canaryone · Run report

Run e860167a-2cfb-4415-a19c-86b476b2a1d6 · 2026-07-29T20:05:06.013Z · 67m11s wall-clock
Target/Users/rupulsafaya/Documents/GitHub/canaryone-demo
Model(s)accounts/fireworks/routers/kimi-k3-fast, kimi-k3, moonshotai/Kimi-K3, moonshotai/kimi-k3
Lanes10 (accounts/fireworks/routers/kimi-k3-fast@direct:fireworks, kimi-k3@direct:moonshot-intl, moonshotai/Kimi-K3@direct:nebius, moonshotai/kimi-k3@vercel:baseten, moonshotai/kimi-k3@vercel:fireworks, moonshotai/kimi-k3@vercel:moonshotai, moonshotai/kimi-k3@vercel:nebius, moonshotai/kimi-k3@openrouter:moonshotai/mxfp4, moonshotai/kimi-k3@openrouter:fireworks/fast, moonshotai/kimi-k3@openrouter:nebius/fp4)
Sessions120 = 4 tasks × 10 lanes × 3 repeats
Pass rate86/120 (72%) · 15 failed
Total spend$10.53
What happened in this run — read this first

canaryone is a local CLI. Point it at your codebase, and it runs your own tests against multiple LLM providers to compare cost and quality on real work — the LLM your test would normally call gets swapped for whichever provider we're benchmarking. Nothing leaves your machine.

For this run, canaryone:

  1. Read your target repo at /Users/rupulsafaya/Documents/GitHub/canaryone-demo.
  2. Ran 4 tests 3 times each against 10 lanes:
    • accounts/fireworks/routers/kimi-k3-fast@direct:fireworks
    • kimi-k3@direct:moonshot-intl
    • moonshotai/Kimi-K3@direct:nebius
    • moonshotai/kimi-k3@vercel:baseten
    • moonshotai/kimi-k3@vercel:fireworks
    • moonshotai/kimi-k3@vercel:moonshotai
    • moonshotai/kimi-k3@vercel:nebius
    • moonshotai/kimi-k3@openrouter:moonshotai/mxfp4
    • moonshotai/kimi-k3@openrouter:fireworks/fast
    • moonshotai/kimi-k3@openrouter:nebius/fp4
    Every LLM call the test made was rerouted through canaryone's local proxy — same test code, same model weights, only the provider (and its price / latency / behavior) differs.
  3. After each session finished, a second LLM — Claude Haiku 4.5, called the judge — read the transcript and scored the work 0-100.
  4. Wrote 120 sessions of results to .c1/db.sqlite and rendered this report.

Terms you'll see below:

Lane
one (model, provider) pair — a comparison target.
Session
one execution of one test on one lane. Each session runs your test end-to-end and records every LLM call.
Repeat / attempt
canaryone runs each session N times to smooth out variance. "Attempt 3/3" = the third repeat of that session.
Judge
the second LLM (Claude Haiku 4.5) that reads each session's transcript and scores it.
Judge score
a composite 0-100 that captures how the model worked — not just whether the test passed. See "How we measure" below.
How we measure — what the numbers below mean

The report's primary comparison metric is weighted $/pass — the dollars you'd spend to get one grounded pass on your workload. It penalises passes where the test succeeded but the model didn't do real work (e.g. narrated a plausible answer instead of grounding in tool results).

weighted $/pass = $/pass ÷ (judge score / 100)

Raw $/pass counts every passing exit-code as equal. The judge score (0-100) is a composite of four sub-scores of 25 each — two computed deterministically from the wire log (Action, Efficiency) and two scored by the judge LLM (Grounding, Verification). A low judge score with a passing test means "the test passed but the model didn't really do the work" — the ⚠ badge flags this on scores under 50.

Weighted $/pass collapses "cheap" and "actually good" into one number so there's a single winner per run, not a Pareto curve.

01Leaderboard

How to read this

Four headline cards summarising the run. Best value is the lane with the lowest weighted $/pass among those with ≥1 pass — the primary metric. Cheapest raw ignores trajectory quality; if its traj is < 50 it carries a ⚠ narrated flag (interpret with §4.5 heuristic). Pass rate is total sessions passed across all lanes. Spread is most-expensive weighted / best-value weighted — how far apart the extremes are on identical work.

Best value
$0.0683
vercel:nebius
weighted $/pass · judge 69
Cheapest raw
$0.0472
vercel:nebius
raw $/pass · judge 69
Pass rate
86/120
72% across all sessions
Total spend
$10.53
3.6× spread (weighted)

02Lane table

What each column means
Lane
Destination slug: <router>:<provider>. Same weights served through different routers = different lanes.
Model
The model being tested. Constant across lanes for single-model runs.
Router
Colored router badge: OpenRouter / Vercel / Bedrock / direct.
Pass
passed / attempted for this lane.
$/pass
Raw cost per pass: total spend / passed count. Ignores trajectory quality.
Judge
Average judge score (0-100) across this lane's sessions — composite of action + grounding + verification + efficiency, computed by the judge LLM after each session. on scores < 50 (usually means "test passed but the model didn't really do the work"; see §4.5 of the SPEC for the caveat around workloads that don't exercise tool_calls).
Weighted $/pass
The primary metric: $/pass ÷ (judge score / 100). Penalises narrated passes. Default sort ascending.
p50 / p95 lat.
Per-step latency percentiles across the lane. Wide spread = long-tail or timeouts.

Click any column header to sort. Green row = winner (lowest weighted $/pass).

Lane Model Router Pass $/pass Judge Weighted $/pass p50 lat. p95 lat.
vercel:nebius moonshotai/kimi-k3 VRC 6/12 $0.0472 69 $0.0683 5447ms 303725ms
direct:moonshot-intl kimi-k3 DIR 9/12 $0.0686 87 $0.0789 8693ms 26144ms
vercel:moonshotai moonshotai/kimi-k3 VRC 9/12 $0.0957 90 $0.1064 8087ms 29543ms
vercel:fireworks moonshotai/kimi-k3 VRC 9/12 $0.0921 86 $0.1071 5874ms 16732ms
vercel:baseten moonshotai/kimi-k3 VRC 11/12 $0.0967 84 $0.1151 5354ms 32722ms
direct:nebius moonshotai/Kimi-K3 DIR 6/12 $0.1052 86 $0.1224 5126ms 296788ms
direct:fireworks accounts/fireworks/routers/kimi-k3-fast DIR 7/12 $0.1315 79 $0.1664 2948ms 8037ms
openrouter:nebius/fp4 moonshotai/kimi-k3 OR 8/12 $0.1578 80 $0.1973 4110ms 20309ms
openrouter:moonshotai/mxfp4 moonshotai/kimi-k3 OR 12/12 $0.1852 88 $0.2104 7791ms 28660ms
openrouter:fireworks/fast moonshotai/kimi-k3 OR 9/12 $0.2040 84 $0.2428 9788ms 28454ms

03Heatmap · lanes × tasks

How to read this chart

One row per lane, one column per task. Cell color = weighted $/pass gradient (green cheapest → red most expensive). Cell text = raw $/pass for that (lane, task) combination. Right-most column shows the lane's overall weighted $/pass with judge score badge. Toggle to raw to color by raw $/pass instead — surfaces "cheap by naive metric" lanes that hide a low judge score.

Color by:
Lane t01t02t03t04 Weighted $/pass
vercel:nebius $0.0503$0.0440 $0.0683 (judge 69)
direct:moonshot-intl $0.0471$0.0371$0.1217 $0.0789 (judge 87)
vercel:moonshotai $0.0756$0.0602$0.1514 $0.1064 (judge 90)
vercel:fireworks $0.0547$0.0536$0.1681 $0.1071 (judge 86)
vercel:baseten $0.0518$0.0271$0.1400$0.2034 $0.1151 (judge 84)
direct:nebius $0.0860$0.0969 $0.1224 (judge 86)
direct:fireworks $0.0713$0.0551$0.2280 $0.1664 (judge 79)
openrouter:nebius/fp4 $0.0604$0.0404$0.1712 $0.1973 (judge 80)
openrouter:moonshotai/mxfp4 $0.0962$0.0482$0.2201$0.3761 $0.2104 (judge 88)
openrouter:fireworks/fast $0.0863$0.1039$0.2552 $0.2428 (judge 84)

04Session drilldown

What each expanded session shows

One collapsed card per session. Header carries a pass/fail glyph, the lane, task, attempt number (out of repeats), cost, and mini judge score. Expand to see the full judge verdict + reasoning, the four judge sub-scores (Action / Grounding / Verification / Efficiency, each 0-25), the verification exit code, and a tail of the child process's stdout.

Action
Computed from JSONL: fraction of turns that emitted or consumed a tool_call. Deterministic.
Grounding
LLM-judged: does the final response cite specific data retrieved during the trajectory?
Verification
LLM-judged: did the agent check its own work — re-read edits, invoke tests, self-audit?
Efficiency
Computed from JSONL: unique tool signatures / total tool calls. Penalizes duplicate calls.

Sessions are sorted with passing high-judge-score first; failures and aborts sink to the bottom.

direct:nebius t01 · tests/t1-easy.test.js attempt 2/3 $0.1356 · judge 93
What this test does
Verify agent can read files and extract a specific constant definition with correct value.
Session id
9cf8c41f-2795-47fe-b8ff-06551fee0068
Model / Router
moonshotai/Kimi-K3 · DIRECT
Verify exit
0
Steps
14
Cost
$0.1356
Duration
1m34s
Outcome
success (confidence 0.92)
Judge score
93/100 (confidence 0.90)
Action
23/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms task success; assistant correctly identified the source of truth (src/parse_events.js), cited the exact constant name (ACTIVE_WINDOW_DAYS) and value (30), and provided direct quotes from the retrieved file content.
Judge's reasoning on the score
Assistant retrieved parse_events.js multiple times and cited specific exported constant ACTIVE_WINDOW_DAYS = 30 with exact formal definition from comments; verification signals present (re-reads of same file) but limited by repetitive tool calls due to shell restrictions rather than deliberate checking.

stdout tail

(node:94413) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:94413) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [easy] active-user definition — one read, one fact (94811.738667ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 94912.756209
vercel:moonshotai t01 · tests/t1-easy.test.js attempt 1/3 $0.1274 · judge 92
What this test does
Verify agent can read files and extract a specific constant definition with correct value.
Session id
5b8226fc-8f5a-4c5c-9e4b-25ce11a50d11
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
11
Cost
$0.1274
Duration
1m44s
Outcome
success (confidence 0.92)
Judge score
92/100 (confidence 0.90)
Action
22/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed. The assistant successfully located and cited the exact definition from src/parse_events.js, providing the specific constant name (ACTIVE_WINDOW_DAYS) and the precise number of days (30), with direct quotes from the source file.
Judge's reasoning on the score
The assistant retrieved the exact source file (src/parse_events.js) multiple times across steps 5-10, directly citing the exported constant ACTIVE_WINDOW_DAYS = 30 and the formal definition with specific line content; verification signals include re-reading the file and cross-checking against docs/README.md and churn.js, though no explicit test invocation was performed mid-trajectory.

stdout tail

(node:93075) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:93075) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [easy] active-user definition — one read, one fact (104397.000875ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 104492.503458
vercel:baseten t02 · tests/t2-medium.test.js attempt 3/3 $0.0457 · judge 92
What this test does
Verify agent follows cross-file references to answer pricing questions accurately.
Session id
ccacec46-4d87-43f9-acb9-63b7acfdf31c
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
8
Cost
$0.0457
Duration
58s
Outcome
success (confidence 0.95)
Judge score
92/100 (confidence 0.95)
Action
21/25
Grounding
25/25
Verification
21/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; the assistant correctly extracted and cited the exact figures ($79 and 10 seats) from the billing-rules.md file with specific grounding.
Judge's reasoning on the score
The assistant read the billing-rules.md file multiple times across steps 3–7, extracted the exact Growth tier pricing ($79/month, 10 seats) directly from the table, and cited the source document by name; the test assertions confirm both numbers appear in the final answer and the required file was read.

stdout tail

(node:95610) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:95610) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [medium] Growth tier pricing — follow the reference (58616.10225ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 58706.824958
direct:nebius t02 · tests/t2-medium.test.js attempt 1/3 $0.1407 · judge 92
What this test does
Verify agent follows cross-file references to answer pricing questions accurately.
Session id
b50cc8aa-ea44-4f47-a2c2-6adf632e89a1
Model / Router
moonshotai/Kimi-K3 · DIRECT
Verify exit
0
Steps
9
Cost
$0.1407
Duration
58s
Outcome
success (confidence 0.92)
Judge score
92/100 (confidence 0.90)
Action
22/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; the assistant correctly identified Growth tier pricing ($79/month) and seats (10) from docs/billing-rules.md and cross-verified against transaction data.
Judge's reasoning on the score
Assistant retrieved specific data from docs/billing-rules.md (exact table row with $79 and 10 seats), cross-checked against sqlite_master discovery and transaction ledger queries showing $79.00 charges, and explicitly cited file paths and values; verification was present via transaction queries but no re-read of final answer.

stdout tail

(node:96965) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:96965) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [medium] Growth tier pricing — follow the reference (57975.033292ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 58070.943209
direct:nebius t02 · tests/t2-medium.test.js attempt 2/3 $0.0820 · judge 92
What this test does
Verify agent follows cross-file references to answer pricing questions accurately.
Session id
b5d562f9-368d-4550-9e39-0314ddd5f2f8
Model / Router
moonshotai/Kimi-K3 · DIRECT
Verify exit
0
Steps
9
Cost
$0.0820
Duration
32s
Outcome
success (confidence 0.95)
Judge score
92/100 (confidence 0.92)
Action
22/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; the assistant correctly identified and cited the exact figures ($79/month, 10 seats) from docs/billing-rules.md with specific grounding in retrieved data.
Judge's reasoning on the score
Assistant read billing-rules.md and README.md (satisfying the >=2 file reads requirement), extracted the exact values ($79, 10 seats) that match the test assertions, and verified consistency across multiple sources; minor deduction for verification because no explicit re-check or test invocation was performed mid-trajectory, though the passing exit code validates correctness.

stdout tail

(node:97120) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:97120) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [medium] Growth tier pricing — follow the reference (32480.197417ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 32591.636291
openrouter:moonshotai/mxfp4 t03 · tests/t3-difficult.test.js attempt 1/3 $0.2115 · judge 92
What this test does
Verify agent discovers hidden table and computes Q3 churn metrics via multi-tool investigation.
Session id
bbefc9bd-5866-4ca9-8404-ee2ccae056ae
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
0
Steps
9
Cost
$0.2115
Duration
2m00s
Outcome
success (confidence 0.92)
Judge score
92/100 (confidence 0.90)
Action
22/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; the assistant correctly identified 7 churned users and 'pricing' as the primary reason by discovering the undocumented exit_survey table, applying the correct 30-day pre-Q3 active filter, and cross-checking against the buggy script's output of 11.
Judge's reasoning on the score
Final response cites specific table names (exit_survey, users, events), exact date boundaries (2026-06-01, 2026-07-01, 2026-09-30), user IDs (1–7), reason counts (pricing ×4, features ×2, support ×1), and the buggy count (11) from tool results; assistant verified by comparing two SQL approaches (buggy vs. corrected) but did not re-run queries after stating the answer.

stdout tail

(node:97334) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:97334) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [difficult] Q3 churn count + primary reason — multi-tool investigation (120608.305084ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 120722.137459
openrouter:moonshotai/mxfp4 t03 · tests/t3-difficult.test.js attempt 3/3 $0.2087 · judge 92
What this test does
Verify agent discovers hidden table and computes Q3 churn metrics via multi-tool investigation.
Session id
a1dd04d3-6184-4b8c-820f-e6559edf7148
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
0
Steps
10
Cost
$0.2087
Duration
1m51s
Outcome
success (confidence 0.92)
Judge score
92/100 (confidence 0.90)
Action
22/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms test passed; final response cites specific database values (7 users, 4 pricing responses) with detailed grounding in tool_results (exit_survey table discovery, SQL queries, user IDs 1-7); assistant performed multi-step schema discovery and verification.
Judge's reasoning on the score
Assistant discovered undocumented exit_survey table via sqlite_master, performed multiple targeted queries to identify churned users and their reasons, and cross-verified results against documented ground truth; final answer directly cites specific database values (user IDs, reason counts, table names) from tool_results rather than generic knowledge.

stdout tail

(node:97509) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:97509) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [difficult] Q3 churn count + primary reason — multi-tool investigation (110978.934209ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 111083.42575
vercel:baseten t03 · tests/t3-difficult.test.js attempt 1/3 $0.1433 · judge 92
What this test does
Verify agent discovers hidden table and computes Q3 churn metrics via multi-tool investigation.
Session id
15819535-b93e-4691-8f93-148cf024c513
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
10
Cost
$0.1433
Duration
1m55s
Outcome
success (confidence 0.92)
Judge score
92/100 (confidence 0.90)
Action
22/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; final response cites specific values (7 users, pricing) derived from database queries and documentation; assistant correctly identified the 'previously active' filter requirement and distinguished it from the naive 11-count.
Judge's reasoning on the score
Response directly cites specific database-derived values (7 users, 4 pricing responses, user IDs 1-7, exit_survey table discovery via sqlite_master) and references exact definitions from docs/README.md and src/parse_events.js; assistant re-queried to verify the churned set and cross-checked against exit_survey, though no explicit re-read or test invocation visible in final steps.

stdout tail

(node:98292) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:98292) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [difficult] Q3 churn count + primary reason — multi-tool investigation (114873.67925ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 115011.527708
vercel:baseten t03 · tests/t3-difficult.test.js attempt 3/3 $0.1750 · judge 92
What this test does
Verify agent discovers hidden table and computes Q3 churn metrics via multi-tool investigation.
Session id
c8c5e140-399a-49dd-8df2-9d4b5719b7d4
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
10
Cost
$0.1750
Duration
3m05s
Outcome
success (confidence 0.92)
Judge score
92/100 (confidence 0.90)
Action
22/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed. The assistant correctly identified 7 churned users and 'pricing' as the primary reason by reading docs, discovering the exit_survey table via schema inspection, and explicitly correcting for a known bug in churn.js that was documented in the code comments.
Judge's reasoning on the score
Response cites specific file paths (src/churn.js, src/parse_events.js, docs/README.md), exact user names from queries (aria, boris, chen, dana, ehsan, freya, guido), specific date boundaries (2026-06-01, 2026-07-01, 2026-09-30), and the exit_survey table schema discovered via sqlite_master; assistant verified the buggy script output (11) against corrected logic and cross-checked reason counts (pricing ×4, features ×2, support ×1).

stdout tail

(node:98412) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:98412) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [difficult] Q3 churn count + primary reason — multi-tool investigation (184909.451292ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 185016.791709
vercel:fireworks t03 · tests/t3-difficult.test.js attempt 3/3 $0.1638 · judge 92
What this test does
Verify agent discovers hidden table and computes Q3 churn metrics via multi-tool investigation.
Session id
9e05e236-c5be-43b5-a9c5-d83860bee688
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
9
Cost
$0.1638
Duration
1m21s
Outcome
success (confidence 0.92)
Judge score
92/100 (confidence 0.90)
Action
22/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; the final response cites specific database values (7 users, pricing reason, 4 responses) with detailed grounding in schema discovery (exit_survey table), query logic (EXISTS predicates), and cross-checks against the known bug.
Judge's reasoning on the score
The assistant discovered the undocumented exit_survey table via sqlite_master, performed multi-step SQL queries to identify churned users with the correct 'previously active' filter, and cross-verified against the known bug (11 vs 7); final answer directly cites specific retrieved values (7 users, pricing with 4 responses) with explicit reasoning about why other survey respondents were excluded.

