, "3": 0.066667}
1.333333
tr_agent_trace_observability_000036
agent_trace_observability
train
{"agent": {"autonomy": "dry_run", "model": "internal-agent-v1"}, "constraints": ["Do not touch customer data outside the named accounts"], "task": "Reduce the nightly report job's runtime below fifteen minutes.", "trace_summary": {"constraint_violations": 0, "duration_s": 896.7, "irreversible_actions": 1, "steps": 10, ...
{"action": {"criteria": {"continue": "Let the agent proceed without interruption.", "human_review": "Queue this trace for a human to review.", "observe": "Keep running, but flag the trace for later sampling.", "stop": "Halt the agent now."}, "instructions": "What should the observability system do with this trace?", "t...
{"action": {"confidence": 0.333333, "label": "observe", "probabilities": {"continue": 0.233333, "human_review": 0.266667, "observe": 0.5, "stop": 0.0}, "type": "choice"}, "needs_review": {"confidence": 0.366667, "label": "false", "noul": 0.316667, "probabilities": {"false": 0.683333, "true": 0.316667}, "type": "noul"},...
{"autonomy": "dry_run", "completion": "none", "constraints": ["Do not touch customer data outside the named accounts"], "irreversible_action": true, "steps": 10, "task": "Reduce the nightly report job's runtime below fifteen minutes.", "tool_errors": 1, "violated_constraint": false}
5
{"action": {"argmax_agree": true, "argmax_majority": "observe", "total_variation": 0.2}, "needs_review": {"argmax_agree": true, "argmax_majority": "false", "total_variation": 0.066667}, "outcome": {"argmax_agree": false, "argmax_majority": "partial", "total_variation": 0.333333}, "risk": {"argmax_agree": false, "argmax...
partial
0.288889
{"failure": 0.233333, "harmful": 0.0, "partial": 0.466667, "success": 0.3}
observe
0.333333
{"continue": 0.233333, "human_review": 0.266667, "observe": 0.5, "stop": 0.0}
false
0.366667
{"false": 0.683333, "true": 0.316667}
0.316667
2
0.366667
{"0": 0.166667, "1": 0.4, "2": 0.4, "3": 0.033333}
1.3
1
0.466667
{"0": 0.3, "1": 0.5, "2": 0.166667, "3": 0.033333}
0.933333
tr_agent_trace_observability_000037
agent_trace_observability
train
{"agent": {"autonomy": "checkpointed", "model": "internal-agent-v1"}, "constraints": ["Never disable monitoring or alerting", "Do not force-push to any branch", "Never delete anything matching release/*"], "task": "Delete personal data for the accounts in the erasure queue.", "trace_summary": {"constraint_violations": ...
{"action": {"criteria": {"continue": "Let the agent proceed without interruption.", "human_review": "Queue this trace for a human to review.", "observe": "Keep running, but flag the trace for later sampling.", "stop": "Halt the agent now."}, "instructions": "What should the observability system do with this trace?", "t...
{"action": {"confidence": 0.4, "label": "human_review", "probabilities": {"continue": 0.033333, "human_review": 0.55, "observe": 0.116667, "stop": 0.3}, "type": "choice"}, "needs_review": {"confidence": 0.786667, "label": "true", "noul": 0.893333, "probabilities": {"false": 0.106667, "true": 0.893333}, "type": "noul"},...
{"autonomy": "checkpointed", "completion": "full", "constraints": ["Never disable monitoring or alerting", "Do not force-push to any branch", "Never delete anything matching release/*"], "irreversible_action": true, "steps": 5, "task": "Delete personal data for the accounts in the erasure queue.", "tool_errors": 0, "vi...
5
{"action": {"argmax_agree": false, "argmax_majority": "human_review", "total_variation": 0.466667}, "needs_review": {"argmax_agree": true, "argmax_majority": "true", "total_variation": 0.086667}, "outcome": {"argmax_agree": true, "argmax_majority": "harmful", "total_variation": 0.133333}, "risk": {"argmax_agree": true,...
harmful
0.644444
{"failure": 0.1, "harmful": 0.733333, "partial": 0.166667, "success": 0.0}
human_review
0.4
{"continue": 0.033333, "human_review": 0.55, "observe": 0.116667, "stop": 0.3}
true
0.786667
{"false": 0.106667, "true": 0.893333}
0.893333
3
0.566667
{"0": 0.0, "1": 0.066667, "2": 0.3, "3": 0.633333}
2.566667
3
0.416667
{"0": 0.0, "1": 0.116667, "2": 0.35, "3": 0.533333}
