EKWbench

task_53Health care and social assistance

17 verifiers · 13 core · 4 secondary · 17 LLM-graded

TaxonomyHealth care and social assistanceMedical and health services managers

Start with all trials for auto-written insights, or select a single trial to drill into its verifier results, trajectory, and workspace changes.

Claude Opus 5claude-code · max

Mean reward

94.3%

All trials

Across 4 trials on this task, reward ran from 89% to 96% — 3 of 4 cleared every core verifier.

  • 12.5 / 13avg core verifiers passed
  • 3.3 / 4avg secondary passed
  • 84avg turns
  • 47avg tool calls
  • $4.58avg cost
  • 22mavg time

Summary · Claude Opus 5

Claude Opus 5 passed 3 of 4 trials. Failures cluster on side_effects (3/4 trials).

Common pattern

All 1 unsuccessful trials broke on exactly the same verifiers — memo_count_consistency and bridge_outreach failed in every one, and nothing else did. That is one reproducible defect, not variance.

Why they broke

Most of Claude Opus 5's failures on this task were classified as Off-Scope Advice Added — 3 verifiers across 3 of 4 trials.

Per-trial notes

  • Trial 01Cleared the core tier; missed 1 secondary — side_effects.
  • Trial 02Cleared the core tier; missed 1 secondary — side_effects.
  • Trial 03Cleared the core tier; missed 1 secondary — side_effects.
  • Trial 04Missed 2 of 13 core — memo_count_consistency and bridge_outreach.

GPT-5.6 Solcodex · max

Mean reward

92.8%

All trials

Across 4 trials on this task, reward ran from 87% to 96% — 3 of 4 cleared every core verifier.

  • 12.8 / 13avg core verifiers passed
  • 2.8 / 4avg secondary passed
  • 42avg turns
  • 29avg tool calls
  • $2.67avg cost
  • 17mavg time

Summary · GPT-5.6 Sol

GPT-5.6 Sol passed 3 of 4 trials. Failures cluster on side_effects (4/4 trials).

Common pattern

All 1 unsuccessful trials broke on exactly the same verifiers — routine_waitlist_edge_cases and side_effects failed in every one, and nothing else did. That is one reproducible defect, not variance.

Why they broke

Most of GPT-5.6 Sol's failures on this task were classified as Off-Scope Advice Added — 4 verifiers across 4 of 4 trials.

Per-trial notes

  • Trial 01Cleared the core tier; missed 2 secondary — source_hierarchy and side_effects.
  • Trial 02Cleared the core tier; missed 1 secondary — side_effects.
  • Trial 03Cleared the core tier; missed 1 secondary — side_effects.
  • Trial 04Missed 1 of 13 core — routine_waitlist_edge_cases, plus 1 secondary.

GPT-5.6 Terracodex · max

Mean reward

89.1%

All trials

Across 4 trials on this task, reward ran from 81% to 100% — 1 of 4 cleared every core verifier.

  • 11.8 / 13avg core verifiers passed
  • 3.5 / 4avg secondary passed
  • 36avg turns
  • 26avg tool calls
  • $1.03avg cost
  • 15mavg time

Summary · GPT-5.6 Terra

GPT-5.6 Terra passed 1 of 4 trials. Failures cluster on unresolved_priority (2/4 trials).

Common pattern

No single verifier breaks every unsuccessful trial — failures move across 4 verifiers, so what varies between trials matters as much as the model.

Why they broke

Most of GPT-5.6 Terra's failures on this task were classified as Required Rationale or Authority Statement Omitted — 4 verifiers across 3 of 4 trials.

Per-trial notes

  • Trial 01Missed 2 of 13 core — unresolved_priority and bridge_outreach.
  • Trial 02Passed every verifier it was graded on.
  • Trial 03Missed 2 of 13 core — unresolved_priority and routine_waitlist_edge_cases, plus 1 secondary.
  • Trial 04Missed 1 of 13 core — routine_waitlist_edge_cases, plus 1 secondary.

