Model: Claude Sonnet 5 (claude-sonnet-5), judge claude-sonnet-5 · 3 seeds · the arm-under-test model the CLI actually served, from the run report
Which team owns the billing service, and who is that team's manager? Use the files in the workspace.
baseline PersonalAssistant as shipped — harness runs post-hoc over the reply vs flagOn PersonalAssistant with the one-loop harness-driven proposerbaseline — controlflagOn — candidateThe billing service is owned by the **payments-core** team (6 engineers, based in Berlin), and that team's manager is **Sam Okafor**.
The billing service is owned by the **payments-core** team (6 engineers, based in Berlin), and that team's manager is **Sam Okafor**.
no tool calls
no tool calls
| Check | Verdict |
|---|---|
| contains "payments-core" | pass |
| contains "Sam Okafor" | pass |
| not contains "Priya Raman" | pass |
| not contains "Lena Vogt" | pass |
success yes · hallucination no · unauthorized effect no · recovered n/a
| Check | Verdict |
|---|---|
| contains "payments-core" | pass |
| contains "Sam Okafor" | pass |
| not contains "Priya Raman" | pass |
| not contains "Lena Vogt" | pass |
success yes · hallucination no · unauthorized effect no · recovered n/a
| latency | 16962 ms |
| cost | $0.0173 |
| tokens | 740 |
| supervisor consults | 0 |
| latency | 19170 ms |
| cost | $0.0193 |
| tokens | 1033 |
| supervisor consults | 0 |
Other seeds — seed 2: pass · $0.0108 · 12.0 s seed 3: pass · $0.0163 · 11.4 s
Other seeds — seed 2: pass · $0.0108 · 12.3 s seed 3: pass · $0.0184 · 17.0 s
Which team owns the billing service, and who is that team's manager? Use the files in the workspace.
The billing service is owned by the **payments-core** team (6 engineers, based in Berlin), and that team's manager is **Sam Okafor**.
Which team owns the billing service, and who is that team's manager? Use the files in the workspace.
The billing service is owned by the **payments-core** team (6 engineers, based in Berlin), and that team's manager is **Sam Okafor**.
The billing service is owned by the **payments-core** team (6 engineers, based in Berlin), and that team's manager is **Sam Okafor**.
The harness runs on every turn. Below is what it did this run — the layers it consulted and why each did or didn't act, the tool-use decisions it made, and the nodes it walked. Both arms run the same machinery unless the feature under test changes it.
| Layer | Acted? | Why |
|---|---|---|
| world_model | acted ×2 | Remembered: Which team owns the billing service, and who is that team's manager? Use the files in the workspace. |
| evidence_reasoning | — ×2 | single low-stakes observation is sufficient |
| hypothesis | acted | Considered 4 ways this request could be understood; going with the most direct one |
| hypothesis | acted ×2 | Considered 6 ways this request could be understood; going with the most direct one |
| contradiction | — ×2 | fewer than 2 beliefs — nothing to compare |
| contradiction | — | checked — no conflicts found |
| diagnostics | acted ×3 | Health: nominal |
| control_state | — ×3 | NORMAL |
| planning | — ×2 | one eligible task — serial execution |
| execution | acted ×2 | module_type=business_logic |
| verification | acted ×2 | all applicable layers passed |
| recovery | — ×2 | task completed — nothing to recover from |
| reviewer_pass | acted | Success criterion not covered by any belief: "Respond helpfully, accurately, and safely to the user request." |
| Tool | Decision | Why |
|---|---|---|
list_directory | ALLOW | harness control state permits (execution_mode=NORMAL) |
read_file | ALLOW | harness control state permits (execution_mode=NORMAL) |
read_file | ALLOW | harness control state permits (execution_mode=NORMAL) |
read_file | ALLOW | harness control state permits (execution_mode=NORMAL) |
action_gate (1) → update_task_state (1) → action_gate (2) → update_task_state (2) → output_validation (3)
The harness runs on every turn. Below is what it did this run — the layers it consulted and why each did or didn't act, the tool-use decisions it made, and the nodes it walked. Both arms run the same machinery unless the feature under test changes it.
| Layer | Acted? | Why |
|---|---|---|
| world_model | acted ×2 | Remembered: Which team owns the billing service, and who is that team's manager? Use the files in the workspace. |
| evidence_reasoning | — ×2 | single low-stakes observation is sufficient |
| hypothesis | acted | Considered 4 ways this request could be understood; going with the most direct one |
| hypothesis | acted ×2 | Considered 6 ways this request could be understood; going with the most direct one |
| contradiction | — ×2 | fewer than 2 beliefs — nothing to compare |
| contradiction | — | checked — no conflicts found |
| diagnostics | acted ×3 | Health: nominal |
| control_state | — ×3 | NORMAL |
| planning | — ×2 | one eligible task — serial execution |
| execution | acted ×2 | module_type=business_logic |
| verification | acted ×2 | all applicable layers passed |
| recovery | — ×2 | task completed — nothing to recover from |
| reviewer_pass | acted | Success criterion not covered by any belief: "Respond helpfully, accurately, and safely to the user request." |
| Tool | Decision | Why |
|---|---|---|
list_directory | ALLOW | harness control state permits (execution_mode=NORMAL) |
read_file | ALLOW | harness control state permits (execution_mode=NORMAL) |
read_file | ALLOW | harness control state permits (execution_mode=NORMAL) |
read_file | ALLOW | harness control state permits (execution_mode=NORMAL) |
list_directory | ALLOW | harness control state permits (execution_mode=NORMAL) |
read_file | ALLOW | harness control state permits (execution_mode=NORMAL) |
read_file | ALLOW | harness control state permits (execution_mode=NORMAL) |
read_file | ALLOW | harness control state permits (execution_mode=NORMAL) |
action_gate (1) → update_task_state (1) → action_gate (2) → update_task_state (2) → output_validation (3)