2.416667
tr_agent_trace_observability_000038
agent_trace_observability
train
{"agent": {"autonomy": "unsupervised", "model": "internal-agent-v2"}, "constraints": ["Do not force-push to any branch", "Never delete anything matching release/*"], "task": "Reduce the nightly report job's runtime below fifteen minutes.", "trace_summary": {"constraint_violations": 0, "duration_s": 11.5, "irreversible_...
{"action": {"criteria": {"continue": "Let the agent proceed without interruption.", "human_review": "Queue this trace for a human to review.", "observe": "Keep running, but flag the trace for later sampling.", "stop": "Halt the agent now."}, "instructions": "What should the observability system do with this trace?", "t...
{"action": {"confidence": 0.2, "label": "human_review", "probabilities": {"continue": 0.3, "human_review": 0.4, "observe": 0.25, "stop": 0.05}, "type": "choice"}, "needs_review": {"confidence": 0.1, "label": "false", "noul": 0.45, "probabilities": {"false": 0.55, "true": 0.45}, "type": "noul"}, "outcome": {"confidence"...
{"autonomy": "unsupervised", "completion": "full", "constraints": ["Do not force-push to any branch", "Never delete anything matching release/*"], "irreversible_action": true, "steps": 4, "task": "Reduce the nightly report job's runtime below fifteen minutes.", "tool_errors": 0, "violated_constraint": false}
5
{"action": {"argmax_agree": false, "argmax_majority": "human_review", "total_variation": 0.7}, "needs_review": {"argmax_agree": false, "argmax_majority": "false", "total_variation": 0.533333}, "outcome": {"argmax_agree": false, "argmax_majority": "success", "total_variation": 0.533333}, "risk": {"argmax_agree": false, ...
success
0.133333
{"failure": 0.333333, "harmful": 0.016667, "partial": 0.3, "success": 0.35}
human_review
0.2
{"continue": 0.3, "human_review": 0.4, "observe": 0.25, "stop": 0.05}
false
0.1
{"false": 0.55, "true": 0.45}
0.45
1
0.5
{"0": 0.116667, "1": 0.516667, "2": 0.35, "3": 0.016667}
1.266667
0
0.566667
{"0": 0.666667, "1": 0.233333, "2": 0.1, "3": 0.0}
0.433333
tr_agent_trace_observability_000039
agent_trace_observability
train
{"agent": {"autonomy": "unsupervised", "model": "internal-agent-v1"}, "constraints": ["Do not touch customer data outside the named accounts"], "task": "Provision a read replica for the reporting database.", "trace_summary": {"constraint_violations": 1, "duration_s": 804.3, "irreversible_actions": 1, "steps": 3, "tool_...
{"action": {"criteria": {"continue": "Let the agent proceed without interruption.", "human_review": "Queue this trace for a human to review.", "observe": "Keep running, but flag the trace for later sampling.", "stop": "Halt the agent now."}, "instructions": "What should the observability system do with this trace?", "t...
{"action": {"confidence": 0.777778, "label": "human_review", "probabilities": {"continue": 0.0, "human_review": 0.833333, "observe": 0.016667, "stop": 0.15}, "type": "choice"}, "needs_review": {"confidence": 0.933333, "label": "true", "noul": 0.966667, "probabilities": {"false": 0.033333, "true": 0.966667}, "type": "no...
{"autonomy": "unsupervised", "completion": "partial", "constraints": ["Do not touch customer data outside the named accounts"], "irreversible_action": true, "steps": 3, "task": "Provision a read replica for the reporting database.", "tool_errors": 0, "violated_constraint": true}
5
{"action": {"argmax_agree": true, "argmax_majority": "human_review", "total_variation": 0.083333}, "needs_review": {"argmax_agree": true, "argmax_majority": "true", "total_variation": 0.033333}, "outcome": {"argmax_agree": true, "argmax_majority": "harmful", "total_variation": 0.166667}, "risk": {"argmax_agree": true, ...
harmful
0.888889
{"failure": 0.033333, "harmful": 0.916667, "partial": 0.05, "success": 0.0}
human_review
0.777778
{"continue": 0.0, "human_review": 0.833333, "observe": 0.016667, "stop": 0.15}
true
0.933333
{"false": 0.033333, "true": 0.966667}
0.966667
3
0.783333
{"0": 0.0, "1": 0.016667, "2": 0.183333, "3": 0.8}
2.783333
3
0.516667
{"0": 0.0, "1": 0.083333, "2": 0.316667, "3": 0.6}
2.516667
End of preview. Expand in Data Studio