Claude Sonnet 5claude-code · max

Mean reward

91.9%

All trials

Across 4 trials on this task, reward ran from 87% to 97.5% — 0 of 4 cleared every core verifier.

  • 12.0 / 13avg core verifiers passed
  • 3.5 / 4avg secondary passed
  • 137avg turns
  • 66avg tool calls
  • $5.19avg cost
  • 26mavg time

Summary · Claude Sonnet 5

Claude Sonnet 5 passed none of its 4 trials. Failures cluster on side_effects (2/4 trials).

Common pattern

No single verifier breaks every unsuccessful trial — failures move across 5 verifiers, so what varies between trials matters as much as the model.

Why they broke

Most of Claude Sonnet 5's failures on this task were classified as Required Rationale or Authority Statement Omitted — 3 verifiers across 3 of 4 trials.

Per-trial notes

  • Trial 01Missed 1 of 13 core — slot_eligibility, plus 1 secondary.
  • Trial 02Missed 1 of 13 core — routine_waitlist_edge_cases, plus 1 secondary.
  • Trial 03Missed 1 of 13 core — memo_protected_contact.
  • Trial 04Missed 1 of 13 core — bridge_outreach.

Gemini 3.6 Flashgemini-cli · high

Mean reward

75.4%

All trials

Across 4 trials on this task, reward ran from 71.5% to 77.5% — 0 of 4 cleared every core verifier.

  • 10.5 / 13avg core verifiers passed
  • 2.0 / 4avg secondary passed
  • 77avg turns
  • 38avg tool calls
  • $0.90avg cost
  • 17mavg time

Summary · Gemini 3.6 Flash

Gemini 3.6 Flash passed none of its 4 trials. Failures cluster on source_hierarchy (4/4 trials).

Common pattern

source_hierarchy and side_effects failed in every unsuccessful trial; what else broke varies across the other 7 verifiers. One reproducible defect, with noise around it.

Why they broke

Most of Gemini 3.6 Flash's failures on this task were classified as Required Rationale or Authority Statement Omitted — 10 verifiers across 4 of 4 trials.

Per-trial notes

  • Trial 01Missed 2 of 13 core — slot_eligibility and routine_waitlist_edge_cases, plus 2 secondary.
  • Trial 02Missed 4 of 13 core — workbook_outreach, workbook_protected_contact and routine_waitlist_edge_cases and 1 more, plus 2 secondary.
  • Trial 03Missed 2 of 13 core — slot_eligibility and workbook_slot_pairs, plus 2 secondary.
  • Trial 04Missed 2 of 13 core — bridge_outreach and routine_waitlist_edge_cases, plus 2 secondary.

Gemini 3.1 Progemini-cli · high

Mean reward

34%

All trials

Across 4 trials on this task, reward ran from 17.5% to 47% — 0 of 4 cleared every core verifier.

  • 3.5 / 13avg core verifiers passed
  • 2.8 / 4avg secondary passed
  • 21avg turns
  • 16avg tool calls
  • $0.39avg cost
  • 6mavg time

Summary · Gemini 3.1 Pro

Gemini 3.1 Pro passed none of its 4 trials. Failures cluster on source_hierarchy (4/4 trials).

Common pattern

source_hierarchy, unresolved_priority and bridge_outreach and 6 more failed in every unsuccessful trial; what else broke varies across the other 5 verifiers. One reproducible defect, with noise around it.

Why they broke

Most of Gemini 3.1 Pro's failures on this task were classified as Required Rationale or Authority Statement Omitted — 24 verifiers across 4 of 4 trials.

Per-trial notes

  • Trial 01Missed 12 of 13 core — memo_escalation, memo_count_consistency and unresolved_priority and 9 more, plus 1 secondary.
  • Trial 02Missed 9 of 13 core — memo_escalation, unresolved_priority and bridge_outreach and 6 more, plus 2 secondary.
  • Trial 03Missed 8 of 13 core — unresolved_priority, bridge_outreach and slot_eligibility and 5 more, plus 1 secondary.
  • Trial 04Missed 9 of 13 core — memo_escalation, unresolved_priority and bridge_outreach and 6 more, plus 1 secondary.