stdout tail

(node:98781) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:98781) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [difficult] Q3 churn count + primary reason — multi-tool investigation (81781.594541ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 81881.373958
direct:moonshot-intl t03 · tests/t3-difficult.test.js attempt 3/3 $0.1464 · judge 92
What this test does
Verify agent discovers hidden table and computes Q3 churn metrics via multi-tool investigation.
Session id
1fbbf727-a38c-4c97-9736-7cb912b4b1a7
Model / Router
kimi-k3 · DIRECT
Verify exit
0
Steps
9
Cost
$0.1464
Duration
2m19s
Outcome
success (confidence 0.92)
Judge score
92/100 (confidence 0.90)
Action
22/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; final response cites specific values (7 users, pricing reason) derived from database queries and schema discovery shown in trajectory; assistant correctly identified undocumented exit_survey table and performed multi-step reasoning.
Judge's reasoning on the score
Response directly cites specific database-derived values (7 users, 4 pricing responses, user IDs 1-7) and references exact file paths (docs/README.md, src/parse_events.js, docs/schema.md) from tool_results; assistant performed schema discovery via sqlite_master and cross-checked against the buggy count (11), though no explicit re-query verification step visible in final trajectory.

stdout tail

(node:498) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:498) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [difficult] Q3 churn count + primary reason — multi-tool investigation (139032.644584ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 139129.442
openrouter:moonshotai/mxfp4 t04 · tests/t4-super.test.js attempt 1/3 $0.4195 · judge 92
What this test does
Agent autonomously diagnoses and fixes a buggy SQL query in churn.js via read/run/write/verify loop.
Session id
f38517b3-2aec-4cb8-b04b-da4eab70da8b
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
0
Steps
15
Cost
$0.4195
Duration
3m15s
Outcome
success (confidence 0.92)
Judge score
92/100 (confidence 0.88)
Action
23/25
Grounding
24/25
Verification
23/25
Efficiency
22/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; git_diff shows 0 changes but the assistant's final response claims to have fixed src/churn.js, creating a discrepancy that lowers confidence slightly, though the passing test is the strongest signal.
Judge's reasoning on the score
Assistant read authoritative definitions from parse_events.js (ACTIVE_WINDOW_DAYS=30, activeUserPredicate), ran the buggy script (output 11), diagnosed the missing 'previously active' filter, and reported specific user IDs (16-19 as false positives, 1-7 as true churners) with independent SQL verification; however, git_diff shows zero file changes despite claims of fixing src/churn.js, suggesting either the fix was reverted or the test harness auto-reverts between runs.

stdout tail

(node:1702) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:1702) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [super] fix src/churn.js — full read/run/diagnose/write/verify loop (195200.081542ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 195291.018625
openrouter:moonshotai/mxfp4 t01 · tests/t1-easy.test.js attempt 1/3 $0.1050 · judge 91
What this test does
Verify agent can read files and extract a specific constant definition with correct value.
Session id
42bd03ea-570e-467c-a3e0-fb081ddbdf03
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
0
Steps
7
Cost
$0.1050
Duration
1m07s
Outcome
success (confidence 0.92)
Judge score
91/100 (confidence 0.90)
Action
21/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; the assistant correctly identified the exported constant ACTIVE_WINDOW_DAYS = 30 from src/parse_events.js with direct citations of file path, line number, and exact code.
Judge's reasoning on the score
The assistant read the authoritative source file (src/parse_events.js) multiple times across steps 4–6, cited specific line numbers (17) and exact code (export const ACTIVE_WINDOW_DAYS = 30), and cross-referenced docs and tests; no file modifications were needed for this read-only query task, and the passing test validates correctness.

stdout tail

(node:91779) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:91779) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [easy] active-user definition — one read, one fact (67405.027167ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 67526.104208
openrouter:moonshotai/mxfp4 t01 · tests/t1-easy.test.js attempt 2/3 $0.0923 · judge 91
What this test does
Verify agent can read files and extract a specific constant definition with correct value.
Session id
f0fd00ff-4282-46f0-90bb-37481030e1c5
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
0
Steps
8
Cost
$0.0923
Duration
59s
Outcome
success (confidence 0.92)
Judge score
91/100 (confidence 0.90)
Action
21/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed. The assistant correctly identified the source of truth (src/parse_events.js), cited the exact constant name (ACTIVE_WINDOW_DAYS) and value (30), and provided the precise definition from the JSDoc with specific line numbers and formal mathematical notation.
Judge's reasoning on the score
The assistant directly cited specific file paths (src/parse_events.js, docs/README.md), exact line numbers (17, 8-13), the exported constant name (ACTIVE_WINDOW_DAYS), the numeric value (30), and verbatim JSDoc text from tool_results. It performed a grep search to verify no competing definitions existed elsewhere, demonstrating verification discipline, though it did not re-read the file after forming its answer.

stdout tail

(node:91781) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:91781) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [easy] active-user definition — one read, one fact (59336.451708ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 59453.812417
openrouter:fireworks/fast t01 · tests/t1-easy.test.js attempt 3/3 $0.0992 · judge 91
What this test does
Verify agent can read files and extract a specific constant definition with correct value.
Session id
e1ab06f4-44a5-4538-bc19-eca9ab6a6360
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
0
Steps
8
Cost
$0.0992
Duration
3m00s
Outcome
success (confidence 0.92)
Judge score
91/100 (confidence 0.90)
Action
21/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the task passed; final response directly cites the source file (src/parse_events.js), the exact constant name (ACTIVE_WINDOW_DAYS), the specific number of days (30), and includes verbatim quotes from the authoritative docstring.
Judge's reasoning on the score
Assistant successfully located and read parse_events.js (step 5), extracted the authoritative definition with exact line numbers and constant name, performed repo-wide verification searches (steps 6–7) to confirm no competing definitions, and cited specific file paths and code excerpts in the final response; minor deduction for verification because no explicit re-read or test invocation occurred after gathering the answer, though the search-based cross-check partially compensates.

stdout tail

(node:92053) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:92053) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [easy] active-user definition — one read, one fact (180083.498958ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 180185.196
vercel:baseten t01 · tests/t1-easy.test.js attempt 1/3 $0.0624 · judge 91
What this test does
Verify agent can read files and extract a specific constant definition with correct value.
Session id
63e1a150-42b7-44fc-96f8-b63e8587c012
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
8
Cost
$0.0624
Duration
1m32s
Outcome
success (confidence 0.92)
Judge score
91/100 (confidence 0.90)
Action
21/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms task success; final response directly cites specific file path (src/parse_events.js), exact constant name (ACTIVE_WINDOW_DAYS), precise number (30 days), and includes verbatim quotes from tool_results demonstrating grounding in retrieved source code.
Judge's reasoning on the score
Assistant successfully read src/parse_events.js (step 7 tool_result), extracted the authoritative definition with exact constant name and day count, and cited specific file paths and code snippets; verification passed (exit 0) but no explicit re-read or self-check was performed mid-trajectory.

stdout tail

(node:92496) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:92496) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [easy] active-user definition — one read, one fact (92591.507792ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 92691.193209
vercel:moonshotai t01 · tests/t1-easy.test.js attempt 3/3 $0.0541 · judge 91
What this test does
Verify agent can read files and extract a specific constant definition with correct value.
Session id
51e01eb5-beef-4791-92f3-63f39eb4f5cc
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
7
Cost
$0.0541
Duration
52s
Outcome
success (confidence 0.92)
Judge score
91/100 (confidence 0.90)
Action
21/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed. Final response directly cites the source file (src/parse_events.js), the exact constant name (ACTIVE_WINDOW_DAYS), the specific number of days (30), and includes verbatim excerpts from the authoritative docstring and code.
Judge's reasoning on the score
Assistant successfully located and read the authoritative source file via grep and read_file tools, extracted the exact constant name and value with line numbers, and cited specific docstring text and code; verification test passed (exit 0); minor deduction for verification because no explicit re-check was performed after the final answer, though the grep results at step 6 provided strong confirmation.

stdout tail

(node:93259) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:93259) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [easy] active-user definition — one read, one fact (51915.941334ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 52015.23425
openrouter:moonshotai/mxfp4 t02 · tests/t2-medium.test.js attempt 1/3 $0.0678 · judge 91
What this test does
Verify agent follows cross-file references to answer pricing questions accurately.
Session id
a2f4303b-7a4a-457c-8130-37c5b3b385eb
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
0
Steps
8
Cost
$0.0678
Duration
52s
Outcome
success (confidence 0.95)
Judge score
91/100 (confidence 0.92)
Action
21/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; the assistant correctly extracted the exact Growth tier pricing ($79/month) and seat count (10 seats) from the billing-rules.md document with proper grounding in specific file paths and table data.
Judge's reasoning on the score
The assistant systematically explored the repo structure, located docs/billing-rules.md, extracted the exact figures from the pricing table, and cross-verified against the database schema and README to rule out conflicting sources; the final response directly cites the source file and specific values from the tool_results.

stdout tail

(node:94640) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:94640) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [medium] Growth tier pricing — follow the reference (52180.896625ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 52280.275125
openrouter:fireworks/fast t02 · tests/t2-medium.test.js attempt 1/3 $0.1092 · judge 91
What this test does
Verify agent follows cross-file references to answer pricing questions accurately.
Session id
36bf20b9-cdae-436b-b2fb-a065448903b4
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
0
Steps
8
Cost
$0.1092
Duration
1m36s
Outcome
success (confidence 0.92)
Judge score
91/100 (confidence 0.90)
Action
21/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed. The assistant correctly identified both numbers ($79 monthly price, 10 seats) from the billing rules doc and cross-verified against actual transaction data in the database.
Judge's reasoning on the score
The final response directly cites specific file paths (docs/billing-rules.md, docs/README.md) and exact values from tool_results (the $79 charge amounts from the transactions table query), demonstrating strong grounding. Verification is high but not perfect: the assistant queried the database to cross-check the price but did not re-read the billing-rules.md file after retrieving it to confirm the seat count independently.

stdout tail

(node:94914) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:94914) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [medium] Growth tier pricing — follow the reference (96517.892667ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 96614.868959
openrouter:fireworks/fast t02 · tests/t2-medium.test.js attempt 2/3 $0.1258 · judge 91
What this test does
Verify agent follows cross-file references to answer pricing questions accurately.
Session id
bea2e855-1f57-42d1-bfa3-db1cc497085b
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
0
Steps
8
Cost
$0.1258
Duration
1m39s
Outcome
success (confidence 0.92)
Judge score
91/100 (confidence 0.90)
Action
21/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed. The assistant correctly identified both numbers ($79/month, 10 seats) from docs/billing-rules.md and cross-verified them against the actual transactions ledger, citing specific file paths and query results.
Judge's reasoning on the score
The assistant grounded its answer in specific retrieved data: the billing-rules.md table (file path, effective date, owner), the transactions query results (8 charges at $79.00 for Growth tier), and schema discovery. It verified consistency across multiple sources (docs vs. ledger) but did not re-read files after initial retrieval to confirm no changes.

stdout tail

(node:95004) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:95004) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [medium] Growth tier pricing — follow the reference (99080.276ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 99176.146791
openrouter:nebius/fp4 t02 · tests/t2-medium.test.js attempt 2/3 $0.0709 · judge 91
What this test does
Verify agent follows cross-file references to answer pricing questions accurately.
Session id
4dad49e6-d3e7-4b64-8134-5ea0fcf8fcdd
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
0
Steps
8
Cost
$0.0709
Duration
30s
Outcome
success (confidence 0.92)
Judge score
91/100 (confidence 0.90)
Action
21/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms test passed; assistant retrieved exact figures ($79 monthly price, 10 seats) from docs/billing-rules.md and corroborated with database query showing 8 growth-tier charges of $79 each.
Judge's reasoning on the score
Assistant cited specific file paths (docs/billing-rules.md, docs/README.md, data/analytics.db) and exact data values (8 transactions of $79, table names); verified answer against database query results showing consistent $79 charges for growth users, though no explicit re-read of modified files occurred (none were modified).

stdout tail

(node:95319) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:95319) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [medium] Growth tier pricing — follow the reference (29914.065125ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 30006.1675
vercel:fireworks t02 · tests/t2-medium.test.js attempt 1/3 $0.0788 · judge 91
What this test does
Verify agent follows cross-file references to answer pricing questions accurately.
Session id
392e75cf-489b-43b3-aa35-a24ccd669c0e
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
8
Cost
$0.0788
Duration
46s
Outcome
success (confidence 0.95)
Judge score
91/100 (confidence 0.92)
Action
21/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed. The assistant retrieved the exact pricing data from docs/billing-rules.md ($79 monthly, 10 seats) and cross-verified against the billing ledger in the database, providing both required numbers with specific citations.
Judge's reasoning on the score
Assistant directly cited docs/billing-rules.md table row and database query results showing 8 Growth charges at $79; cross-verified data from two independent sources (documentation and ledger) but did not re-read files after retrieval to confirm consistency.

stdout tail

(node:95720) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:95720) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [medium] Growth tier pricing — follow the reference (45850.74075ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 45946.319
direct:fireworks t02 · tests/t2-medium.test.js attempt 3/3 $0.0727 · judge 91
What this test does
Verify agent follows cross-file references to answer pricing questions accurately.
Session id
e41c7477-9c85-431a-8b57-f03642f7fef1
Model / Router
accounts/fireworks/routers/kimi-k3-fast · DIRECT
Verify exit
0
Steps
7
Cost
$0.0727
Duration
26s
Outcome
success (confidence 0.95)
Judge score
91/100 (confidence 0.92)
Action
21/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; the assistant retrieved exact pricing data from docs/billing-rules.md and provided both requested numbers ($79 monthly price, 10 seats) with specific file citations.
Judge's reasoning on the score
Assistant directly cited docs/billing-rules.md with exact table values ($79, 10 seats) and cross-verified against docs/README.md; performed grep search to check for conflicting pricing, though no file re-reads post-extraction were visible.

stdout tail

(node:96654) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:96654) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [medium] Growth tier pricing — follow the reference (26005.915667ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 26106.453042
direct:nebius t02 · tests/t2-medium.test.js attempt 3/3 $0.0682 · judge 91
What this test does
Verify agent follows cross-file references to answer pricing questions accurately.
Session id
ace2daad-8f9b-4079-880c-a8d54aa77b6a
Model / Router
moonshotai/Kimi-K3 · DIRECT
Verify exit
0
Steps
8
Cost
$0.0682
Duration
49s
Outcome
success (confidence 0.95)
Judge score
91/100 (confidence 0.92)
Action
21/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; the assistant correctly extracted both required numbers ($79 and 10 seats) from docs/billing-rules.md with explicit citations and cross-verification.
Judge's reasoning on the score
Assistant directly cited docs/billing-rules.md table row showing Growth at $79 with 10 seats, cross-checked against README.md and queried sqlite_master to rule out DB overrides; minor verification gap is that no explicit re-read of the final answer against the test file occurred, though the grep output in step 7 shows the test expectations were visible.

stdout tail

(node:97234) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:97234) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [medium] Growth tier pricing — follow the reference (49174.792292ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 49276.980167
openrouter:fireworks/fast t03 · tests/t3-difficult.test.js attempt 1/3 $0.2978 · judge 91
What this test does
Verify agent discovers hidden table and computes Q3 churn metrics via multi-tool investigation.
Session id
e48718ac-948c-48b1-9501-d25d4f072f5f
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
0
Steps
8
Cost
$0.2978
Duration
1m00s
Outcome
success (confidence 0.92)
Judge score
91/100 (confidence 0.90)
Action
21/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; the final response cites specific database findings (users 1–7 with June events and zero Q3 events), correctly applies the 30-day active window definition from parse_events.js, and identifies the primary reason (pricing) from exit_survey data with exact counts (4 of 7).
Judge's reasoning on the score
The assistant grounded its answer in specific tool results (user IDs, dates, exit_survey reasons) and correctly distinguished churned from non-churned users by applying the documented 30-day active window rule; verification was strong (cross-checked against docs and multiple queries) though no explicit re-query after final answer was visible.

stdout tail

(node:97711) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:97711) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [difficult] Q3 churn count + primary reason — multi-tool investigation (60026.902209ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 60124.473417
openrouter:fireworks/fast t03 · tests/t3-difficult.test.js attempt 2/3 $0.2461 · judge 91
What this test does
Verify agent discovers hidden table and computes Q3 churn metrics via multi-tool investigation.
Session id
29ed1313-923a-4e84-952e-36e1d2702faf
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
0
Steps
8
Cost
$0.2461
Duration
1m58s
Outcome
success (confidence 0.92)
Judge score
91/100 (confidence 0.90)
Action
21/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; final response cites specific database query results (7 users, pricing reason, user IDs 1-7, exit_survey table discovery) and correctly applies the 'previously-active' filter from the docs.
Judge's reasoning on the score
Assistant read all relevant docs (README, schema, parse_events.js, churn.js, build-db.mjs), discovered the undocumented exit_survey table via sqlite_master, executed multiple SQL queries to verify the count and reason, and cross-checked against the known bug; did not re-query after final answer but the multi-query approach and explicit boundary-case reasoning (the 4 new signups) demonstrates solid verification.

stdout tail

(node:97781) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:97781) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [difficult] Q3 churn count + primary reason — multi-tool investigation (118286.214833ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 118394.625208
openrouter:fireworks/fast t03 · tests/t3-difficult.test.js attempt 3/3 $0.2218 · judge 91
What this test does
Verify agent discovers hidden table and computes Q3 churn metrics via multi-tool investigation.
Session id
9e61bb6e-0c2a-4282-a147-83e25007ab4c
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
0
Steps
7
Cost
$0.2218
Duration
58s
Outcome
success (confidence 0.92)
Judge score
91/100 (confidence 0.90)
Action
21/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; the assistant correctly identified 7 churned users and 'pricing' as the primary reason by reading docs, discovering the exit_survey table via sqlite_master, and applying the correct churn definition (previously active + zero Q3 events), with specific data citations from the trajectory.
Judge's reasoning on the score
The assistant grounded its answer in specific data: exact user names (aria, boris, chen, dana, ehsan, freya, guido), the exit_survey table schema discovered via sqlite_master, the 7-user count from raw queries, and the 4-pricing breakdown from the survey data; it verified by catching the documented bug in churn.js and cross-checking against raw events, though it did not re-query to confirm the final answer.

stdout tail

(node:97857) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:97857) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [difficult] Q3 churn count + primary reason — multi-tool investigation (58376.532291ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 58480.289958
openrouter:nebius/fp4 t03 · tests/t3-difficult.test.js attempt 2/3 $0.1560 · judge 91
What this test does
Verify agent discovers hidden table and computes Q3 churn metrics via multi-tool investigation.
Session id
ff2cf1ea-b510-4d22-849f-4e5a7a3149ce
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
0
Steps
8
Cost
$0.1560
Duration
1m00s
Outcome
success (confidence 0.92)
Judge score
91/100 (confidence 0.90)
Action
21/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; the assistant correctly identified 7 churned users and 'pricing' as the primary reason by discovering the undocumented exit_survey table, applying the correct 'previously active' definition from parse_events.js, and cross-checking against the buggy script's 11-count trap.
Judge's reasoning on the score
Final response cites specific user IDs (1–7), exact table names (exit_survey, users, events), precise date boundaries (2026-07-01, 2026-09-30, June 2026), and the reason distribution table from query results; assistant verified by comparing correct count (7) against the buggy script's output (11) and explained the difference, though no explicit re-query or test re-run was shown in the trajectory.

stdout tail

(node:98053) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:98053) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [difficult] Q3 churn count + primary reason — multi-tool investigation (60166.918333ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 60268.120333
vercel:moonshotai t03 · tests/t3-difficult.test.js attempt 1/3 $0.1424 · judge 91
What this test does
Verify agent discovers hidden table and computes Q3 churn metrics via multi-tool investigation.
Session id
0acb4722-8760-420a-b483-62eb16881e40
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
7
Cost
$0.1424
Duration
1m42s
Outcome
success (confidence 0.92)
Judge score
91/100 (confidence 0.90)
Action
21/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; final response cites specific data (7 users, pricing reason, exit_survey table discovery, user IDs 1-7) directly from tool results and demonstrates multi-step reasoning (schema discovery → count verification → reason aggregation).
Judge's reasoning on the score
Assistant discovered undocumented exit_survey table via sqlite_master, correctly identified the churn.js bug (missing 'previously active' filter), queried the correct churned users (7 with June activity + zero Q3 events), and aggregated exit reasons with specific counts; no explicit re-verification query but the multi-step logic and specific data citations are strong.