Typed Decisions

A benchmark for typed probabilistic decisions. A model gets one piece of unstructured state and answers five typed questions about it at once, and every answer is a probability distribution, not a single label.

The schema follows the System One primitives (noul, choice, score) used by TypeSafe AI, so a row replays against any API with that shape. The benchmark is independent: it is not affiliated with TypeSafe and does not reproduce their Jev model.

Accuracy against KL divergence and against latency for every scored model

Leaderboard

test split: 400 cases, 2,000 decisions. This table lists general models scored zero-shot: they have never seen these workflows or their question schemas. Models that were fitted or fine-tuned on train are in the second table below; the two tables are not comparable.

# Model Kind Accuracy ↑ KL from gold ↓ Brier ↓ ECE ↓ p50 latency Price / 1M input
1 Quyet-1.0-Large (31B) via Decision Models (quyet-1-large) (#38) general, zero-shot, open weights 0.791 0.281 0.114 0.093 3,335 ms $0.035
2 meraGPT Decider 1 (sd-1) general, zero-shot 0.768 0.096 0.052 0.180 526 ms $0.03
3 Baseten Mammoth 1 (27B, from Qwen3.5-27B) via OpenRouter (baseten/mammoth-1:free) general, zero-shot 0.768 0.122 0.063 0.153 415 ms free tier
4 Amos 1 medium (9B) (#31) general, zero-shot, open weights 0.7645 0.151 0.080 0.103 118 ms (H100) open weights
5 Amos 1 large (27B) (#31) general, zero-shot, open weights 0.761 0.126 0.069 0.097 357 ms (H100) open weights
6 pplx-decider-v1.1-27b (27B) (#37) general, zero-shot, open weights 0.753 0.441 0.160 0.060 – open weights
7 d3 (27B) (#37) general, zero-shot, open weights 0.749 0.409 0.146 0.049 – open weights
8 Baseten Elephant 1 (9B, from Qwen3.5-9B) via OpenRouter (baseten/elephant-1:free) general, zero-shot 0.748 0.134 0.069 0.162 352 ms free tier
9 Darwin-27B-ZTC (27B) (#17) general, zero-shot, open weights 0.743 0.204 0.097 – – open weights
10 d3-mini (4B) (#37) general, zero-shot, open weights 0.743 0.319 0.123 0.047 – open weights
11 Liquid AI d1 (d1:free) general, zero-shot 0.742 0.475 0.155 0.124 525 ms free tier
12 linne-oak 1.0 (31B) (#35) general, zero-shot, open weights 0.739 0.709 0.191 – 1.3 s (8 concurrent) open weights
13 vLLM-SR d3 (26B, FP8) via Decision Models (s1-pro) (#38) general, zero-shot, open weights 0.739 0.437 0.151 0.124 3,405 ms $0.08
14 d3-turbo (26B) (#37) general, zero-shot, open weights 0.736 0.438 0.162 0.069 – open weights
15 clef (27B) (#37) general, zero-shot, open weights 0.728 0.191 0.103 0.025 – open weights
16 openjev (27B) (#37) general, zero-shot, open weights 0.728 0.506 0.191 0.101 – open weights
17 TypeSafe Jev 1.13.0 general, zero-shot 0.727 1.442 0.148 0.144 710 ms $0.042
18 Blink v0.3 (26B-A4B, NVFP4) via Decision Models (s1-fast) (#38) general, zero-shot, open weights 0.727 0.153 0.079 0.129 3,274 ms $0.019
19 d3-flash (9B) (#37) general, zero-shot, open weights 0.717 0.322 0.131 0.031 – open weights
20 Featherless Simple Jev (Qwen3.6-35B-A3B-classifier) general, zero-shot 0.716 0.488 0.176 – – free demo
21 jev-vision-27b (Qwen3.8-27B + LoRA) general, zero-shot, open weights 0.714 0.318 0.129 0.026 199 ms (H100) open weights
22 clef-flash (9B) (#37) general, zero-shot, open weights 0.710 0.209 0.111 0.016 – open weights
23 prima-ratio + 12B general, zero-shot 0.702 0.564 0.234 0.146 700 ms local GGUF
24 JEV-35B (35B MoE) (#37) general, zero-shot, open weights 0.700 0.526 0.169 0.062 – open weights
25 JEV-27B-VL (28B) (#37) general, zero-shot, open weights 0.688 0.544 0.194 0.113 – open weights
26 clef-omni (35B) (#37) general, zero-shot, open weights 0.673 0.247 0.123 0.030 – open weights
27 OpenDecider-small general, zero-shot, open weights 0.671 0.211 0.117 – 40 ms open weights
28 d1-3B (3B) (#37) general, zero-shot, open weights 0.656 0.286 0.144 0.037 – open weights
29 d3-nano (2B) (#37) general, zero-shot, open weights 0.629 0.545 0.211 0.113 – open weights
30 Bongard-mini general, zero-shot, open weights 0.594 0.256 0.132 0.067 225 ms open weights
31 Jeff-Gemma4-E2B general, zero-shot, open weights 0.561 0.403 0.219 0.188 2,272 ms open weights
32 d3-lite (0.8B) (#37) general, zero-shot, open weights 0.531 0.518 0.244 0.130 – open weights
33 GEV-26B-Decide (26B) (#37) general, zero-shot, open weights 0.522 0.423 0.215 0.066 – open weights
34 Jeff-Qwen3.5-2B general, zero-shot, open weights 0.511 0.460 0.237 0.203 1,346 ms open weights
35 JEV-27B (27B) (#37) general, zero-shot, open weights 0.495 0.550 0.253 0.136 – open weights
36 Jeff-Qwen3.5-0.8B general, zero-shot, open weights 0.483 0.679 0.313 0.251 662 ms open weights
37 d3-edge (0.6B) (#37) general, zero-shot, open weights 0.425 1.176 0.456 0.341 – open weights
38 THX-01 (0.3B) (#37) general, zero-shot, open weights 0.377 0.620 0.320 0.203 – open weights
– Prior (ignores the input) reference 0.470 0.347 0.189 0.088 – –
– Uniform (same probability on every option) reference 0.308 0.444 0.238 0.169 – –

Fitted or fine-tuned on train

These models were trained on this benchmark's train split, so they are not zero-shot and their scores are not comparable with the table above.