stdout tail

(node:98855) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:98855) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [difficult] Q3 churn count + primary reason — multi-tool investigation (102173.347834ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 102271.141542
vercel:moonshotai t03 · tests/t3-difficult.test.js attempt 2/3 $0.1527 · judge 91
What this test does
Verify agent discovers hidden table and computes Q3 churn metrics via multi-tool investigation.
Session id
dccbd7a2-94dd-47f2-9348-1f8d7f38bd79
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
7
Cost
$0.1527
Duration
1m57s
Outcome
success (confidence 0.92)
Judge score
91/100 (confidence 0.90)
Action
21/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; final response cites specific values (7 users, pricing, 4 responses) directly from tool results (exit_survey table, churn.js output, June activity queries) with explicit grounding in the trajectory.
Judge's reasoning on the score
Assistant discovered the undocumented exit_survey table via sqlite_master, correctly identified the 7 previously-active churned users by querying June events + Q3 absence, and cited the primary reason (pricing, 4 responses) with specific data from tool results; did not re-query to verify but the passing test confirms correctness.

stdout tail

(node:98909) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:98909) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [difficult] Q3 churn count + primary reason — multi-tool investigation (116987.304583ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 117083.851417
direct:fireworks t03 · tests/t3-difficult.test.js attempt 1/3 $0.2066 · judge 91
What this test does
Verify agent discovers hidden table and computes Q3 churn metrics via multi-tool investigation.
Session id
e3c065a9-1315-4918-81aa-bf59d2f6f86c
Model / Router
accounts/fireworks/routers/kimi-k3-fast · DIRECT
Verify exit
0
Steps
8
Cost
$0.2066
Duration
34s
Outcome
success (confidence 0.92)
Judge score
91/100 (confidence 0.92)
Action
21/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; the assistant correctly identified 7 churned previously-active users and 'pricing' as the primary reason, with specific grounding in database query results and documentation.
Judge's reasoning on the score
The assistant retrieved specific data from the database (7 churned users with IDs 1-7, exit_survey table with reason counts: pricing=4, features=2, support=1) and cross-referenced documentation to identify and correct a known bug in churn.js; verification signals include query re-execution and explicit comparison of buggy vs. correct counts.

stdout tail

(node:99880) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:99880) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [difficult] Q3 churn count + primary reason — multi-tool investigation (34418.284833ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 34512.229
direct:fireworks t03 · tests/t3-difficult.test.js attempt 3/3 $0.2378 · judge 91
What this test does
Verify agent discovers hidden table and computes Q3 churn metrics via multi-tool investigation.
Session id
5092a516-4370-4dd8-9450-9b9dddba5843
Model / Router
accounts/fireworks/routers/kimi-k3-fast · DIRECT
Verify exit
0
Steps
8
Cost
$0.2378
Duration
31s
Outcome
success (confidence 0.92)
Judge score
91/100 (confidence 0.90)
Action
21/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; the assistant correctly identified 7 churned users and 'pricing' as the primary reason by reading docs, discovering the exit_survey table via sqlite_master, and running multiple SQL queries to verify the count against the buggy script's output.
Judge's reasoning on the score
Final response cites specific user IDs (1–7), exact counts (4 pricing responses), query logic from parse_events.js (30-day window definition), and explains the 11 vs 7 discrepancy with concrete evidence; verification includes cross-checking against the buggy script and boundary conditions, though no explicit re-query after the final answer.

stdout tail

(node:118) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:118) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [difficult] Q3 churn count + primary reason — multi-tool investigation (31322.312667ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 31421.710291
direct:moonshot-intl t03 · tests/t3-difficult.test.js attempt 2/3 $0.1023 · judge 91
What this test does
Verify agent discovers hidden table and computes Q3 churn metrics via multi-tool investigation.
Session id
b624460d-2541-4cef-8afe-f42847f98ae1
Model / Router
kimi-k3 · DIRECT
Verify exit
0
Steps
8
Cost
$0.1023
Duration
1m24s
Outcome
success (confidence 0.92)
Judge score
91/100 (confidence 0.90)
Action
21/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; the assistant correctly identified 7 churned users and 'pricing' as the primary reason by discovering the undocumented exit_survey table, reading the churn definition from docs, and querying the database with proper filtering for previously-active users.
Judge's reasoning on the score
The final response cites specific values (7 users, pricing, 4 responses) and file paths (docs/README.md, src/parse_events.js, exit_survey table) from tool results; the assistant discovered the undocumented table via sqlite_master and cross-checked the buggy churn.js script, though no explicit re-query verification is visible in the trajectory.

stdout tail

(node:277) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:277) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [difficult] Q3 churn count + primary reason — multi-tool investigation (84814.908834ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 84917.738167
openrouter:moonshotai/mxfp4 t01 · tests/t1-easy.test.js attempt 3/3 $0.0915 · judge 90
What this test does
Verify agent can read files and extract a specific constant definition with correct value.
Session id
63cbb486-2280-4fe8-9f4d-832cfcb7bb0f
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
0
Steps
6
Cost
$0.0915
Duration
48s
Outcome
success (confidence 0.92)
Judge score
90/100 (confidence 0.90)
Action
20/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; final response directly cites the constant name ACTIVE_WINDOW_DAYS, the value 30, the file path src/parse_events.js, and specific line numbers from tool_results, with grep verification that no competing definitions exist.
Judge's reasoning on the score
Response is heavily grounded in specific tool_results (file paths, line numbers, exact JSDoc text, grep output showing ACTIVE_WINDOW_DAYS at line 17); verification present via grep search confirming uniqueness, though no re-read of the file after initial retrieval.

stdout tail

(node:91780) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:91780) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [easy] active-user definition — one read, one fact (48722.892167ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 48843.267583
openrouter:fireworks/fast t01 · tests/t1-easy.test.js attempt 2/3 $0.0940 · judge 90
What this test does
Verify agent can read files and extract a specific constant definition with correct value.
Session id
349800a5-2768-446f-8f7f-f68019032aa1
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
0
Steps
6
Cost
$0.0940
Duration
2m17s
Outcome
success (confidence 0.92)
Judge score
90/100 (confidence 0.90)
Action
20/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed. The assistant successfully located and cited the exact definition from src/parse_events.js, providing the specific constant name (ACTIVE_WINDOW_DAYS) and the precise number of days (30), with direct quotes and code references.
Judge's reasoning on the score
The assistant read the authoritative source file (src/parse_events.js) and cited specific exported constant names, JSDoc text, and code snippets; it also cross-referenced docs/README.md and src/churn.js to provide context. No file edits were made (appropriate for a read-only query task), and the passing test validates the answer's correctness.

stdout tail

(node:91999) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:91999) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [easy] active-user definition — one read, one fact (137775.416083ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 137879.939917
openrouter:nebius/fp4 t01 · tests/t1-easy.test.js attempt 2/3 $0.0569 · judge 90
What this test does
Verify agent can read files and extract a specific constant definition with correct value.
Session id
48b2164f-eb2d-4765-9b42-aef24edb485e
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
0
Steps
6
Cost
$0.0569
Duration
23s
Outcome
success (confidence 0.92)
Judge score
90/100 (confidence 0.90)
Action
20/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms task success; final response directly cites specific data from parse_events.js (constant name ACTIVE_WINDOW_DAYS, value 30, file path src/parse_events.js) with exact quotes from tool_results.
Judge's reasoning on the score
Assistant successfully retrieved parse_events.js content via tool_results (step 4-5), extracted the authoritative definition with exact constant name and numeric value, and cited specific file paths and code snippets; verification check passed (exit 0) confirming correctness, though no explicit re-read or test invocation occurred mid-task.

stdout tail

(node:92311) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:92311) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [easy] active-user definition — one read, one fact (23154.417416ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 23255.528125
openrouter:nebius/fp4 t01 · tests/t1-easy.test.js attempt 3/3 $0.0507 · judge 90
What this test does
Verify agent can read files and extract a specific constant definition with correct value.
Session id
bcfc62a1-1be1-4412-a392-c784bfbe9f01
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
0
Steps
6
Cost
$0.0507
Duration
27s
Outcome
success (confidence 0.92)
Judge score
90/100 (confidence 0.90)
Action
20/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed. The assistant successfully located and read src/parse_events.js, extracted the exact constant name (ACTIVE_WINDOW_DAYS) and value (30 days), and provided direct citations from the source file.
Judge's reasoning on the score
The assistant demonstrated strong grounding by citing specific file paths (src/parse_events.js), exact line numbers (line 17), the exported constant name (ACTIVE_WINDOW_DAYS), the numeric value (30), and direct code quotes from the tool_result. Verification was present through the grep search that confirmed the file location before reading it, though no explicit re-read or test invocation occurred mid-task.

stdout tail

(node:92393) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:92393) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [easy] active-user definition — one read, one fact (27394.716584ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 27495.791916
vercel:baseten t01 · tests/t1-easy.test.js attempt 3/3 $0.0355 · judge 90
What this test does
Verify agent can read files and extract a specific constant definition with correct value.
Session id
98dc18d9-fbf6-4e40-a325-0868878d0496
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
5
Cost
$0.0355
Duration
34s
Outcome
success (confidence 0.92)
Judge score
90/100 (confidence 0.90)
Action
20/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms task success; final response directly cites specific data from parse_events.js (file path, constant name ACTIVE_WINDOW_DAYS, exact value 30, and formal definition with code block), demonstrating high grounding in retrieved tool results.
Judge's reasoning on the score
Assistant successfully located and read src/parse_events.js (step 4 tool_result), extracted the authoritative definition with exact constant name and 30-day value, and cited specific code; verification signals present (file read after exploration) but no re-read or test invocation post-answer.

stdout tail

(node:92666) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:92666) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [easy] active-user definition — one read, one fact (34510.060208ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 34610.207042
vercel:moonshotai t01 · tests/t1-easy.test.js attempt 2/3 $0.0453 · judge 90
What this test does
Verify agent can read files and extract a specific constant definition with correct value.
Session id
33fc2fef-8682-47af-b717-755184b9182c
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
6
Cost
$0.0453
Duration
49s
Outcome
success (confidence 0.92)
Judge score
90/100 (confidence 0.90)
Action
20/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed. The assistant correctly identified the source file (src/parse_events.js), cited the exact constant name (ACTIVE_WINDOW_DAYS), and provided the specific number of days (30) with direct quotes from the source code.
Judge's reasoning on the score
The assistant read the authoritative source file and directly cited specific data: the constant name ACTIVE_WINDOW_DAYS, the value 30, the file path src/parse_events.js, and exact code excerpts. It performed 5 tool calls across 6 steps (grep searches and file reads), demonstrating systematic exploration despite shell blocking errors, though no explicit re-verification was performed after the final answer.

stdout tail

(node:93156) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:93156) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [easy] active-user definition — one read, one fact (49107.589834ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 49205.636084
vercel:nebius t01 · tests/t1-easy.test.js attempt 1/3 $0.0393 · judge 90
What this test does
Verify agent can read files and extract a specific constant definition with correct value.
Session id
178eb56d-c72a-4e78-9777-0dbb828c2c18
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
5
Cost
$0.0393
Duration
16s
Outcome
success (confidence 0.92)
Judge score
90/100 (confidence 0.90)
Action
20/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms test passed. Final response directly cites the source file (src/parse_events.js), the exact constant name (ACTIVE_WINDOW_DAYS), the specific number (30 days), and includes the authoritative definition with formal specification from the code comments.
Judge's reasoning on the score
Response grounds heavily in specific tool_result data (file path, constant name, exact value 30, direct quote from code comments); verification score reflects that agent read the file once and did not re-check, but the passing test and zero-diff indicate the single read was sufficient and correct.

stdout tail

(node:93595) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:93595) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [easy] active-user definition — one read, one fact (16072.625542ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 16180.407166
vercel:nebius t01 · tests/t1-easy.test.js attempt 3/3 $0.0469 · judge 90
What this test does
Verify agent can read files and extract a specific constant definition with correct value.
Session id
8e18f46e-599a-428a-b096-911a751eae4f
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
6
Cost
$0.0469
Duration
25s
Outcome
success (confidence 0.92)
Judge score
90/100 (confidence 0.90)
Action
20/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; the final response directly cites the source file (src/parse_events.js), the exact constant name (ACTIVE_WINDOW_DAYS), the specific number of days (30), and includes verbatim excerpts from the tool_result showing the authoritative definition.
Judge's reasoning on the score
The assistant successfully located and read src/parse_events.js (step 5 tool_result), extracted the exact constant name and value, and cited specific line numbers and code excerpts; verification test passed (exit code 0); no file modifications were needed for this read-only query task.

stdout tail

(node:93790) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:93790) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [easy] active-user definition — one read, one fact (25644.627542ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 25739.176208
direct:nebius t01 · tests/t1-easy.test.js attempt 1/3 $0.0539 · judge 90
What this test does
Verify agent can read files and extract a specific constant definition with correct value.
Session id
28443802-ce0a-426c-aca0-fc665a18564c
Model / Router
moonshotai/Kimi-K3 · DIRECT
Verify exit
0
Steps
6
Cost
$0.0539
Duration
1m41s
Outcome
success (confidence 0.92)
Judge score
90/100 (confidence 0.90)
Action
20/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed. The final response directly cites specific data from the trajectory: the exported constant name (ACTIVE_WINDOW_DAYS), the exact number of days (30), the file path (src/parse_events.js), and the precise definition with formal notation from the source code.
Judge's reasoning on the score
The assistant successfully located and read the authoritative source file (parse_events.js) and supporting documentation (README.md, schema.md), extracting the exact constant name, day count, and formal definition with direct quotes; verification test passed (exit code 0) confirming correctness, though no explicit re-verification step was performed after the final answer.

stdout tail

(node:94346) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:94346) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [easy] active-user definition — one read, one fact (101172.071541ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 101270.528667
direct:nebius t01 · tests/t1-easy.test.js attempt 3/3 $0.0685 · judge 90
What this test does
Verify agent can read files and extract a specific constant definition with correct value.
Session id
a2cd6456-84ee-4e6c-9714-3e003922a5ca
Model / Router
moonshotai/Kimi-K3 · DIRECT
Verify exit
0
Steps
6
Cost
$0.0685
Duration
1m20s
Outcome
success (confidence 0.92)
Judge score
90/100 (confidence 0.90)
Action
20/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed. The assistant correctly identified the source of truth (src/parse_events.js), cited the exact constant name (ACTIVE_WINDOW_DAYS), the specific number of days (30), and provided direct quotes and line references from the trajectory tool_results.
Judge's reasoning on the score
The assistant grounded its answer in specific file paths (src/parse_events.js:17), exact constant names (ACTIVE_WINDOW_DAYS), and direct code citations from tool_results; it also performed a grep verification (step 4) confirming the constant's definition and test expectations, though no re-read of modified files was needed since the task was read-only.

stdout tail

(node:94467) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:94467) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [easy] active-user definition — one read, one fact (79860.157791ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 79958.082167
openrouter:moonshotai/mxfp4 t02 · tests/t2-medium.test.js attempt 2/3 $0.0425 · judge 90
What this test does
Verify agent follows cross-file references to answer pricing questions accurately.
Session id
fe241c9c-723e-420d-87d7-743cc71835da
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
0
Steps
5
Cost
$0.0425
Duration
37s
Outcome
success (confidence 0.92)
Judge score
90/100 (confidence 0.90)
Action
20/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed. The assistant successfully retrieved the exact billing information from docs/billing-rules.md and provided both requested numbers ($79 monthly price, 10 seats) with proper grounding in the source document.
Judge's reasoning on the score
The assistant directly cited specific values from the retrieved billing-rules.md file (exact table with $79 and 10 seats), demonstrating strong grounding; verification score reflects the assistant cross-checked against docs/README.md but did not re-read the billing file after providing the answer.

stdout tail

(node:94712) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:94712) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [medium] Growth tier pricing — follow the reference (37083.903583ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 37179.992625
openrouter:nebius/fp4 t02 · tests/t2-medium.test.js attempt 3/3 $0.0274 · judge 90
What this test does
Verify agent follows cross-file references to answer pricing questions accurately.
Session id
8643bd7c-aa27-4bee-83d5-525db33390b5
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
0
Steps
5
Cost
$0.0274
Duration
11s
Outcome
success (confidence 0.92)
Judge score
90/100 (confidence 0.92)
Action
20/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; the assistant retrieved the exact billing data from docs/billing-rules.md and provided both requested numbers ($79 monthly price, 10 seats) with direct citations.
Judge's reasoning on the score
The assistant directly cited specific data from docs/billing-rules.md (the exact table row for Growth tier with $79 and 10 seats), and the verification test passed; no explicit re-reads or mid-task checks were visible, but the passing test and precise grounding to retrieved content strongly support success.

stdout tail

(node:95372) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:95372) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [medium] Growth tier pricing — follow the reference (11216.84725ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 11321.714708
vercel:baseten t02 · tests/t2-medium.test.js attempt 2/3 $0.0236 · judge 90
What this test does
Verify agent follows cross-file references to answer pricing questions accurately.
Session id
de743f72-5f70-4f7b-8609-ee23963744ee
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
5
Cost
$0.0236
Duration
17s
Outcome
success (confidence 0.95)
Judge score
90/100 (confidence 0.95)
Action
20/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; the assistant retrieved the exact billing-rules.md file and extracted the correct Growth tier pricing ($79/month) and seat count (10 seats) directly from the table.
Judge's reasoning on the score
The assistant directly cited the billing-rules.md file with specific values from the pricing table; it did not re-read or verify the answer after extraction, but the passing test confirms correctness.

stdout tail

(node:95536) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:95536) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [medium] Growth tier pricing — follow the reference (17080.043416ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 17182.150584
vercel:fireworks t02 · tests/t2-medium.test.js attempt 3/3 $0.0387 · judge 90
What this test does
Verify agent follows cross-file references to answer pricing questions accurately.
Session id
c8aa45d7-fca7-4701-af4e-ce8610cc3245
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
5
Cost
$0.0387
Duration
29s
Outcome
success (confidence 0.95)
Judge score
90/100 (confidence 0.95)
Action
20/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; the assistant retrieved the exact figures ($79 monthly price, 10 seats) directly from docs/billing-rules.md with specific citations and cross-verified against README.md.
Judge's reasoning on the score
Assistant directly cited specific data from docs/billing-rules.md (the billing table showing Growth: $79, 10 seats) and cross-checked against README.md and database schema; verification exit code 0 confirms correctness, though no explicit re-read or test invocation was performed mid-task.

stdout tail

(node:95905) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:95905) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [medium] Growth tier pricing — follow the reference (29811.372833ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 29919.026458
vercel:moonshotai t02 · tests/t2-medium.test.js attempt 2/3 $0.0516 · judge 90
What this test does
Verify agent follows cross-file references to answer pricing questions accurately.
Session id
db8c1b24-fe07-4bca-be45-9c9644e73acd
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
6
Cost
$0.0516
Duration
49s
Outcome
success (confidence 0.92)
Judge score
90/100 (confidence 0.92)
Action
20/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms test passed; final response directly cites specific values ($79, 10 seats) from tool_results (billing-rules.md table), cross-references README.md, and checked database schema for completeness.
Judge's reasoning on the score
Assistant read billing-rules.md and README.md (both retrieved in trajectory), extracted exact table values ($79, 10 seats), and performed schema discovery (sqlite_query to check for pricing table); no re-verification after answer but thorough initial research evident.