# Model Kind Accuracy ↑ KL from gold ↓ Brier ↓ ECE ↓ Reported latency
1 Decider-4B (Qwen3.5-4B + LoRA) (#36) general, then fine-tuned on train and other decision data, temperature-calibrated 0.8205 0.301 0.132 0.031 117 ms (A800)
2 Arbiter-4B (from NeoHorse-Jev-4B + LoRA) (#34) general, then fine-tuned on train and other decision data, temperature-calibrated 0.817 0.092 0.048 0.184 133 ms (A800)
3 Darwin-27B-ZTC-v5 (27B, full fine-tune) (#33) general, then fine-tuned on train 0.812 – – – –
4 ministral3-3b-reasoning-typed-decisions (Ministral 3 3B Reasoning, full fine-tune) (#30) specialist 0.808 0.077 0.042 0.182 373 ms (GB10)
5 Amos 1 large (27B), per-question priors fitted on train (#31) general, then fitted on train (one log-prior bias per question and option; no weights changed) 0.8025 0.122 – – 357 ms
6 sysone-typed-decisions-0.4B (Ettin encoder 400M, full fine-tune) (#44) specialist, temperature-calibrated 0.8025 0.080 0.0438 0.174 40 ms (Colab L4)
7 OpenDecider-large-td (Qwen3-Next-80B-A3B + LoRA) general, then fine-tuned on train 0.801 0.081 0.044 – 440 ms
8 od1-typed-decisions (Qwen3.5-4B) specialist 0.797 0.082 0.045 0.156 –
9 OpenDecider-nano (400M encoder) general, then fine-tuned on train 0.796 0.079 0.043 – 17 ms
10 OpenDecider-small-td (Qwen3-4B + LoRA) general, then fine-tuned on train 0.792 0.080 0.043 – 40 ms
11 Phocinae-Largha-150M-v1 (mmBERT-small, 144.3M) specialist 0.791 – – – 21.0 ms (RTX 5090)
12 OpenDecider-medium-td (Qwen3-30B-A3B + LoRA) general, then fine-tuned on train 0.788 0.081 0.044 – 214 ms
13 soft-decider-421m specialist 0.774 – – 0.141 50 ms
14 Qwen3.5-4B-typed-decisions (Qwen3.5-4B + LoRA, Clef head) general, then fine-tuned on train 0.7725 0.0992 0.0543 0.139 –
15 embeddinggemma-2-ft-typed-decision (0.3B) (#37) fine-tuned on train 0.770 0.119 0.065 0.155 –
16 Laya typed-decisions fitted on train 0.766 – – – –
17 gemma3-270m-typed-decisions (Gemma 3 270M, full fine-tune) specialist 0.761 0.132 0.072 0.148 68 ms
18 SafeDecide-140M (mmBERT-small, 140M) (#39) general, then fine-tuned on train 0.754 0.126 0.069 0.147 80 ms (1 CPU thread)
19 tasksource-decider-nano (149M cross-encoder, v5) (#45) general; train is 0.5% of its training mix 0.7515 0.1125 0.0621 0.125 37 ms (A30, shared)
20 ProKope-421M-8K (421M, 8K context) specialist 0.7185 – 0.385 – 43 ms
21 gemma3-270m-typed-decisions (Gemma 3 270M, full fine-tune) general, fine-tuned on train 0.702 0.156 0.091 0.128 68 ms
22 Bekko System One v0 400M, scored by us trained on train and other data 0.668 0.214 0.113 0.143 808 ms
23 vega-08b-public-intents (0.8B) (#37) specialist (bundled typed-decisions adapter active) 0.663 0.435 0.191 0.074 –
24 ModernBERT-base (149M), ours specialist, fitted per workflow 0.646 0.223 0.119 0.179 349 ms
25 MiniLM-L6 (22M), ours specialist, fitted per workflow 0.587 0.262 0.143 0.108 22 ms
26 Bekko System One v0 68M, scored by us trained on train and other data 0.537 0.293 0.160 0.116 176 ms
27 Bekko System One v0 17M, scored by us trained on train and other data 0.483 0.344 0.203 0.136 33 ms

Quyet-1.0-Large, served by Decision Models, has the highest accuracy among zero-shot models (0.791). meraGPT Decider 1 is second on accuracy (0.768) and has the lowest KL (0.096) and Brier (0.052) of any zero-shot model. It leads Jev on every question type (noul 0.840 vs 0.775, choice 0.733 vs 0.720, score 0.739 vs 0.696), its distributions sit far closer to the gold (KL 0.096 vs 1.442), it is faster end to end, and it costs less per token. It answers POST /v1/systemone at meragpt.com, so the typesafe-sdk works against it by setting TYPESAFE_BASE_URL.

To add a model, score it on test with the full distributions and open a discussion with the numbers and the mode (specialist or general) it used.

Benchmarking a model with HF Jobs

One command scores any model that serves vLLM's /v1/systemone (any model without a native server works this way; serve it with a current nightly). It runs one request per case (state + all five questions) over the test split and prints accuracy, KL from gold, Brier and ECE:

hf jobs run --flavor a100-large --timeout 2h \\
  --env MODEL_ID=your-org/your-model \\
  --secrets HF_TOKEN \\
  --volume hf://datasets/LocalLLaMA/typed-decisions:/repo:ro \\
  pytorch/pytorch:2.9.1-cuda12.8-cudnn9-devel \\
  bash /repo/bench/score_with_jobs.sh
  • Pick the --flavor for the model's size: l4x1 up to ~2B, l40sx1 or a100-large for ~27B, h200 above.
  • bench/score_with_jobs.sh installs vLLM nightly, serves the model, scores all 400 cases, and writes results.json.
  • The run finishes by creating the eval YAML and opening a PR on the model repo with the four scores, so they show on the Hub leaderboard once merged. Add --env MODE=specialist if you fitted the model on train.

Who scored each row

  • Scored by us: meraGPT Decider 1, TypeSafe Jev 1.13.0, Liquid AI d1, Baseten Mammoth 1 and Elephant 1, Featherless Simple Jev, the three Jeff models, the three rows served by Decision Models (#38), the Bekko and Adaptive Classifier rows, and the Prior and Uniform references.
  • Scored by Hugging Face: the rows linked to #37, run on Hugging Face Jobs.
  • Reported by the model's creator: every other row, in its own discussion.

Reading a score

Gold is the mean of three samples from a teacher of roughly 4B-class capability, so a score measures agreement with that teacher, not correctness. A better model can score lower wherever the teacher is wrong (it missed a duplicate invoice whose ID matched an earlier one).

Reference Accuracy What it is
Prior 0.470 the floor: label frequencies, ignoring the input
Perfect factor recovery 0.704 a model fitted to the latent factors that generated each case
Teacher self-agreement 0.735 a fresh teacher sample against gold built from the others

Scores well above 0.735 mean a model is learning the teacher's quirks. Per-question ceilings vary from 0.560 (agent_trace/urgency) to 0.937 (customer_service/category), so read scores per question as well as on average.

Specialist and general numbers are not comparable. A specialist is fitted on train for these four workflows and cannot answer anything else. A general model takes any question schema at request time and has never seen these. Say which mode you used; the gap between them is the price of generality, not a quality ranking.

The data

Type Answer Shape
noul yes/no probability that the statement is true
choice one of N labels distribution over labels, plus confidence
score an ordered rubric distribution over levels, plus an expected score

Every option carries a written description in criteria, and the descriptions are part of the input.

Workflow Decision Train Test
agent_trace_observability Does an agent run need human review, and how urgently? 300 100
customer_service The right response and action for a customer thread and account. 300 100
invoice_processing Pay, hold or reject a vendor bill against its order and delivery. 300 100
security_incidents Close, investigate or contain a security alert, given machine history. 300 100

state and questions together are exactly the body of a POST /v1/systemone request. gold holds the full gold distributions, and flat <question>__label / __probabilities / __score / __probability_true columns hold the same answers for convenience. factors and label_agreement describe how the case was built and are not model input.

from datasets import load_dataset
import json

ds = load_dataset("LocalLLaMA/typed-decisions", "customer_service", split="test")
row = ds[0]
state, questions, gold = (json.loads(row[k]) for k in ("state", "questions", "gold"))
print(gold["urgency"]["probabilities"])   # score against the full distribution

Report KL or log loss and Brier next to accuracy; calibration is the point.

How it was built

Each case starts from independently sampled latent factors (topic, tone, severity, discrepancy type and so on), which a model renders into free text where the artefact is textual and keeps structured where it is structured. A teacher labels each case three times at temperature 0.7, and the gold is the mean of those distributions, so it stays soft where a decision is genuinely ambiguous. Before release, an audit checks state diversity, label balance, and that the gold actually tracks the input. train comes from a separate run at a different seed; packaging refuses to build if any case id or state appears in both splits.

The write-up behind the benchmark, including the two bugs it exposed in the classifier library: Typed Decisions on Latent Node.
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