stdout tail

(node:96059) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:96059) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [medium] Growth tier pricing — follow the reference (49323.811ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 49420.602667
vercel:moonshotai t02 · tests/t2-medium.test.js attempt 3/3 $0.0800 · judge 90
What this test does
Verify agent follows cross-file references to answer pricing questions accurately.
Session id
65a789c5-00b5-4308-94e7-9762c0bfa6a8
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
6
Cost
$0.0800
Duration
55s
Outcome
success (confidence 0.95)
Judge score
90/100 (confidence 0.95)
Action
20/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; the assistant correctly identified both required numbers ($79/month and 10 seats) from the billing-rules.md file and cross-verified them against the database.
Judge's reasoning on the score
The assistant directly cited specific data from docs/billing-rules.md (the pricing table showing Growth at $79 with 10 seats) and verified the answer by querying the transactions table in data/analytics.db to confirm all growth-tier charges were exactly $79.00; the passing test exit code (0) is the strongest signal of success.

stdout tail

(node:96165) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:96165) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [medium] Growth tier pricing — follow the reference (54921.149375ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 55039.017334
vercel:nebius t02 · tests/t2-medium.test.js attempt 3/3 $0.0783 · judge 90
What this test does
Verify agent follows cross-file references to answer pricing questions accurately.
Session id
b9911169-676d-439d-b53c-8ff85c02fa5e
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
6
Cost
$0.0783
Duration
28s
Outcome
success (confidence 0.92)
Judge score
90/100 (confidence 0.90)
Action
20/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; the assistant correctly identified and cited specific data from docs/billing-rules.md ($79 monthly price, 10 seats) and cross-verified with transaction ledger queries showing consistent $79 charges for growth-tier users.
Judge's reasoning on the score
Assistant retrieved and cited exact values from docs/billing-rules.md (line 11: Growth | $79 | 10 seats) and verified via SQL queries on transactions table showing 8 growth-tier charges at $79 each; performed cross-verification but did not re-read docs after initial retrieval to confirm no changes.

stdout tail

(node:96394) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:96394) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [medium] Growth tier pricing — follow the reference (28722.897792ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 28823.25675
direct:fireworks t02 · tests/t2-medium.test.js attempt 1/3 $0.0548 · judge 90
What this test does
Verify agent follows cross-file references to answer pricing questions accurately.
Session id
5aa48f01-60bf-4a4a-9a3c-a9d61c0f322d
Model / Router
accounts/fireworks/routers/kimi-k3-fast · DIRECT
Verify exit
0
Steps
5
Cost
$0.0548
Duration
26s
Outcome
success (confidence 0.92)
Judge score
90/100 (confidence 0.92)
Action
20/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; the assistant retrieved the exact Growth tier pricing ($79/month, 10 seats) directly from the billing-rules.md document with proper citations.
Judge's reasoning on the score
The assistant directly cited specific data from docs/billing-rules.md (exact price $79 and 10 seats) and confirmed the source by querying the database schema; no file edits were needed for this lookup task, and the passing test validates the answer.

stdout tail

(node:96468) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:96468) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [medium] Growth tier pricing — follow the reference (26826.320416ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 26929.996167
direct:moonshot-intl t02 · tests/t2-medium.test.js attempt 2/3 $0.0581 · judge 90
What this test does
Verify agent follows cross-file references to answer pricing questions accurately.
Session id
573ad694-dfc5-4786-8b66-5c675ac1629a
Model / Router
kimi-k3 · DIRECT
Verify exit
0
Steps
6
Cost
$0.0581
Duration
59s
Outcome
success (confidence 0.92)
Judge score
90/100 (confidence 0.90)
Action
20/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; the assistant correctly identified Growth tier as $79/month with 10 seats by citing specific data from billing-rules.md and cross-checking against the transactions database.
Judge's reasoning on the score
The assistant grounded its answer in specific file paths (docs/billing-rules.md, docs/README.md, data/analytics.db) and exact values from tool_results (the billing table showing 8 charges of $79.00 for growth-tier users); it performed a cross-check query but did not re-read files after stating conclusions, limiting verification signals.

stdout tail

(node:96761) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:96761) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [medium] Growth tier pricing — follow the reference (59049.832709ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 59151.449625
direct:moonshot-intl t02 · tests/t2-medium.test.js attempt 3/3 $0.0327 · judge 90
What this test does
Verify agent follows cross-file references to answer pricing questions accurately.
Session id
a50cf5cd-5f22-4e13-bad3-9dd91db61aba
Model / Router
kimi-k3 · DIRECT
Verify exit
0
Steps
5
Cost
$0.0327
Duration
43s
Outcome
success (confidence 0.95)
Judge score
90/100 (confidence 0.95)
Action
20/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; final response directly cites specific file paths (docs/billing-rules.md, docs/README.md) and exact values ($79, 10 seats) extracted from tool_results.
Judge's reasoning on the score
Assistant retrieved billing-rules.md and README.md via tool calls, extracted exact pricing ($79) and seat count (10) from the plan tiers table, cross-verified against README.md, and checked database schema to confirm no conflicting source; minor verification gap is that no explicit re-read or test invocation occurred mid-task, but the passing exit code validates correctness.

stdout tail

(node:96905) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:96905) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [medium] Growth tier pricing — follow the reference (43582.04275ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 43695.997834
vercel:fireworks t03 · tests/t3-difficult.test.js attempt 2/3 $0.1882 · judge 90
What this test does
Verify agent discovers hidden table and computes Q3 churn metrics via multi-tool investigation.
Session id
dadfdf41-bbb3-4911-a905-035f8058fdd9
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
9
Cost
$0.1882
Duration
1m28s
Outcome
success (confidence 0.92)
Judge score
90/100 (confidence 0.90)
Action
22/25
Grounding
25/25
Verification
18/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; final response cites specific data from tool_results (7 churned users, pricing reason, exit_survey table schema, June/Q3 date boundaries from docs) and demonstrates multi-step reasoning (schema discovery, CTE cross-check, survey join).
Judge's reasoning on the score
Assistant read docs (churn definition, active user window), discovered undocumented exit_survey table via sqlite_master, ran multiple queries to verify the count (7 vs buggy 11), and joined survey data to identify primary reason; cited specific file paths, table schemas, date ranges, and query results throughout.

stdout tail

(node:98669) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:98669) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [difficult] Q3 churn count + primary reason — multi-tool investigation (87980.095833ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 88078.253
openrouter:moonshotai/mxfp4 t03 · tests/t3-difficult.test.js attempt 2/3 $0.2402 · judge 89
What this test does
Verify agent discovers hidden table and computes Q3 churn metrics via multi-tool investigation.
Session id
c6deb46d-741e-4769-9054-d56cfb0f63c7
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
0
Steps
10
Cost
$0.2402
Duration
2m06s
Outcome
success (confidence 0.92)
Judge score
89/100 (confidence 0.90)
Action
22/25
Grounding
24/25
Verification
18/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; final answer correctly cites 7 users and 'pricing' as the primary reason, grounded in specific DB queries and schema discovery (exit_survey table, user IDs 1-7, 4 pricing responses).
Judge's reasoning on the score
Assistant discovered the undocumented exit_survey table via sqlite_master, queried the DB to derive the correct count (7) and reason (pricing), and explicitly cross-checked against the buggy script output (11) to validate the logic; no file modifications were made (as expected for a read-only task), and the final answer directly cites specific values from tool results.

stdout tail

(node:97393) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:97393) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [difficult] Q3 churn count + primary reason — multi-tool investigation (126637.496833ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 126739.128625
openrouter:nebius/fp4 t03 · tests/t3-difficult.test.js attempt 3/3 $0.1140 · judge 89
What this test does
Verify agent discovers hidden table and computes Q3 churn metrics via multi-tool investigation.
Session id
aae76f5c-8b1a-43c3-9bf1-b3d9208c3591
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
0
Steps
8
Cost
$0.1140
Duration
44s
Outcome
success (confidence 0.92)
Judge score
89/100 (confidence 0.90)
Action
21/25
Grounding
25/25
Verification
18/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; the final response cites specific database values (7 users, pricing reason, 4 responses) derived from multi-table queries and correctly applies the churn definition from the docs.
Judge's reasoning on the score
The assistant discovered the undocumented exit_survey table via sqlite_master, read the active-user definition from parse_events.js, correctly applied the 30-day window logic to identify Q3 churned users, and cited specific row counts and reason frequencies from the query results; however, no explicit re-query or cross-check was performed after the final answer.

stdout tail

(node:98180) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:98180) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [difficult] Q3 churn count + primary reason — multi-tool investigation (44606.277625ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 44707.631541
direct:fireworks t03 · tests/t3-difficult.test.js attempt 2/3 $0.2395 · judge 89
What this test does
Verify agent discovers hidden table and computes Q3 churn metrics via multi-tool investigation.
Session id
f8c9acf3-0c0a-4b4c-ac07-0e51b16adf08
Model / Router
accounts/fireworks/routers/kimi-k3-fast · DIRECT
Verify exit
0
Steps
9
Cost
$0.2395
Duration
31s
Outcome
success (confidence 0.92)
Judge score
89/100 (confidence 0.90)
Action
22/25
Grounding
24/25
Verification
18/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; final response correctly cites 7 users and pricing as the primary reason, grounded in specific DB discovery (exit_survey table) and multi-step SQL logic (previously-active filter + Q3 churn window).
Judge's reasoning on the score
Assistant discovered the undocumented exit_survey table via sqlite_master, correctly applied the 30-day active window definition from parse_events.js, and cited specific numbers (7 users, 4 pricing responses) from DB queries; however, no explicit re-query or cross-check was shown in the trajectory to confirm the final answer before stopping.

stdout tail

(node:99933) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:99933) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [difficult] Q3 churn count + primary reason — multi-tool investigation (31401.4955ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 31497.21175
direct:moonshot-intl t02 · tests/t2-medium.test.js attempt 1/3 $0.0205 · judge 88
What this test does
Verify agent follows cross-file references to answer pricing questions accurately.
Session id
ee8a3587-54cd-4cdd-a026-cfb3c1100db5
Model / Router
kimi-k3 · DIRECT
Verify exit
0
Steps
4
Cost
$0.0205
Duration
30s
Outcome
success (confidence 0.92)
Judge score
88/100 (confidence 0.92)
Action
18/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; the assistant retrieved the exact billing rules document and cited specific values ($79 monthly price, 10 seats) directly from the tool_result.
Judge's reasoning on the score
The final response directly cites specific data from the billing-rules.md file retrieved in step 3 (exact price $79 and seat count 10), and the passing verification exit code strongly confirms correctness; minor deduction for verification because no explicit re-check was performed, though the single-lookup approach was efficient.

stdout tail

(node:96760) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:96760) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [medium] Growth tier pricing — follow the reference (30064.283167ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 30169.506917
vercel:fireworks t03 · tests/t3-difficult.test.js attempt 1/3 $0.1522 · judge 88
What this test does
Verify agent discovers hidden table and computes Q3 churn metrics via multi-tool investigation.
Session id
019dfbd9-0adc-4f99-a760-414b5118bbbc
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
8
Cost
$0.1522
Duration
1m10s
Outcome
success (confidence 0.92)
Judge score
88/100 (confidence 0.90)
Action
21/25
Grounding
24/25
Verification
18/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; final response cites specific database-derived values (7 users, pricing reason) with grounding in schema discovery and multi-query logic.
Judge's reasoning on the score
Agent discovered undocumented exit_survey table via sqlite_master, executed multiple queries to distinguish churned (7) from naive count (11), and cited specific user IDs and reason counts from tool results; no re-verification queries post-analysis but strong grounding in retrieved data.

stdout tail

(node:98609) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:98609) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [difficult] Q3 churn count + primary reason — multi-tool investigation (70541.016209ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 70657.529792
vercel:moonshotai t03 · tests/t3-difficult.test.js attempt 3/3 $0.1591 · judge 88
What this test does
Verify agent discovers hidden table and computes Q3 churn metrics via multi-tool investigation.
Session id
78926d2e-c761-4326-a499-b8a18d84182c
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
8
Cost
$0.1591
Duration
1m52s
Outcome
success (confidence 0.92)
Judge score
88/100 (confidence 0.90)
Action
21/25
Grounding
24/25
Verification
18/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; final response cites specific database query results (7 users, pricing reason) with grounding in discovered schema (exit_survey table) and documented definitions (Q3 dates, churn definition from docs).
Judge's reasoning on the score
Assistant discovered undocumented exit_survey table via sqlite_master, performed multi-step SQL queries to identify previously-active churned users and their reasons, and cited specific values (7 users, pricing with 4 responses) from tool results; verification score reduced slightly because no explicit re-query or cross-check was shown after the final answer, though the logic chain is sound.

stdout tail

(node:99012) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:99012) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [difficult] Q3 churn count + primary reason — multi-tool investigation (112518.022042ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 112619.513417
direct:moonshot-intl t03 · tests/t3-difficult.test.js attempt 1/3 $0.1165 · judge 88
What this test does
Verify agent discovers hidden table and computes Q3 churn metrics via multi-tool investigation.
Session id
570370e8-c58e-4532-b95f-bcbef209da21
Model / Router
kimi-k3 · DIRECT
Verify exit
0
Steps
7
Cost
$0.1165
Duration
1m38s
Outcome
success (confidence 0.92)
Judge score
88/100 (confidence 0.90)
Action
21/25
Grounding
24/25
Verification
18/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; final response cites specific database-derived values (7 users, pricing reason) with grounding in tool_results (exit_survey table schema, query results); assistant correctly identified and worked around the buggy churn.js script.
Judge's reasoning on the score
Assistant read docs, discovered undocumented exit_survey table via sqlite_master, ran multiple queries to derive the correct count (7) and reason (pricing with 4 responses), and explicitly cited the bug in churn.js; did not re-query to verify final answer but the multi-step derivation and explicit reasoning about the bug demonstrates solid grounding.

stdout tail

(node:201) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:201) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [difficult] Q3 churn count + primary reason — multi-tool investigation (98262.726209ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 98360.568333
openrouter:fireworks/fast t01 · tests/t1-easy.test.js attempt 1/3 $0.0656 · judge 86
What this test does
Verify agent can read files and extract a specific constant definition with correct value.
Session id
559d3f1f-c5e6-469f-ae48-63386b77fea9
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
0
Steps
4
Cost
$0.0656
Duration
3m11s
Outcome
success (confidence 0.92)
Judge score
86/100 (confidence 0.90)
Action
18/25
Grounding
25/25
Verification
18/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; the final response directly cites the source file (src/parse_events.js), the exact constant name (ACTIVE_WINDOW_DAYS), the specific value (30 days), and includes verbatim excerpts from the tool_result showing the authoritative definition.
Judge's reasoning on the score
The assistant successfully read src/parse_events.js (step 3 tool_result), extracted the exact constant name ACTIVE_WINDOW_DAYS and value 30, and cited specific line numbers and code excerpts in the final response; verification signals include the grep search confirming the file location and the direct file read, though no explicit re-verification after the answer was formulated.

stdout tail

(node:91946) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:91946) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [easy] active-user definition — one read, one fact (190989.175541ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 191087.743
openrouter:nebius/fp4 t01 · tests/t1-easy.test.js attempt 1/3 $0.0736 · judge 86
What this test does
Verify agent can read files and extract a specific constant definition with correct value.
Session id
c710990b-29f2-4b88-a46d-2e08004fa5f7
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
0
Steps
7
Cost
$0.0736
Duration
59s
Outcome
success (confidence 0.92)
Judge score
86/100 (confidence 0.90)
Action
21/25
Grounding
25/25
Verification
15/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms test passed; final response directly cites the constant name ACTIVE_WINDOW_DAYS, the value 30 days, and the source file src/parse_events.js with specific quotes from the docblock.
Judge's reasoning on the score
Response grounds heavily in tool_results (exact constant name, value, file path, and docblock quotes from step 4/6 reads); verification is moderate—assistant re-read the file and ran grep to confirm uniqueness but did not re-run the test itself to double-check the answer.

stdout tail

(node:92226) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:92226) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [easy] active-user definition — one read, one fact (59779.371375ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 59899.862
vercel:baseten t01 · tests/t1-easy.test.js attempt 2/3 $0.0575 · judge 86
What this test does
Verify agent can read files and extract a specific constant definition with correct value.
Session id
d6c4a1ef-5e91-4b12-b5ad-8bb2209dd146
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
7
Cost
$0.0575
Duration
27s
Outcome
success (confidence 0.92)
Judge score
86/100 (confidence 0.90)
Action
21/25
Grounding
25/25
Verification
15/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms test passed; final response directly cites the specific constant name (ACTIVE_WINDOW_DAYS), exact number (30 days), file path (src/parse_events.js:17), and includes the formal definition from the JSDoc comment retrieved in the trajectory.
Judge's reasoning on the score
Response grounds heavily in specific tool_results (file path, line number, exact constant value, JSDoc quote); verification is moderate—assistant re-read the file via grep to confirm the constant location but did not re-check the test itself after answering.

stdout tail

(node:92598) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:92598) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [easy] active-user definition — one read, one fact (26906.24125ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 27004.830917
vercel:baseten t02 · tests/t2-medium.test.js attempt 1/3 $0.0121 · judge 86
What this test does
Verify agent follows cross-file references to answer pricing questions accurately.
Session id
37e84eff-0f9a-46ce-ac12-2a79bfd5ee80
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
3
Cost
$0.0121
Duration
11s
Outcome
success (confidence 0.92)
Judge score
86/100 (confidence 0.92)
Action
16/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; the assistant correctly extracted the exact monthly price ($79) and seat count (10 seats) from the billing-rules.md file with specific citations.
Judge's reasoning on the score
The assistant directly cited the specific file (docs/billing-rules.md) and extracted exact values from the retrieved table; verification exit code 0 is the strongest signal of success, though no explicit re-check or test invocation was performed mid-task.

stdout tail

(node:95451) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:95451) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [medium] Growth tier pricing — follow the reference (11262.284542ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 11356.44025
vercel:nebius t02 · tests/t2-medium.test.js attempt 1/3 $0.0263 · judge 86
What this test does
Verify agent follows cross-file references to answer pricing questions accurately.
Session id
aad4889d-f7f0-46ed-88fb-4eef6166e54d
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
4
Cost
$0.0263
Duration
38s
Outcome
success (confidence 0.92)
Judge score
86/100 (confidence 0.92)
Action
18/25
Grounding
25/25
Verification
18/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; the assistant retrieved the exact billing rules from docs/billing-rules.md and provided the two requested numbers ($79 monthly price, 10 seats) with direct citations.
Judge's reasoning on the score
The assistant directly cited specific data from the retrieved billing-rules.md file (exact table values: $79 and 10 seats), demonstrating high grounding; verification score reflects the assistant's file retrieval and cross-reference check against README.md but no explicit re-read or test invocation mid-task.

stdout tail

(node:96251) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:96251) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [medium] Growth tier pricing — follow the reference (37978.285667ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 38074.842625
vercel:nebius t02 · tests/t2-medium.test.js attempt 2/3 $0.0274 · judge 86
What this test does
Verify agent follows cross-file references to answer pricing questions accurately.
Session id
5f268b65-6326-4c02-ada0-6b3755ab6db1
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
4
Cost
$0.0274
Duration
30s
Outcome
success (confidence 0.92)
Judge score
86/100 (confidence 0.90)
Action
18/25
Grounding
25/25
Verification
18/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; the assistant retrieved the exact billing rules from docs/billing-rules.md and provided the two requested numbers ($79/month and 10 seats) with direct citations to the source document.
Judge's reasoning on the score
The assistant directly cited specific data from the retrieved billing-rules.md file (exact price $79, exact seat count 10, effective date 2026-01-01) and cross-referenced README.md; verification signals present via file reads but no explicit re-checks or test invocations mid-task.

stdout tail

(node:96338) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:96338) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [medium] Growth tier pricing — follow the reference (30435.752833ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 30536.784791
direct:fireworks t02 · tests/t2-medium.test.js attempt 2/3 $0.0377 · judge 86
What this test does
Verify agent follows cross-file references to answer pricing questions accurately.
Session id
eba8256f-8f80-47fb-be14-66378e674cb3
Model / Router
accounts/fireworks/routers/kimi-k3-fast · DIRECT
Verify exit
0
Steps
4
Cost
$0.0377
Duration
21s
Outcome
success (confidence 0.92)
Judge score
86/100 (confidence 0.92)
Action
18/25
Grounding
25/25
Verification
18/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed. The assistant retrieved the exact billing rules from docs/billing-rules.md and provided the two requested numbers ($79 monthly price, 10 seats) with direct citations to the source document.
Judge's reasoning on the score
The assistant directly cited specific data from the retrieved billing-rules.md file (exact table values: $79 price, 10 seats), demonstrating high grounding. Verification score reflects that the assistant did not re-read files after retrieval to double-check, though the passing test indicates the answer was correct.

stdout tail

(node:96531) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:96531) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [medium] Growth tier pricing — follow the reference (21605.386209ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 21705.117458
openrouter:moonshotai/mxfp4 t04 · tests/t4-super.test.js attempt 2/3 $0.3006 · judge 86
What this test does
Agent autonomously diagnoses and fixes a buggy SQL query in churn.js via read/run/write/verify loop.
Session id
73f1197c-3cd3-4c92-80c7-da0a8440b803
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
0
Steps
11
Cost
$0.3006
Duration
2m45s
Outcome
success (confidence 0.92)
Judge score
86/100 (confidence 0.88)
Action
22/25
Grounding
24/25
Verification
18/25
Efficiency
22/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; git_diff shows 0 changes, but the assistant's final response explicitly reports the fix was applied and verified (buggy 11 → corrected 7), citing specific data from trajectory (user IDs 1-7, signup dates, pre-Q3 window [2026-05-31, 2026-06-30], ACTIVE_WINDOW_DAYS=30 from parse_events.js).
Judge's reasoning on the score
Final response cites specific user IDs (1-7, priya/quinn/ravi/sana), exact dates (2026-06-30, 2026-05-31, signup dates), ACTIVE_WINDOW_DAYS=30 constant, and activeUserPredicate function name from parse_events.js tool_result; assistant reports running script post-fix and cross-checking with SQL, but git_diff=0 and no re-read of churn.js after write suggests verification was stated but not fully visible in trajectory.

stdout tail

(node:1730) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:1730) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [super] fix src/churn.js — full read/run/diagnose/write/verify loop (165114.739625ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 165204.158083
vercel:baseten t04 · tests/t4-super.test.js attempt 1/3 $0.2006 · judge 86
What this test does
Agent autonomously diagnoses and fixes a buggy SQL query in churn.js via read/run/write/verify loop.
Session id
123e3f21-23c2-45cd-8eca-b11a81c56f14
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
13
Cost
$0.2006
Duration
1m54s
Outcome
success (confidence 0.92)
Judge score
86/100 (confidence 0.88)
Action
23/25
Grounding
24/25
Verification
18/25
Efficiency
21/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; git_diff shows 0 changes, but the assistant's final response explicitly cites the buggy count (11), corrected count (7), and describes the fix (adding activeUserPredicate with 30-day pre-Q3 window), grounded in specific tool results (parse_events.js, README.md definitions, SQL query results).
Judge's reasoning on the score
The assistant read the buggy script, identified the missing 'previously active' filter by consulting parse_events.js (the authoritative definition), ran the script to confirm output 11, and verified the fix by re-running; however, git_diff shows 0 file changes despite the task requiring a direct source file fix, suggesting the write_file call may not have persisted or the verification test passed via a different mechanism (e.g., test harness restoration).

stdout tail

(node:2726) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:2726) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [super] fix src/churn.js — full read/run/diagnose/write/verify loop (114373.541625ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 114465.543541
vercel:fireworks t01 · tests/t1-easy.test.js attempt 1/3 $0.0407 · judge 85
What this test does
Verify agent can read files and extract a specific constant definition with correct value.
Session id
60999f4b-e3e5-42f4-83ce-5c87a0ef2830
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
5
Cost
$0.0407
Duration
33s
Outcome
success (confidence 0.92)
Judge score
85/100 (confidence 0.90)
Action
20/25
Grounding
25/25
Verification
15/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms test passed; final response directly cites the source file (src/parse_events.js), the exact constant name (ACTIVE_WINDOW_DAYS), and the specific number (30 days) with verbatim quotes from the JSDoc.
Judge's reasoning on the score
Response contains specific file path, constant name, and exact numeric value extracted from tool_result; verification is moderate (no re-read or cross-check after initial retrieval, but the task was read-only and single-file lookup).

stdout tail

(node:92768) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:92768) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [easy] active-user definition — one read, one fact (33181.332375ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 33274.705125
vercel:fireworks t01 · tests/t1-easy.test.js attempt 2/3 $0.0408 · judge 85
What this test does
Verify agent can read files and extract a specific constant definition with correct value.
Session id
60a3bf9e-7862-47b6-9053-dbfaa49c8db2
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
5
Cost
$0.0408
Duration
27s
Outcome
success (confidence 0.92)
Judge score
85/100 (confidence 0.90)
Action
20/25
Grounding
25/25
Verification
15/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms test passed; final response directly cites the source file (src/parse_events.js), the exact constant name (ACTIVE_WINDOW_DAYS), the specific number (30 days), and includes direct quotes from tool_results showing grounding in retrieved data.
Judge's reasoning on the score
Response is heavily grounded in specific file paths and exact code excerpts from tool_results (ACTIVE_WINDOW_DAYS = 30, JSDoc quote, activeUserPredicate function); verification is moderate (no re-read after initial retrieval, but task was read-only so re-check was not necessary).

stdout tail

(node:92891) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:92891) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [easy] active-user definition — one read, one fact (27590.55675ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 27697.511166
direct:fireworks t01 · tests/t1-easy.test.js attempt 2/3 $0.0648 · judge 85
What this test does
Verify agent can read files and extract a specific constant definition with correct value.
Session id
0e08a2f5-6177-4ac5-b693-8d57fd3ad7f9
Model / Router
accounts/fireworks/routers/kimi-k3-fast · DIRECT
Verify exit
0
Steps
5
Cost
$0.0648
Duration
17s
Outcome
success (confidence 0.92)
Judge score
85/100 (confidence 0.90)
Action
20/25
Grounding
25/25
Verification
15/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms test passed; final response directly cites the constant name ACTIVE_WINDOW_DAYS=30 from the tool-retrieved source file src/parse_events.js with exact code snippet and JSDoc context.
Judge's reasoning on the score
Response grounds heavily in specific tool_result data (file path, constant name, exact value 30, code snippet, JSDoc quote); verification is moderate—no re-read or cross-check after finding the answer, but the single read was sufficient and the test passed.

stdout tail

(node:93950) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:93950) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [easy] active-user definition — one read, one fact (17235.27475ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 17331.731625
direct:moonshot-intl t01 · tests/t1-easy.test.js attempt 1/3 $0.0364 · judge 85
What this test does
Verify agent can read files and extract a specific constant definition with correct value.
Session id
8397ded7-88b1-473d-b142-d0a85fa8930d
Model / Router
kimi-k3 · DIRECT
Verify exit
0
Steps
5
Cost
$0.0364
Duration
40s
Outcome
success (confidence 0.92)
Judge score
85/100 (confidence 0.90)
Action
20/25
Grounding
25/25
Verification
15/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms test passed; final response directly cites specific values (30 days, ACTIVE_WINDOW_DAYS constant name) and file path (src/parse_events.js) extracted from tool_results, with exact code snippet included.
Judge's reasoning on the score
Response grounds heavily in specific tool_result data (file path, constant name, numeric value, code snippet); verification is moderate—no re-read or cross-check performed, but the single read_file was sufficient for the task and test passed.

stdout tail

(node:94075) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:94075) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [easy] active-user definition — one read, one fact (40485.138958ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 40586.165792
openrouter:fireworks/fast t02 · tests/t2-medium.test.js attempt 3/3 $0.0768 · judge 85
What this test does
Verify agent follows cross-file references to answer pricing questions accurately.
Session id
1fa740ca-01f7-4602-9b9e-2bb971574f4f
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
0
Steps
6
Cost
$0.0768
Duration
1m11s
Outcome
success (confidence 0.95)
Judge score
85/100 (confidence 0.92)
Action
20/25
Grounding
25/25
Verification
15/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms test passed; final answer directly cites exact values ($79 and 10 seats) from the billing-rules.md file retrieved in the trajectory.
Judge's reasoning on the score
Assistant retrieved billing-rules.md and cited specific values ($79, 10 seats) from the table; no re-verification step visible but the test itself validates the answer against the expected numbers.

stdout tail

(node:95064) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:95064) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [medium] Growth tier pricing — follow the reference (71654.216875ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 71751.835167
vercel:fireworks t02 · tests/t2-medium.test.js attempt 2/3 $0.0434 · judge 85
What this test does
Verify agent follows cross-file references to answer pricing questions accurately.
Session id
c8b29c92-b939-4a71-8df8-d2a312fb58a1
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
5
Cost
$0.0434
Duration
32s
Outcome
success (confidence 0.92)
Judge score
85/100 (confidence 0.90)
Action
20/25
Grounding
25/25
Verification
15/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; final response directly cites specific values ($79/month, 10 seats) from the tool_result showing the billing-rules.md table, with explicit file path grounding.
Judge's reasoning on the score
Response cites exact values from tool_results (billing-rules.md table showing $79 and 10 seats); verification score reduced because no re-check or cross-validation occurred (single read sufficed), though the passing test confirms correctness.

stdout tail

(node:95773) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:95773) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [medium] Growth tier pricing — follow the reference (32144.894875ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 32243.377041
vercel:moonshotai t02 · tests/t2-medium.test.js attempt 1/3 $0.0490 · judge 85
What this test does
Verify agent follows cross-file references to answer pricing questions accurately.
Session id
4514590f-0c45-4d53-a5e3-cc8384354540
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
5
Cost
$0.0490
Duration
37s
Outcome
success (confidence 0.92)
Judge score
85/100 (confidence 0.90)
Action
20/25
Grounding
25/25
Verification
15/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; final response cites exact values ($79, 10 seats) directly from the tool_result showing docs/billing-rules.md content, with specific file path references.
Judge's reasoning on the score
Assistant successfully read docs/billing-rules.md and extracted the exact Growth tier pricing ($79/month, 10 seats) with direct citations; verification score reduced slightly because no re-check or cross-validation against other sources was performed, though the passing test confirms correctness.

stdout tail

(node:96006) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:96006) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [medium] Growth tier pricing — follow the reference (36833.132458ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 36940.188167
direct:moonshot-intl t01 · tests/t1-easy.test.js attempt 2/3 $0.0643 · judge 83
What this test does
Verify agent can read files and extract a specific constant definition with correct value.
Session id
69b5302d-400a-4029-9289-ff4a3a0d4c09
Model / Router
kimi-k3 · DIRECT
Verify exit
0
Steps
7
Cost
$0.0643
Duration
1m02s
Outcome
success (confidence 0.92)
Judge score
83/100 (confidence 0.90)
Action
21/25
Grounding
25/25
Verification
12/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms test passed; final response directly cites specific file path (src/parse_events.js:17), exact constant name (ACTIVE_WINDOW_DAYS), and precise value (30) extracted from tool_results; grounding is high due to verbatim quotes from source code.
Judge's reasoning on the score
Assistant successfully located and cited the authoritative source with exact line number and constant name from tool_results; verification score reduced because no re-check or cross-validation test was run after finding the answer, though grep output in step 6 provided some confirmation.

stdout tail

(node:94129) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:94129) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [easy] active-user definition — one read, one fact (62332.341916ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 62437.279917
vercel:nebius t01 · tests/t1-easy.test.js attempt 2/3 $0.0647 · judge 80
What this test does
Verify agent can read files and extract a specific constant definition with correct value.
Session id
3a5d0acf-acdd-4fc2-915d-b099f6c867f9
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
4
Cost
$0.0647
Duration
25s
Outcome
success (confidence 0.92)
Judge score
80/100 (confidence 0.90)
Action
18/25
Grounding
25/25
Verification
12/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms test passed. Final response directly cites the exported constant name (ACTIVE_WINDOW_DAYS), the exact number (30), the source file (src/parse_events.js), and includes verbatim code excerpts from tool_results, demonstrating strong grounding in retrieved data.
Judge's reasoning on the score
Response cites specific file paths, exact constant names, and verbatim code from tool_results (step 3 read_file of parse_events.js); verification is moderate—no re-reads or cross-checks after the initial discovery, but the task was read-only so verification signals are limited.

stdout tail

(node:93734) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:93734) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [easy] active-user definition — one read, one fact (24874.630042ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 24974.634708
openrouter:moonshotai/mxfp4 t02 · tests/t2-medium.test.js attempt 3/3 $0.0343 · judge 80
What this test does
Verify agent follows cross-file references to answer pricing questions accurately.
Session id
1c26453b-ba09-4e39-b397-bc581f4fd487
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
0
Steps
4
Cost
$0.0343
Duration
23s
Outcome
success (confidence 0.92)
Judge score
80/100 (confidence 0.90)
Action
18/25
Grounding
25/25
Verification
12/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed; final response directly cites specific values ($79/month, 10 seats) from the billing-rules.md file retrieved in the trajectory, with explicit file path reference.
Judge's reasoning on the score
Response grounds directly in retrieved file content (docs/billing-rules.md table with exact values); verification is moderate—no re-read or cross-check after initial retrieval, but passing test validates correctness.

stdout tail

(node:94819) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:94819) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [medium] Growth tier pricing — follow the reference (23464.864834ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 23562.556291
openrouter:nebius/fp4 t02 · tests/t2-medium.test.js attempt 1/3 $0.0228 · judge 78
What this test does
Verify agent follows cross-file references to answer pricing questions accurately.
Session id
1ab94569-39b1-478b-a3bc-614ca4275b31
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
0
Steps
3
Cost
$0.0228
Duration
14s
Outcome
success (confidence 0.92)
Judge score
78/100 (confidence 0.90)
Action
16/25
Grounding
25/25
Verification
12/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms the test passed. The assistant correctly extracted the exact monthly price ($79) and seat count (10) for the Growth tier from the billing-rules.md document retrieved in step 2, directly citing the source.
Judge's reasoning on the score
The final response directly cites specific data from the retrieved billing-rules.md file (exact price $79 and 10 seats), demonstrating high grounding; verification is moderate because the assistant did not re-read or cross-check the document after providing the answer, though the straightforward lookup task required minimal verification.

stdout tail

(node:95238) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:95238) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [medium] Growth tier pricing — follow the reference (14250.574459ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 14344.587916
direct:moonshot-intl t01 · tests/t1-easy.test.js attempt 3/3 $0.0404 · judge 75
What this test does
Verify agent can read files and extract a specific constant definition with correct value.
Session id
f0051fd9-cd4c-4b83-bb6b-b2d77ba51018
Model / Router
kimi-k3 · DIRECT
Verify exit
0
Steps
5
Cost
$0.0404
Duration
52s
Outcome
success (confidence 0.92)
Judge score
75/100 (confidence 0.90)
Action
20/25
Grounding
25/25
Verification
5/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms test passed; final response directly cites the source file (src/parse_events.js), the exact constant name (ACTIVE_WINDOW_DAYS), and the specific number (30 days) with supporting code excerpts from tool_results.
Judge's reasoning on the score
Response is heavily grounded in specific file content and exact values from tool_results (constant name, 30-day window, docblock quotes, function signatures); verification is minimal (no re-reads or checks after initial retrieval, but task is read-only so re-verification was not necessary).

stdout tail

(node:94217) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:94217) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [easy] active-user definition — one read, one fact (52503.870083ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 52607.409125
vercel:fireworks t01 · tests/t1-easy.test.js attempt 3/3 $0.0825 · judge 71
What this test does
Verify agent can read files and extract a specific constant definition with correct value.
Session id
d84e54f0-d02c-4d39-af4e-3577dbd392b7
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
8
Cost
$0.0825
Duration
43s
Outcome
success (confidence 0.92)
Judge score
71/100 (confidence 0.90)
Action
21/25
Grounding
25/25
Verification
0/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 0 confirms test passed; final response directly cites the source file (src/parse_events.js), the exported constant name (ACTIVE_WINDOW_DAYS), the exact value (30 days), and includes verbatim quotes from the JSDoc and code.
Judge's reasoning on the score
Assistant successfully read src/parse_events.js (step 4), extracted the exact constant ACTIVE_WINDOW_DAYS = 30 with full JSDoc context, and cited specific file paths and code snippets; no re-verification or self-checks were performed (verification=0), but the passing test and high grounding (direct quotes from tool_results) strongly support success.

stdout tail

(node:92995) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:92995) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [easy] active-user definition — one read, one fact (43447.617125ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 43573.276334
openrouter:moonshotai/mxfp4 t04 · tests/t4-super.test.js attempt 3/3 $0.4080 · judge 71
What this test does
Agent autonomously diagnoses and fixes a buggy SQL query in churn.js via read/run/write/verify loop.
Session id
371b5aec-3f4e-4ff1-ac00-9a2787bf3dc3
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
0
Steps
12
Cost
$0.4080
Duration
2m48s
Outcome
success (confidence 0.92)
Judge score
71/100 (confidence 0.75)
Action
22/25
Grounding
22/25
Verification
5/25
Efficiency
22/25
Judge's reasoning on the outcome
Verification exit code is 0 (passing test), but git_diff_summary shows zero files changed despite the task explicitly requiring a source file fix; the final response claims a fix was made but no actual file modification occurred in the worktree.
Judge's reasoning on the score
The assistant read the source files and documentation thoroughly (high grounding: cited parse_events.js, Q3 boundaries, user IDs 1-7 and 16-19 from seed.sql), but the trajectory shows no write_file tool call and git_diff is empty, indicating the claimed fix was never actually written to disk despite the passing test.

stdout tail

(node:1906) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:1906) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [super] fix src/churn.js — full read/run/diagnose/write/verify loop (168668.139541ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 168781.661208
vercel:baseten t04 · tests/t4-super.test.js attempt 2/3 $0.2062 · judge 69
What this test does
Agent autonomously diagnoses and fixes a buggy SQL query in churn.js via read/run/write/verify loop.
Session id
947a52b6-79af-4077-9506-bea31fe8274e
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
10
Cost
$0.2062
Duration
1m43s
Outcome
success (confidence 0.92)
Judge score
69/100 (confidence 0.88)
Action
22/25
Grounding
22/25
Verification
5/25
Efficiency
20/25
Judge's reasoning on the outcome
Verification exit code is 0 (passing test), but git_diff_summary shows zero files changed despite the task explicitly requiring a source file fix. The assistant's final response claims to have fixed src/churn.js but produced no actual code changes.
Judge's reasoning on the score
The assistant correctly identified the bug from the code comments and parse_events.js definition (high grounding: specific file paths, exact user IDs 16-19, precise date windows from tool_results), but never actually invoked write_file to modify src/churn.js, and the git_diff shows zero changes despite claiming to have fixed the file.

stdout tail

(node:2836) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:2836) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [super] fix src/churn.js — full read/run/diagnose/write/verify loop (103654.678ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 103746.129416
vercel:baseten t03 · tests/t3-difficult.test.js attempt 2/3 $0.1017 · judge 47 ⚠
What this test does
Verify agent discovers hidden table and computes Q3 churn metrics via multi-tool investigation.
Session id
4c1954c4-7143-47b4-890a-42625bd72ba8
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
0
Steps
9
Cost
$0.1017
Duration
1m37s
Outcome
success (confidence 0.85)
Judge score
47/100 (confidence 0.50)
Action
22/25
Grounding
0/25
Verification
0/25
Efficiency
25/25
Judge's reasoning on the outcome
(no reasoning provided)
Judge's reasoning on the score
(no trajectory reasoning provided)

stdout tail

(node:98357) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:98357) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✔ [difficult] Q3 churn count + primary reason — multi-tool investigation (97731.146541ms) ℹ tests 1 ℹ suites 0 ℹ pass 1 ℹ fail 0 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 97856.458959
direct:nebius t03 · tests/t3-difficult.test.js attempt 1/3 $0.003926 · judge 89
What this test does
Verify agent discovers hidden table and computes Q3 churn metrics via multi-tool investigation.
Session id
c8196a5f-8d25-4ef5-bb6e-d63749a78adb
Model / Router
moonshotai/Kimi-K3 · DIRECT
Verify exit
null (timeout)
Steps
7
Cost
$0.003926
Duration
6m00s
Outcome
success (confidence 0.85)
Judge score
89/100 (confidence 0.90)
Action
21/25
Grounding
25/25
Verification
18/25
Efficiency
25/25
Judge's reasoning on the outcome
The assistant correctly identified 7 churned users and pricing as the primary reason by reading docs, discovering the undocumented exit_survey table via sqlite_master, writing a corrected query that filters for previously-active users, and citing specific user IDs and survey response counts from the tool results.
Judge's reasoning on the score
The final response directly cites specific data from tool results (user IDs 1-7, signup dates, exit_survey reason counts with 4 pricing responses), demonstrates understanding of the schema discovery process, and acknowledges the bug in churn.js; however, no explicit re-query or cross-check of the corrected result was performed to fully verify the answer.

stdout tail

(node:636) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:636) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead.
direct:nebius t03 · tests/t3-difficult.test.js attempt 2/3 $0 · judge 88
What this test does
Verify agent discovers hidden table and computes Q3 churn metrics via multi-tool investigation.
Session id
5069d63f-72bb-4be1-a8e7-4388bb1d211f
Model / Router
moonshotai/Kimi-K3 · DIRECT
Verify exit
null (timeout)
Steps
8
Cost
$0
Duration
6m00s
Outcome
success (confidence 0.85)
Judge score
88/100 (confidence 0.90)
Action
18/25
Grounding
25/25
Verification
20/25
Efficiency
25/25
Judge's reasoning on the outcome
The assistant correctly identified 7 churned users and 'pricing' as the primary reason by reading docs, discovering the undocumented exit_survey table via sqlite_master, and cross-checking against raw event data. The seed.sql file explicitly confirms these ground-truth values (7 churned, 'pricing' with 4 responses), and the assistant's reasoning aligns with the documented definitions.
Judge's reasoning on the score
The assistant grounded its answer in specific data: exact user IDs (1–7), table names from sqlite_master queries (exit_survey), specific date ranges from docs (2026-07-01 to 2026-09-30), and the seed.sql ground-truth comment. It verified by cross-checking the buggy churn.js output (11) against raw event queries and correctly identified the 4 false positives. No file edits were made (git_diff=0), but the task required only analysis, not code changes.

stdout tail

(node:887) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:887) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead.
openrouter:fireworks/fast t04 · tests/t4-super.test.js attempt 1/3 $0.1394 · judge 69
What this test does
Agent autonomously diagnoses and fixes a buggy SQL query in churn.js via read/run/write/verify loop.
Session id
5302e087-552a-437f-b955-06c959f62f84
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
1
Steps
8
Cost
$0.1394
Duration
52s
Outcome
failure (confidence 0.92)
Judge score
69/100 (confidence 0.90)
Action
21/25
Grounding
18/25
Verification
5/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 1 indicates test failure; git_diff_summary shows zero file changes despite task requiring a source file fix; trajectory hit token length limit at step 8 with empty final response, preventing completion of the read-diagnose-fix-verify loop.
Judge's reasoning on the score
Assistant correctly identified the bug location and root cause from comments in churn.js (missing 'previously active' filter) and read parse_events.js to understand the authoritative ACTIVE_WINDOW_DAYS=30 definition, but never executed the fix (write_file), never ran the script to verify, and hit token length limit before completing the task.

stdout tail

(node:2089) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:2089) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✖ [super] fix src/churn.js — full read/run/diagnose/write/verify loop (52662.248625ms) ℹ tests 1 ℹ suites 0 ℹ pass 0 ℹ fail 1 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 52765.58925 ✖ failing tests: test at tests/t4-super.test.js:37:1 ✖ [super] fix src/churn.js — full read/run/diagnose/write/verify loop (52662.248625ms) AssertionError [ERR_ASSERTION]: must call write_file to persist a fix at TestContext.<anonymous> (file:///Users/rupulsafaya/Documents/GitHub/canaryone-demo/.c1/worktrees/e860167a-2cfb-4415-a19c-86b476b2a1d6/5302e087-552a-437f-b955-06c959f62f84/tests/t4-super.test.js:53:10) at process.processTicksAndRejections (node:internal/process/task_queues:104:5) at async Test.run (node:internal/test_runner/test:1102:7) at async startSubtestAfterBootstrap (node:internal/test_runner/harness:358:3) { generatedMessage: false, code: 'ERR_ASSERTION', actual: false, expected: true, operator: '==', diff: 'simple' }
openrouter:fireworks/fast t04 · tests/t4-super.test.js attempt 2/3 $0.2121 · judge 69
What this test does
Agent autonomously diagnoses and fixes a buggy SQL query in churn.js via read/run/write/verify loop.
Session id
ff22c858-77ce-4638-a2dc-67f0a825ba77
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
1
Steps
8
Cost
$0.2121
Duration
1m10s
Outcome
failure (confidence 0.92)
Judge score
69/100 (confidence 0.88)
Action
21/25
Grounding
18/25
Verification
5/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 1 indicates test failure; git_diff shows zero file changes despite task requiring source file modification; trajectory hit token limit mid-response before completing the fix-and-verify loop.
Judge's reasoning on the score
Assistant correctly identified the bug from parse_events.js (30-day active window definition) and ran the script (output: 11), but trajectory was cut off by token limit before writing the fix to churn.js or verifying the corrected output; no file modifications were persisted.

stdout tail

(node:2178) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:2178) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✖ [super] fix src/churn.js — full read/run/diagnose/write/verify loop (70287.957833ms) ℹ tests 1 ℹ suites 0 ℹ pass 0 ℹ fail 1 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 70390.952625 ✖ failing tests: test at tests/t4-super.test.js:37:1 ✖ [super] fix src/churn.js — full read/run/diagnose/write/verify loop (70287.957833ms) AssertionError [ERR_ASSERTION]: must call write_file to persist a fix at TestContext.<anonymous> (file:///Users/rupulsafaya/Documents/GitHub/canaryone-demo/.c1/worktrees/e860167a-2cfb-4415-a19c-86b476b2a1d6/ff22c858-77ce-4638-a2dc-67f0a825ba77/tests/t4-super.test.js:53:10) at process.processTicksAndRejections (node:internal/process/task_queues:104:5) at async Test.run (node:internal/test_runner/test:1102:7) at async startSubtestAfterBootstrap (node:internal/test_runner/harness:358:3) { generatedMessage: false, code: 'ERR_ASSERTION', actual: false, expected: true, operator: '==', diff: 'simple' }
openrouter:nebius/fp4 t04 · tests/t4-super.test.js attempt 2/3 $0.2491 · judge 69
What this test does
Agent autonomously diagnoses and fixes a buggy SQL query in churn.js via read/run/write/verify loop.
Session id
a06d80ad-de41-4dcf-914b-f66a72715aa8
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
1
Steps
10
Cost
$0.2491
Duration
1m27s
Outcome
failure (confidence 0.92)
Judge score
69/100 (confidence 0.88)
Action
22/25
Grounding
22/25
Verification
0/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 1 indicates test failure; git_diff_summary shows zero file changes despite task requiring a source file fix; trajectory hit token limit at step 10 before completing the fix-and-verify loop.
Judge's reasoning on the score
Assistant correctly identified the bug from comments in churn.js (missing 'previously active' filter, should check June 2026 events) and ran the buggy script (output: 11), but never executed the write_file to fix src/churn.js or re-ran to verify; trajectory terminated mid-task at token limit with empty final response.

stdout tail

(node:2514) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:2514) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✖ [super] fix src/churn.js — full read/run/diagnose/write/verify loop (87069.185917ms) ℹ tests 1 ℹ suites 0 ℹ pass 0 ℹ fail 1 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 87173.116 ✖ failing tests: test at tests/t4-super.test.js:37:1 ✖ [super] fix src/churn.js — full read/run/diagnose/write/verify loop (87069.185917ms) AssertionError [ERR_ASSERTION]: must call write_file to persist a fix at TestContext.<anonymous> (file:///Users/rupulsafaya/Documents/GitHub/canaryone-demo/.c1/worktrees/e860167a-2cfb-4415-a19c-86b476b2a1d6/a06d80ad-de41-4dcf-914b-f66a72715aa8/tests/t4-super.test.js:53:10) at process.processTicksAndRejections (node:internal/process/task_queues:104:5) at async Test.run (node:internal/test_runner/test:1102:7) at async startSubtestAfterBootstrap (node:internal/test_runner/harness:358:3) { generatedMessage: false, code: 'ERR_ASSERTION', actual: false, expected: true, operator: '==', diff: 'simple' }
openrouter:nebius/fp4 t04 · tests/t4-super.test.js attempt 3/3 $0.2110 · judge 67
What this test does
Agent autonomously diagnoses and fixes a buggy SQL query in churn.js via read/run/write/verify loop.
Session id
7d553a3b-4c2b-440c-ad34-d21696a64d60
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
1
Steps
10
Cost
$0.2110
Duration
1m20s
Outcome
failure (confidence 0.92)
Judge score
67/100 (confidence 0.90)
Action
22/25
Grounding
20/25
Verification
0/25
Efficiency
25/25
Judge's reasoning on the outcome
The assistant hit the token length limit mid-response while writing the fix, never completed the write_file call, made zero edits to src/churn.js (git_diff_summary shows 0 files changed), and the verification test failed (exit code 1), indicating the buggy script was never corrected.
Judge's reasoning on the score
The assistant correctly identified the bug (missing pre-Q3 activity filter), verified the buggy count (11) and correct count (7) via SQL queries with specific row-level analysis, but failed to execute the fix due to token exhaustion before completing the write operation, leaving no file modifications and a failing test.

stdout tail

(node:2568) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:2568) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✖ [super] fix src/churn.js — full read/run/diagnose/write/verify loop (80339.3125ms) ℹ tests 1 ℹ suites 0 ℹ pass 0 ℹ fail 1 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 80440.554584 ✖ failing tests: test at tests/t4-super.test.js:37:1 ✖ [super] fix src/churn.js — full read/run/diagnose/write/verify loop (80339.3125ms) AssertionError [ERR_ASSERTION]: must call write_file to persist a fix at TestContext.<anonymous> (file:///Users/rupulsafaya/Documents/GitHub/canaryone-demo/.c1/worktrees/e860167a-2cfb-4415-a19c-86b476b2a1d6/7d553a3b-4c2b-440c-ad34-d21696a64d60/tests/t4-super.test.js:53:10) at process.processTicksAndRejections (node:internal/process/task_queues:104:5) at async Test.run (node:internal/test_runner/test:1102:7) at async startSubtestAfterBootstrap (node:internal/test_runner/harness:358:3) { generatedMessage: false, code: 'ERR_ASSERTION', actual: false, expected: true, operator: '==', diff: 'simple' }
openrouter:fireworks/fast t04 · tests/t4-super.test.js attempt 3/3 $0.1478 · judge 65
What this test does
Agent autonomously diagnoses and fixes a buggy SQL query in churn.js via read/run/write/verify loop.
Session id
f9e2c483-2bbd-4e02-9b7e-1a5cf8cf390f
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
1
Steps
6
Cost
$0.1478
Duration
45s
Outcome
failure (confidence 0.92)
Judge score
65/100 (confidence 0.90)
Action
20/25
Grounding
20/25
Verification
0/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 1 indicates the test failed; git_diff_summary shows zero file changes despite the task requiring a direct fix to src/churn.js, confirming the assistant never actually wrote the corrected file.
Judge's reasoning on the score
The assistant correctly identified the bug (11 vs 7) and the fix logic from docs and code, but hit token limit at step 6 before executing the write_file action, leaving the source file unmodified.

stdout tail

(node:2320) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:2320) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✖ [super] fix src/churn.js — full read/run/diagnose/write/verify loop (45383.951833ms) ℹ tests 1 ℹ suites 0 ℹ pass 0 ℹ fail 1 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 45488.033916 ✖ failing tests: test at tests/t4-super.test.js:37:1 ✖ [super] fix src/churn.js — full read/run/diagnose/write/verify loop (45383.951833ms) AssertionError [ERR_ASSERTION]: must call write_file to persist a fix at TestContext.<anonymous> (file:///Users/rupulsafaya/Documents/GitHub/canaryone-demo/.c1/worktrees/e860167a-2cfb-4415-a19c-86b476b2a1d6/f9e2c483-2bbd-4e02-9b7e-1a5cf8cf390f/tests/t4-super.test.js:53:10) at process.processTicksAndRejections (node:internal/process/task_queues:104:5) at async Test.run (node:internal/test_runner/test:1102:7) at async startSubtestAfterBootstrap (node:internal/test_runner/harness:358:3) { generatedMessage: false, code: 'ERR_ASSERTION', actual: false, expected: true, operator: '==', diff: 'simple' }
openrouter:nebius/fp4 t03 · tests/t3-difficult.test.js attempt 1/3 $0.0724 · judge 63
What this test does
Verify agent discovers hidden table and computes Q3 churn metrics via multi-tool investigation.
Session id
ee2cb854-0868-41a1-ac7e-cc66d4ca3c0a
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
1
Steps
5
Cost
$0.0724
Duration
40s
Outcome
failure (confidence 0.92)
Judge score
63/100 (confidence 0.88)
Action
20/25
Grounding
18/25
Verification
0/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 1 indicates test failure; assistant's final response was truncated mid-sentence ('Primary self-') due to token length limit, leaving the answer incomplete and unverifiable.
Judge's reasoning on the score
Assistant correctly identified schema and churn definition from docs (grounding: cited parse_events.js, churn.js, exit_survey table structure) but hit token limit before completing the answer; no verification queries were run to confirm the count or reason.

stdout tail

(node:97976) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:97976) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✖ [difficult] Q3 churn count + primary reason — multi-tool investigation (40378.192917ms) ℹ tests 1 ℹ suites 0 ℹ pass 0 ℹ fail 1 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 40471.805583 ✖ failing tests: test at tests/t3-difficult.test.js:20:1 ✖ [difficult] Q3 churn count + primary reason — multi-tool investigation (40378.192917ms) AssertionError [ERR_ASSERTION]: answer must include the count 7. Got: I've identified that churned users are those active immediately before Q3 (June 2026 events) with zero events during Q3. Now I'll verify this definition against the database. at TestContext.<anonymous> (file:///Users/rupulsafaya/Documents/GitHub/canaryone-demo/.c1/worktrees/e860167a-2cfb-4415-a19c-86b476b2a1d6/ee2cb854-0868-41a1-ac7e-cc66d4ca3c0a/tests/t3-difficult.test.js:47:10) at process.processTicksAndRejections (node:internal/process/task_queues:104:5) at async Test.run (node:internal/test_runner/test:1102:7) at async startSubtestAfterBootstrap (node:internal/test_runner/harness:358:3) { generatedMessage: false, code: 'ERR_ASSERTION', actual: false, expected: true, operator: '==', diff: 'simple' }
openrouter:nebius/fp4 t04 · tests/t4-super.test.js attempt 1/3 $0.1578 · judge 56
What this test does
Agent autonomously diagnoses and fixes a buggy SQL query in churn.js via read/run/write/verify loop.
Session id
7c30bb2a-1c13-4f82-9747-2a2eb25779d5
Model / Router
moonshotai/kimi-k3 · OPENROUTER
Verify exit
1
Steps
7
Cost
$0.1578
Duration
1m05s
Outcome
failure (confidence 0.92)
Judge score
56/100 (confidence 0.88)
Action
21/25
Grounding
8/25
Verification
2/25
Efficiency
25/25
Judge's reasoning on the outcome
The verification_exit_code is 1 (test failed), git_diff_summary shows zero file changes despite the task requiring a source file fix, and the trajectory was cut off mid-response (last_step_finish_reason='length'), indicating the agent never completed the read-diagnose-fix-verify loop.
Judge's reasoning on the score
The trajectory shows the agent read churn.js and parse_events.js (grounding from specific file content), but hit token limit before completing any fix; no write_file or verification run_shell calls appear, and zero git diff confirms no changes were persisted.

stdout tail

(node:2388) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:2388) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✖ [super] fix src/churn.js — full read/run/diagnose/write/verify loop (65583.871625ms) ℹ tests 1 ℹ suites 0 ℹ pass 0 ℹ fail 1 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 65686.751625 ✖ failing tests: test at tests/t4-super.test.js:37:1 ✖ [super] fix src/churn.js — full read/run/diagnose/write/verify loop (65583.871625ms) AssertionError [ERR_ASSERTION]: must call write_file to persist a fix at TestContext.<anonymous> (file:///Users/rupulsafaya/Documents/GitHub/canaryone-demo/.c1/worktrees/e860167a-2cfb-4415-a19c-86b476b2a1d6/7c30bb2a-1c13-4f82-9747-2a2eb25779d5/tests/t4-super.test.js:53:10) at process.processTicksAndRejections (node:internal/process/task_queues:104:5) at async Test.run (node:internal/test_runner/test:1102:7) at async startSubtestAfterBootstrap (node:internal/test_runner/harness:358:3) { generatedMessage: false, code: 'ERR_ASSERTION', actual: false, expected: true, operator: '==', diff: 'simple' }
direct:nebius t03 · tests/t3-difficult.test.js attempt 3/3 $0.0788 · judge 53
What this test does
Verify agent discovers hidden table and computes Q3 churn metrics via multi-tool investigation.
Session id
0f12ddf6-6b4c-49ba-aaf5-200b8355af2e
Model / Router
moonshotai/Kimi-K3 · DIRECT
Verify exit
1
Steps
5
Cost
$0.0788
Duration
1m22s
Outcome
failure (confidence 0.92)
Judge score
53/100 (confidence 0.90)
Action
20/25
Grounding
8/25
Verification
0/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 1 indicates test failure; trajectory shows assistant hit token limit mid-query without completing the analysis or providing the required count and reason.
Judge's reasoning on the score
Assistant read docs and schema correctly (grounding: specific file paths like docs/schema.md, parse_events.js, churn.js cited), but final step shows incomplete SQL query cut off by length limit; no verification checks performed and no final answer delivered.

stdout tail

(node:1627) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:1627) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✖ [difficult] Q3 churn count + primary reason — multi-tool investigation (82733.089791ms) ℹ tests 1 ℹ suites 0 ℹ pass 0 ℹ fail 1 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 82852.822208 ✖ failing tests: test at tests/t3-difficult.test.js:20:1 ✖ [difficult] Q3 churn count + primary reason — multi-tool investigation (82733.089791ms) AssertionError [ERR_ASSERTION]: answer must include the count 7. Got: <|open|>tools<|sep|><|open|>call tool="sqlite_query" index="1"<|sep|><|open|>argument key="db" type="string"<|sep|>data/analytics.db<|close|>argument<|sep|><|open|>argument key="sql" type="string"<|sep|>SELECT COUNT(*) AS churned FROM at TestContext.<anonymous> (file:///Users/rupulsafaya/Documents/GitHub/canaryone-demo/.c1/worktrees/e860167a-2cfb-4415-a19c-86b476b2a1d6/0f12ddf6-6b4c-49ba-aaf5-200b8355af2e/tests/t3-difficult.test.js:47:10) at process.processTicksAndRejections (node:internal/process/task_queues:104:5) at async Test.run (node:internal/test_runner/test:1102:7) at async startSubtestAfterBootstrap (node:internal/test_runner/harness:358:3) { generatedMessage: false, code: 'ERR_ASSERTION', actual: false, expected: true, operator: '==', diff: 'simple' }
direct:fireworks t01 · tests/t1-easy.test.js attempt 3/3 $0 · judge 50
What this test does
Verify agent can read files and extract a specific constant definition with correct value.
Session id
433b7ff5-63ed-4392-89d0-151739f0516d
Model / Router
accounts/fireworks/routers/kimi-k3-fast · DIRECT
Verify exit
1
Steps
1
Cost
$0
Duration
0s
Outcome
failure (confidence 0.92)
Judge score
50/100 (confidence 0.92)
Action
25/25
Grounding
0/25
Verification
0/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code 1 indicates the test failed; no assistant output was captured, and no files were modified despite a clear request to read source code and cite specific definitions.
Judge's reasoning on the score
No assistant output or tool invocations were recorded; the task required reading source code and citing specific constants/numbers, but the assistant produced nothing and the verification test failed.

stdout tail

(node:94022) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:94022) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✖ [easy] active-user definition — one read, one fact (61.039292ms) ℹ tests 1 ℹ suites 0 ℹ pass 0 ℹ fail 1 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 150.810542 ✖ failing tests: test at tests/t1-easy.test.js:8:1 ✖ [easy] active-user definition — one read, one fact (61.039292ms) Error: 412 Account rsafaya-85e270 is suspended, possibly due to reaching the monthly spending limit or failure to pay past invoices. Please go to https://fireworks.ai/account/billing for more information. at APIError.generate (file:///Users/rupulsafaya/Documents/GitHub/canaryone-demo/.c1/deps-cache/1432fe0222908641/node_modules/.pnpm/openai@4.104.0/node_modules/openai/error.mjs:64:16) at OpenAI.makeStatusError (file:///Users/rupulsafaya/Documents/GitHub/canaryone-demo/.c1/deps-cache/1432fe0222908641/node_modules/.pnpm/openai@4.104.0/node_modules/openai/core.mjs:295:25) at OpenAI.makeRequest (file:///Users/rupulsafaya/Documents/GitHub/canaryone-demo/.c1/deps-cache/1432fe0222908641/node_modules/.pnpm/openai@4.104.0/node_modules/openai/core.mjs:339:30) at process.processTicksAndRejections (node:internal/process/task_queues:104:5) at async ask (file:///Users/rupulsafaya/Documents/GitHub/canaryone-demo/.c1/worktrees/e860167a-2cfb-4415-a19c-86b476b2a1d6/433b7ff5-63ed-4392-89d0-151739f0516d/src/agent.js:278:17) at async TestContext.<anonymous> (file:///Users/rupulsafaya/Documents/GitHub/canaryone-demo/.c1/worktrees/e860167a-2cfb-4415-a19c-86b476b2a1d6/433b7ff5-63ed-4392-89d0-151739f0516d/tests/t1-easy.test.js:9:45) at async Test.run (node:internal/test_runner/test:1102:7) at async startSubtestAfterBootstrap (node:internal/test_runner/harness:358:3)
vercel:nebius t03 · tests/t3-difficult.test.js attempt 3/3 $0 · judge 47 ⚠
What this test does
Verify agent discovers hidden table and computes Q3 churn metrics via multi-tool investigation.
Session id
7d66055a-5541-4ec2-a3dc-54d569048721
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
null (timeout)
Steps
7
Cost
$0
Duration
6m00s
Outcome
failure (confidence 0.85)
Judge score
47/100 (confidence 0.88)
Action
17/25
Grounding
0/25
Verification
5/25
Efficiency
25/25
Judge's reasoning on the outcome
The assistant hit the token length limit (last_step_finish_reason='length') before providing any final answer, leaving the response empty. The trajectory shows extensive document reading and schema exploration but no actual data queries to answer the specific question about Q3 2026 churn count and primary reason.
Judge's reasoning on the score
The assistant read relevant documentation (README, schema, churn.js, parse_events.js) and discovered the exit_survey table schema, but ran out of tokens before executing queries to retrieve the actual churn count or exit reasons; no verification checks or data retrieval occurred.

stdout tail

(node:99225) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:99225) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead.
direct:fireworks t01 · tests/t1-easy.test.js attempt 1/3 $0.006557 · judge 37 ⚠
What this test does
Verify agent can read files and extract a specific constant definition with correct value.
Session id
7b14bf8e-535f-4470-8dac-9e9dee18bf21
Model / Router
accounts/fireworks/routers/kimi-k3-fast · DIRECT
Verify exit
1
Steps
2
Cost
$0.006557
Duration
2s
Outcome
failure (confidence 0.92)
Judge score
37/100 (confidence 0.92)
Action
12/25
Grounding
0/25
Verification
0/25
Efficiency
25/25
Judge's reasoning on the outcome
Verification exit code is 1 (failure), final response is empty, no tool invocations were made to search the codebase for the 'active user' definition, and git_diff shows zero changes despite the task requiring source code inspection and citation.
Judge's reasoning on the score
The assistant received a directory listing in step 1 but produced no final response and made no subsequent tool calls to read source files (agent.js, churn.js, etc.) where the 'active user' constant definition would be located; verification exit code 1 confirms task failure.

stdout tail

(node:93894) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:93894) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead. ✖ [easy] active-user definition — one read, one fact (2289.997208ms) ℹ tests 1 ℹ suites 0 ℹ pass 0 ℹ fail 1 ℹ cancelled 0 ℹ skipped 0 ℹ todo 0 ℹ duration_ms 2409.41575 ✖ failing tests: test at tests/t1-easy.test.js:8:1 ✖ [easy] active-user definition — one read, one fact (2289.997208ms) Error: 412 Account rsafaya-85e270 is suspended, possibly due to reaching the monthly spending limit or failure to pay past invoices. Please go to https://fireworks.ai/account/billing for more information. at APIError.generate (file:///Users/rupulsafaya/Documents/GitHub/canaryone-demo/.c1/deps-cache/1432fe0222908641/node_modules/.pnpm/openai@4.104.0/node_modules/openai/error.mjs:64:16) at OpenAI.makeStatusError (file:///Users/rupulsafaya/Documents/GitHub/canaryone-demo/.c1/deps-cache/1432fe0222908641/node_modules/.pnpm/openai@4.104.0/node_modules/openai/core.mjs:295:25) at OpenAI.makeRequest (file:///Users/rupulsafaya/Documents/GitHub/canaryone-demo/.c1/deps-cache/1432fe0222908641/node_modules/.pnpm/openai@4.104.0/node_modules/openai/core.mjs:339:30) at process.processTicksAndRejections (node:internal/process/task_queues:104:5) at async ask (file:///Users/rupulsafaya/Documents/GitHub/canaryone-demo/.c1/worktrees/e860167a-2cfb-4415-a19c-86b476b2a1d6/7b14bf8e-535f-4470-8dac-9e9dee18bf21/src/agent.js:278:17) at async TestContext.<anonymous> (file:///Users/rupulsafaya/Documents/GitHub/canaryone-demo/.c1/worktrees/e860167a-2cfb-4415-a19c-86b476b2a1d6/7b14bf8e-535f-4470-8dac-9e9dee18bf21/tests/t1-easy.test.js:9:45) at async Test.run (node:internal/test_runner/test:1102:7) at async startSubtestAfterBootstrap (node:internal/test_runner/harness:358:3)
vercel:nebius t03 · tests/t3-difficult.test.js attempt 1/3 $0 · judge 25 ⚠
What this test does
Verify agent discovers hidden table and computes Q3 churn metrics via multi-tool investigation.
Session id
775f4272-ac8c-4235-a0ad-2faba440bf66
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
null (timeout)
Steps
3
Cost
$0
Duration
6m00s
Outcome
failure (confidence 0.85)
Judge score
25/100 (confidence 0.92)
Action
0/25
Grounding
0/25
Verification
0/25
Efficiency
25/25
Judge's reasoning on the outcome
No assistant output was captured, no tool calls were made, and no files were modified. The task required reading documentation and querying an analytics database to answer a specific factual question about Q3 2026 user churn, but the assistant produced no response or attempt.
Judge's reasoning on the score
Zero trajectory evidence: no assistant output, no tool invocations (action score 0/25), no file modifications (git_diff 0), and no verification signals. The task explicitly required database queries and documentation review, neither of which occurred.

stdout tail

(node:99106) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:99106) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead.
vercel:nebius t03 · tests/t3-difficult.test.js attempt 2/3 $0 · judge 25 ⚠
What this test does
Verify agent discovers hidden table and computes Q3 churn metrics via multi-tool investigation.
Session id
130aa01d-b18d-42fc-9860-f23998608cc3
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
null (timeout)
Steps
3
Cost
$0
Duration
6m00s
Outcome
failure (confidence 0.85)
Judge score
25/100 (confidence 0.92)
Action
0/25
Grounding
0/25
Verification
0/25
Efficiency
25/25
Judge's reasoning on the outcome
No assistant output was captured, no tool calls were made, and no files were modified. The task required reading documentation and querying an analytics database to answer a specific factual question about Q3 2026 user churn, but the assistant produced no response or attempt.
Judge's reasoning on the score
Zero trajectory evidence: no assistant output, no tool invocations (action score 0/25), no file modifications (git_diff 0), and no verification signals. The task explicitly required database queries and documentation review, neither of which occurred.

stdout tail

(node:99160) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Use `node --trace-warnings ...` to show where the warning was created) (node:99160) [DEP0040] DeprecationWarning: The `punycode` module is deprecated. Please use a userland alternative instead.
? direct:fireworks t04 · tests/t4-super.test.js attempt 1/3 $0
What this test does
Agent autonomously diagnoses and fixes a buggy SQL query in churn.js via read/run/write/verify loop.
Session id
ca4b0e16-07cb-44cb-a9f0-483125b46308
Model / Router
accounts/fireworks/routers/kimi-k3-fast · DIRECT
Verify exit
null
Steps
0
Cost
$0
Duration
Outcome
Judge score
no judge tags
? direct:fireworks t04 · tests/t4-super.test.js attempt 2/3 $0
What this test does
Agent autonomously diagnoses and fixes a buggy SQL query in churn.js via read/run/write/verify loop.
Session id
c7916178-5a10-4e90-a056-cf4a36b0c880
Model / Router
accounts/fireworks/routers/kimi-k3-fast · DIRECT
Verify exit
null
Steps
0
Cost
$0
Duration
Outcome
Judge score
no judge tags
? direct:fireworks t04 · tests/t4-super.test.js attempt 3/3 $0
What this test does
Agent autonomously diagnoses and fixes a buggy SQL query in churn.js via read/run/write/verify loop.
Session id
81595e55-0433-475a-8dfc-e32f71eddc4b
Model / Router
accounts/fireworks/routers/kimi-k3-fast · DIRECT
Verify exit
null
Steps
0
Cost
$0
Duration
Outcome
Judge score
no judge tags
? direct:moonshot-intl t04 · tests/t4-super.test.js attempt 1/3 $0
What this test does
Agent autonomously diagnoses and fixes a buggy SQL query in churn.js via read/run/write/verify loop.
Session id
fd6737e5-234e-40b1-820e-71a2a487286a
Model / Router
kimi-k3 · DIRECT
Verify exit
null
Steps
0
Cost
$0
Duration
Outcome
Judge score
no judge tags
? direct:moonshot-intl t04 · tests/t4-super.test.js attempt 2/3 $0
What this test does
Agent autonomously diagnoses and fixes a buggy SQL query in churn.js via read/run/write/verify loop.
Session id
9f1e324b-bacd-463d-813d-ff661ded6621
Model / Router
kimi-k3 · DIRECT
Verify exit
null
Steps
0
Cost
$0
Duration
Outcome
Judge score
no judge tags
? direct:moonshot-intl t04 · tests/t4-super.test.js attempt 3/3 $0
What this test does
Agent autonomously diagnoses and fixes a buggy SQL query in churn.js via read/run/write/verify loop.
Session id
f2195f10-5c05-42d4-bf6f-91129d268383
Model / Router
kimi-k3 · DIRECT
Verify exit
null
Steps
0
Cost
$0
Duration
Outcome
Judge score
no judge tags
? direct:nebius t04 · tests/t4-super.test.js attempt 1/3 $0
What this test does
Agent autonomously diagnoses and fixes a buggy SQL query in churn.js via read/run/write/verify loop.
Session id
0de5baaf-afd6-4948-a0b6-a146cb7fbe96
Model / Router
moonshotai/Kimi-K3 · DIRECT
Verify exit
null
Steps
0
Cost
$0
Duration
Outcome
Judge score
no judge tags
? direct:nebius t04 · tests/t4-super.test.js attempt 2/3 $0
What this test does
Agent autonomously diagnoses and fixes a buggy SQL query in churn.js via read/run/write/verify loop.
Session id
a34bbad3-b99a-4bc5-83d6-60605c03b20e
Model / Router
moonshotai/Kimi-K3 · DIRECT
Verify exit
null
Steps
0
Cost
$0
Duration
Outcome
Judge score
no judge tags
? direct:nebius t04 · tests/t4-super.test.js attempt 3/3 $0
What this test does
Agent autonomously diagnoses and fixes a buggy SQL query in churn.js via read/run/write/verify loop.
Session id
2640ee5e-8c52-41c8-ba1d-ea451dd31cb9
Model / Router
moonshotai/Kimi-K3 · DIRECT
Verify exit
null
Steps
0
Cost
$0
Duration
Outcome
Judge score
no judge tags
? vercel:baseten t04 · tests/t4-super.test.js attempt 3/3 $0
What this test does
Agent autonomously diagnoses and fixes a buggy SQL query in churn.js via read/run/write/verify loop.
Session id
4d72a041-617f-43c6-a244-d41cff400911
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
null
Steps
0
Cost
$0
Duration
Outcome
Judge score
no judge tags
? vercel:fireworks t04 · tests/t4-super.test.js attempt 1/3 $0
What this test does
Agent autonomously diagnoses and fixes a buggy SQL query in churn.js via read/run/write/verify loop.
Session id
7f54f4a7-b5e2-412b-b59f-a3eaacf95128
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
null
Steps
0
Cost
$0
Duration
Outcome
Judge score
no judge tags
? vercel:fireworks t04 · tests/t4-super.test.js attempt 2/3 $0
What this test does
Agent autonomously diagnoses and fixes a buggy SQL query in churn.js via read/run/write/verify loop.
Session id
c9e13a47-3e17-4dbf-96b1-44809a218c8f
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
null
Steps
0
Cost
$0
Duration
Outcome
Judge score
no judge tags
? vercel:fireworks t04 · tests/t4-super.test.js attempt 3/3 $0
What this test does
Agent autonomously diagnoses and fixes a buggy SQL query in churn.js via read/run/write/verify loop.
Session id
66e5939f-9288-4882-af0b-10e2e826eacd
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
null
Steps
0
Cost
$0
Duration
Outcome
Judge score
no judge tags
? vercel:moonshotai t04 · tests/t4-super.test.js attempt 1/3 $0
What this test does
Agent autonomously diagnoses and fixes a buggy SQL query in churn.js via read/run/write/verify loop.
Session id
64e9d35e-3a00-4619-b6d3-4056efa47828
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
null
Steps
0
Cost
$0
Duration
Outcome
Judge score
no judge tags
? vercel:moonshotai t04 · tests/t4-super.test.js attempt 2/3 $0
What this test does
Agent autonomously diagnoses and fixes a buggy SQL query in churn.js via read/run/write/verify loop.
Session id
62980829-c4b6-4b3c-a72b-1e85d7a6c971
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
null
Steps
0
Cost
$0
Duration
Outcome
Judge score
no judge tags
? vercel:moonshotai t04 · tests/t4-super.test.js attempt 3/3 $0
What this test does
Agent autonomously diagnoses and fixes a buggy SQL query in churn.js via read/run/write/verify loop.
Session id
e8efa75b-0592-444c-90c9-a2f20cfe3387
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
null
Steps
0
Cost
$0
Duration
Outcome
Judge score
no judge tags
? vercel:nebius t04 · tests/t4-super.test.js attempt 1/3 $0
What this test does
Agent autonomously diagnoses and fixes a buggy SQL query in churn.js via read/run/write/verify loop.
Session id
bdf56186-38f8-4274-81c9-2784b54bad49
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
null
Steps
0
Cost
$0
Duration
Outcome
Judge score
no judge tags
? vercel:nebius t04 · tests/t4-super.test.js attempt 2/3 $0
What this test does
Agent autonomously diagnoses and fixes a buggy SQL query in churn.js via read/run/write/verify loop.
Session id
8961d1dd-3227-4208-943f-17f69808bad2
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
null
Steps
0
Cost
$0
Duration
Outcome
Judge score
no judge tags
? vercel:nebius t04 · tests/t4-super.test.js attempt 3/3 $0
What this test does
Agent autonomously diagnoses and fixes a buggy SQL query in churn.js via read/run/write/verify loop.
Session id
afe5dc3b-a5d2-4e4b-b745-458e348615f5
Model / Router
moonshotai/kimi-k3 · VERCEL
Verify exit
null
Steps
0
Cost
$0
Duration
Outcome
Judge score
no judge tags

05Aggregate stats

Cost analysis

Best value vercel:nebius · $0.0683 per grounded pass (judge 69)
Cheapest raw vercel:nebius · $0.0472 per pass (judge 69)
Most expensive weighted openrouter:fireworks/fast · $0.2428 per grounded pass (judge 84)
Spread (weighted) 3.6× best-value → most-expensive on identical work
Highest judge score vercel:moonshotai · 90/100
Direct vs OR Best direct (direct:moonshot-intl) beats best OR route (openrouter:nebius/fp4) by 60.0% weighted.
Pass rate 86/120 (72%)
Total spend $10.53
Elapsed 67m11s

00Data inventory — scaffold, will be removed once real sections are designed

What this is

Every field the runner recorded for this run, so we can decide which to promote into real report sections. Look at Layer 2 first — dead fields (single-value columns) are dimmed and marked; signal fields (spread > 1 unique) are candidates for the leaderboard, lane table, and drilldown. Layer 3 opens up the JSON bodies where the interesting content actually lives.

Rip this section out once phase 1 lands.

Layer 1 · SQLite tables + traffic.jsonl
runs 1 row id, started_at, finished_at, status, target_dir, meta_json
sessions 120 rows id, run_id, task_id, task_file, model_slug, destination_slug, router, repeat_ix, status, started_at, finished_at, cost_usd, verify_exit_code, verify_stdout_tail, verify_stderr_tail, failure_class, worktree_path, proxy_port
steps 705 rows id, session_id, step_ix, started_at, finished_at, http_status, inbound_shape, path, input_tokens, output_tokens, cost_usd, latency_ms, translation_notes, traffic_log_offset, traffic_log_length, failure_class
classifier_tags 808 rows id, session_id, dimension, value, confidence, generated_at, model, classifier_id, classifier_version
tasks_meta 5 rows task_id, file, summary, uses_llm
traffic.jsonl 1404 records kinds: request 701response 691error 11session-start 1  ·  distinct session_ids: 101
Layer 2 · Per-column value distributions

runs (1 row)

ColumnDistributionSample
id 1 unique (1 rows)
started_at 20:05:06 → 20:05:06 (span 0s)
finished_at 21:12:17 → 21:12:17 (span 0s)
status complete 1
target_dir 1 rows · avg length 50 chars /Users/rupulsafaya/Documents/GitHub/canaryone-demo
meta_json 1 rows · avg length 1317 chars {"runId":"e860167a-2cfb-4415-a19c-86b476b2a1d6","startedAt":"2026-07-29T20:05:06.013Z","targetDir":"…

sessions (120 rows)

ColumnDistributionSample
id 120 unique (120 rows)
run_id 1 unique (120 rows)
task_id 4 unique (120 rows)
task_file 120 rows · avg length 23 chars tests/t3-difficult.test.js
model_slug moonshotai/kimi-k3 84accounts/fireworks/routers/kimi-k3-fast 12kimi-k3 12moonshotai/Kimi-K3 12
destination_slug direct:fireworks 12direct:moonshot-intl 12direct:nebius 12vercel:baseten 12vercel:fireworks 12 +5 more
router vercel 48direct 36openrouter 36
repeat_ix min 0 · max 2 · avg 1
status complete 86queued 19failed 15
started_at 20:05:06 → 21:08:28 (span 63m22s)
finished_at 20:05:54 → 21:10:12 (span 64m17s)
cost_usd min 0 · max 0.4195 · avg 0.0877
verify_exit_code min 0 · max 1 · avg 0.1042 (24 null)
verify_stdout_tail 101 rows · avg length 559 chars (19 null) (node:93894) ExperimentalWarning: SQLite is an experimental feature and might change at any time (Us…
verify_stderr_tail 101 rows · avg length 0 chars (19 null)
failure_class timeout 5
worktree_path 101 rows · avg length 138 chars (19 null) /Users/rupulsafaya/Documents/GitHub/canaryone-demo/.c1/worktrees/e860167a-2cfb-4415-a19c-86b476b2a1d…
proxy_port min 60767 · max 61998 · avg 61246.9901 (19 null)

steps (705 rows)

ColumnDistributionSample
id 705 unique (705 rows)
session_id 101 unique (705 rows)
step_ix min 0 · max 14 · avg 3.4113
started_at 20:05:06 → 21:10:02 (span 64m55s)
finished_at 20:05:10 → 21:10:12 (span 65m01s)
http_status min 200 · max 412 · avg 200.6110 (11 null)
inbound_shape openai 705
path /v1/chat/completions 705
input_tokens min 0 · max 14700 · avg 3307.4723
output_tokens min 0 · max 1500 · avg 294.6241
cost_usd min 0 · max 0.0714 · avg 0.0154
latency_ms min 44 · max 303932 · avg 16353.0156
translation_notes — (all null, 705 rows)
traffic_log_offset min 174 · max 12902010 · avg 5399357.4851
traffic_log_length min 3240 · max 872382 · avg 53157.5319
failure_class forward_failed 11http_412 2

classifier_tags (808 rows)

ColumnDistributionSample
id 808 unique (808 rows)
session_id 101 unique (808 rows)
dimension action_score 101efficiency_score 101grounding_score 101judge_reasoning 101outcome 101 +3 more
value 25 176success 8820 8821 3618 25 +234 more
confidence min 0.5000 · max 1 · avg 0.9292
generated_at 21:10:16 → 21:12:17 (span 2m01s)
model anthropic/claude-haiku-4.5 808
classifier_id canaryone_judge_v1_local 808
classifier_version 2026-07-29-haiku-r5-local 808

tasks_meta (5 rows)

ColumnDistributionSample
task_id 5 unique (5 rows)
file tests/t1-easy.test.js 1tests/t2-medium.test.js 1tests/t3-difficult.test.js 1tests/t4-super.test.js 1tests/q5-bramblegate.test.js 1
summary 5 rows · avg length 93 chars Agent autonomously diagnoses and fixes a buggy SQL query in churn.js via read/run/write/verify loop.
uses_llm min 1 · max 1 · avg 1
Layer 3 · JSON body inspector (traffic.jsonl + meta.json)

traffic.jsonl · request bodies

. object
.max_tokens number min 1500, max 1500, avg 1500
.messages array length 2..39 (avg 11.7)
  .messages[] object
    .messages[].annotations null present 267/701 (38%)
    .messages[].audio null present 267/701 (38%)
    .messages[].content string|null len 0..11859 (avg 732)
    .messages[].function_call null present 267/701 (38%)
    .messages[].provider_metadata object
      .messages[].provider_metadata.baseten object present 349/701 (50%)
        .messages[].provider_metadata.baseten.acceptedPredictionTokens number present 349/701 (50%) · min 21, max 254, avg 66.4556
        .messages[].provider_metadata.baseten.rejectedPredictionTokens number present 349/701 (50%) · min 0, max 0, avg 0
      .messages[].provider_metadata.fireworks object present 196/701 (28%)
      .messages[].provider_metadata.gateway object
        .messages[].provider_metadata.gateway.cost string len 6..9 (avg 8)
        .messages[].provider_metadata.gateway.gatewayCost string len 6..9 (avg 8)
        .messages[].provider_metadata.gateway.generationId string len 30..30 (avg 30)
        .messages[].provider_metadata.gateway.inferenceCost string len 6..9 (avg 8)
        .messages[].provider_metadata.gateway.inputInferenceCost string len 6..9 (avg 8)
        .messages[].provider_metadata.gateway.marketCost string len 6..9 (avg 8)
        .messages[].provider_metadata.gateway.outputInferenceCost string len 5..8 (avg 8)
        .messages[].provider_metadata.gateway.routing object
          .messages[].provider_metadata.gateway.routing.canonicalSlug string len 18..18 (avg 18) · moonshotai/kimi-k3 813
          .messages[].provider_metadata.gateway.routing.fallbacksAvailable array length 0..0 (avg 0.0)
          .messages[].provider_metadata.gateway.routing.finalProvider string len 6..10 (avg 8) · baseten 349fireworks 196moonshotai 201nebius 67
          .messages[].provider_metadata.gateway.routing.modelAttemptCount number min 1, max 1, avg 1
          .messages[].provider_metadata.gateway.routing.modelAttempts array length 1..1 (avg 1.0)
            .messages[].provider_metadata.gateway.routing.modelAttempts[] object
              .messages[].provider_metadata.gateway.routing.modelAttempts[].canonicalSlug string len 18..18 (avg 18) · moonshotai/kimi-k3 813
              .messages[].provider_metadata.gateway.routing.modelAttempts[].providerAttemptCount number min 1, max 1, avg 1
              .messages[].provider_metadata.gateway.routing.modelAttempts[].providerAttempts array length 1..1 (avg 1.0)
                .messages[].provider_metadata.gateway.routing.modelAttempts[].providerAttempts[] object
                  .messages[].provider_metadata.gateway.routing.modelAttempts[].providerAttempts[].credentialType string len 6..6 (avg 6) · system 813
                  .messages[].provider_metadata.gateway.routing.modelAttempts[].providerAttempts[].endTime number min 1785355777277, max 1785359402023, avg 1785356857791.6714
                  .messages[].provider_metadata.gateway.routing.modelAttempts[].providerAttempts[].provider string len 6..10 (avg 8) · baseten 349fireworks 196moonshotai 201nebius 67
                  .messages[].provider_metadata.gateway.routing.modelAttempts[].providerAttempts[].providerRequestId string present 587/701 (84%) · len 32..41 (avg 37)
                  .messages[].provider_metadata.gateway.routing.modelAttempts[].providerAttempts[].providerResponseId string len 32..41 (avg 38)
                  .messages[].provider_metadata.gateway.routing.modelAttempts[].providerAttempts[].startTime number min 1785355764070, max 1785359399406, avg 1785356847410.5623
                  .messages[].provider_metadata.gateway.routing.modelAttempts[].providerAttempts[].statusCode number min 200, max 200, avg 200
                  .messages[].provider_metadata.gateway.routing.modelAttempts[].providerAttempts[].success boolean
              .messages[].provider_metadata.gateway.routing.modelAttempts[].success boolean
          .messages[].provider_metadata.gateway.routing.originalModelId string len 18..18 (avg 18) · moonshotai/kimi-k3 813
          .messages[].provider_metadata.gateway.routing.planningReasoning string len 113..125 (avg 119)
          .messages[].provider_metadata.gateway.routing.resolvedProvider string len 6..10 (avg 8) · baseten 349fireworks 196moonshotai 201nebius 67
          .messages[].provider_metadata.gateway.routing.totalProviderAttemptCount number min 1, max 1, avg 1
        .messages[].provider_metadata.gateway.surchargeCost string len 1..1 (avg 1) · 0 813
      .messages[].provider_metadata.moonshotai object present 201/701 (29%)
      .messages[].provider_metadata.nebius object present 67/701 (10%)
    .messages[].reasoning string|null len 31..4644 (avg 511) · Let me explore the directories. 8Let me look at the directory structure. 4Let me read the docs and schema first. 5Let me read the docs and README first. 5Let me use ls recursively instead. 5
    .messages[].reasoning_content string|null present 559/701 (80%) · len 0..4211 (avg 377) · Let me explore the directories. 2Let me look at the directory structure. 4Let me list directories. 4 11
    .messages[].reasoning_details array length 1..1 (avg 1.0)
      .messages[].reasoning_details[] object
        .messages[].reasoning_details[].format string len 7..7 (avg 7) · unknown 1328
        .messages[].reasoning_details[].index number min 0, max 0, avg 0
        .messages[].reasoning_details[].text string len 31..4644 (avg 523) · Let me explore the directories. 8Let me look at the directory structure. 4Let me read the docs and schema first. 5Let me read the docs and README first. 5Let me use ls recursively instead. 5
        .messages[].reasoning_details[].type string len 14..14 (avg 14) · reasoning.text 1328
    .messages[].refusal null
    .messages[].role string len 4..9 (avg 6) · system 701user 701assistant 2374tool 4446
    .messages[].tool_call_id string len 11..29 (avg 12)
    .messages[].tool_calls array length 1..6 (avg 1.9)
      .messages[].tool_calls[] object
        .messages[].tool_calls[].function object
          .messages[].tool_calls[].function.arguments string len 12..2192 (avg 75)
          .messages[].tool_calls[].function.name string len 9..12 (avg 10) · run_shell 1944read_file 1483sqlite_query 999write_file 20
        .messages[].tool_calls[].id string len 11..29 (avg 12)
        .messages[].tool_calls[].index number min 0, max 5, avg 0.6568
        .messages[].tool_calls[].name null present 279/701 (40%)
        .messages[].tool_calls[].type string len 8..8 (avg 8) · function 4446
    .messages[].tools null present 140/701 (20%)
.model string len 11..11 (avg 11) · gpt-4o-mini 701
.tool_choice string len 4..4 (avg 4) · auto 701
.tools array length 4..4 (avg 4.0)
  .tools[] object
    .tools[].function object
      .tools[].function.description string len 108..169 (avg 140)
      .tools[].function.name string len 9..12 (avg 10) · read_file 701write_file 701sqlite_query 701run_shell 701
      .tools[].function.parameters object
        .tools[].function.parameters.properties object
          .tools[].function.parameters.properties.cmd object
            .tools[].function.parameters.properties.cmd.description string len 70..70 (avg 70)
            .tools[].function.parameters.properties.cmd.type string len 6..6 (avg 6) · string 701
          .tools[].function.parameters.properties.content object
            .tools[].function.parameters.properties.content.description string len 71..71 (avg 71)
            .tools[].function.parameters.properties.content.type string len 6..6 (avg 6) · string 701
          .tools[].function.parameters.properties.db object
            .tools[].function.parameters.properties.db.description string len 60..60 (avg 60)
            .tools[].function.parameters.properties.db.type string len 6..6 (avg 6) · string 701
          .tools[].function.parameters.properties.path object
            .tools[].function.parameters.properties.path.description string len 59..61 (avg 60)
            .tools[].function.parameters.properties.path.type string len 6..6 (avg 6) · string 1402
          .tools[].function.parameters.properties.sql object
            .tools[].function.parameters.properties.sql.description string len 53..53 (avg 53)
            .tools[].function.parameters.properties.sql.type string len 6..6 (avg 6) · string 701
        .tools[].function.parameters.required array length 1..2 (avg 1.5)
          .tools[].function.parameters.required[] string len 2..7 (avg 4) · path 1402content 701db 701sql 701cmd 701
        .tools[].function.parameters.type string len 6..6 (avg 6) · object 2804
    .tools[].type string len 8..8 (avg 8) · function 2804

traffic.jsonl · response bodies

. object
.choices array present 689/691 (100%) · length 1..1 (avg 1.0)
  .choices[] object present 689/691 (100%)
    .choices[].finish_reason string present 689/691 (100%) · len 4..10 (avg 9) · tool_calls 591stop 88length 10
    .choices[].index number present 689/691 (100%) · min 0, max 0, avg 0
    .choices[].logprobs null present 587/691 (85%)
    .choices[].matched_stop null|number present 69/691 (10%) · min 163586, max 163586, avg 35205.1683
    .choices[].message object present 689/691 (100%)
      .choices[].message.annotations null present 69/691 (10%)
      .choices[].message.audio null present 69/691 (10%)
      .choices[].message.content null|string present 689/691 (100%) · len 0..2232 (avg 329)
      .choices[].message.function_call null present 69/691 (10%)
      .choices[].message.provider_metadata object present 246/691 (36%)
        .choices[].message.provider_metadata.baseten object present 88/691 (13%)
          .choices[].message.provider_metadata.baseten.acceptedPredictionTokens number present 88/691 (13%) · min 20, max 258, avg 76.4205
          .choices[].message.provider_metadata.baseten.rejectedPredictionTokens number present 88/691 (13%) · min 0, max 0, avg 0
        .choices[].message.provider_metadata.fireworks object present 62/691 (9%)
        .choices[].message.provider_metadata.gateway object present 246/691 (36%)
          .choices[].message.provider_metadata.gateway.cost string present 246/691 (36%) · len 6..9 (avg 8)
          .choices[].message.provider_metadata.gateway.gatewayCost string present 246/691 (36%) · len 6..9 (avg 8)
          .choices[].message.provider_metadata.gateway.generationId string present 246/691 (36%) · len 30..30 (avg 30)
          .choices[].message.provider_metadata.gateway.inferenceCost string present 246/691 (36%) · len 6..9 (avg 8)
          .choices[].message.provider_metadata.gateway.inputInferenceCost string present 246/691 (36%) · len 6..9 (avg 8)
          .choices[].message.provider_metadata.gateway.marketCost string present 246/691 (36%) · len 6..9 (avg 8)
          .choices[].message.provider_metadata.gateway.outputInferenceCost string present 246/691 (36%) · len 5..8 (avg 7)
          .choices[].message.provider_metadata.gateway.routing object present 246/691 (36%)
            .choices[].message.provider_metadata.gateway.routing.canonicalSlug string present 246/691 (36%) · len 18..18 (avg 18) · moonshotai/kimi-k3 246
            .choices[].message.provider_metadata.gateway.routing.fallbacksAvailable array present 246/691 (36%) · length 0..0 (avg 0.0)
            .choices[].message.provider_metadata.gateway.routing.finalProvider string present 246/691 (36%) · len 6..10 (avg 8) · baseten 88fireworks 62moonshotai 63nebius 33
            .choices[].message.provider_metadata.gateway.routing.modelAttemptCount number present 246/691 (36%) · min 1, max 1, avg 1
            .choices[].message.provider_metadata.gateway.routing.modelAttempts array present 246/691 (36%) · length 1..1 (avg 1.0)
              .choices[].message.provider_metadata.gateway.routing.modelAttempts[] object present 246/691 (36%)
                .choices[].message.provider_metadata.gateway.routing.modelAttempts[].canonicalSlug string present 246/691 (36%) · len 18..18 (avg 18) · moonshotai/kimi-k3 246
                .choices[].message.provider_metadata.gateway.routing.modelAttempts[].providerAttemptCount number present 246/691 (36%) · min 1, max 1, avg 1
                .choices[].message.provider_metadata.gateway.routing.modelAttempts[].providerAttempts array present 246/691 (36%) · length 1..1 (avg 1.0)
                  .choices[].message.provider_metadata.gateway.routing.modelAttempts[].providerAttempts[] object present 246/691 (36%)
                    .choices[].message.provider_metadata.gateway.routing.modelAttempts[].providerAttempts[].credentialType string present 246/691 (36%) · len 6..6 (avg 6) · system 246
                    .choices[].message.provider_metadata.gateway.routing.modelAttempts[].providerAttempts[].endTime number present 246/691 (36%) · min 1785355777277, max 1785359412312, avg 1785356675326.2234
                    .choices[].message.provider_metadata.gateway.routing.modelAttempts[].providerAttempts[].provider string present 246/691 (36%) · len 6..10 (avg 8) · baseten 88fireworks 62moonshotai 63nebius 33
                    .choices[].message.provider_metadata.gateway.routing.modelAttempts[].providerAttempts[].providerRequestId string present 181/691 (26%) · len 32..41 (avg 37)
                    .choices[].message.provider_metadata.gateway.routing.modelAttempts[].providerAttempts[].providerResponseId string present 246/691 (36%) · len 32..41 (avg 38)
                    .choices[].message.provider_metadata.gateway.routing.modelAttempts[].providerAttempts[].startTime number present 246/691 (36%) · min 1785355764070, max 1785359402226, avg 1785356663086.0125
                    .choices[].message.provider_metadata.gateway.routing.modelAttempts[].providerAttempts[].statusCode number present 246/691 (36%) · min 200, max 200, avg 200
                    .choices[].message.provider_metadata.gateway.routing.modelAttempts[].providerAttempts[].success boolean present 246/691 (36%)
                .choices[].message.provider_metadata.gateway.routing.modelAttempts[].success boolean present 246/691 (36%)
            .choices[].message.provider_metadata.gateway.routing.originalModelId string present 246/691 (36%) · len 18..18 (avg 18) · moonshotai/kimi-k3 246
            .choices[].message.provider_metadata.gateway.routing.planningReasoning string present 246/691 (36%) · len 113..125 (avg 119)
            .choices[].message.provider_metadata.gateway.routing.resolvedProvider string present 246/691 (36%) · len 6..10 (avg 8) · baseten 88fireworks 62moonshotai 63nebius 33
            .choices[].message.provider_metadata.gateway.routing.totalProviderAttemptCount number present 246/691 (36%) · min 1, max 1, avg 1
          .choices[].message.provider_metadata.gateway.surchargeCost string present 246/691 (36%) · len 1..1 (avg 1) · 0 246
        .choices[].message.provider_metadata.moonshotai object present 63/691 (9%)
        .choices[].message.provider_metadata.nebius object present 33/691 (5%)
      .choices[].message.reasoning string|null present 419/691 (61%) · len 31..5334 (avg 698) · Let me explore the directories. 2Let me look at the directory structure. 1Let me read the docs and schema first. 1Let me read the docs and README first. 1Let me use ls recursively instead. 1
      .choices[].message.reasoning_content string|null present 170/691 (25%) · len 0..4597 (avg 556) · Let me explore the directories. 1Let me look at the directory structure. 1Let me list directories. 1 2
      .choices[].message.reasoning_details array present 400/691 (58%) · length 1..1 (avg 1.0)
        .choices[].message.reasoning_details[] object present 400/691 (58%)
          .choices[].message.reasoning_details[].format string present 400/691 (58%) · len 7..7 (avg 7) · unknown 400
          .choices[].message.reasoning_details[].index number present 400/691 (58%) · min 0, max 0, avg 0
          .choices[].message.reasoning_details[].text string present 400/691 (58%) · len 31..5334 (avg 709) · Let me explore the directories. 2Let me look at the directory structure. 1Let me read the docs and schema first. 1Let me read the docs and README first. 1Let me use ls recursively instead. 1
          .choices[].message.reasoning_details[].type string present 400/691 (58%) · len 14..14 (avg 14) · reasoning.text 400
      .choices[].message.refusal null present 341/691 (49%)
      .choices[].message.role string present 689/691 (100%) · len 9..9 (avg 9) · assistant 689
      .choices[].message.tool_calls array|null present 601/691 (87%) · length 0..6 (avg 1.9)
        .choices[].message.tool_calls[] object
          .choices[].message.tool_calls[].function object
            .choices[].message.tool_calls[].function.arguments string len 12..2192 (avg 95)
            .choices[].message.tool_calls[].function.name string len 9..12 (avg 10) · run_shell 432read_file 384sqlite_query 300write_file 6
          .choices[].message.tool_calls[].id string len 11..29 (avg 12)
          .choices[].message.tool_calls[].index number min 0, max 5, avg 0.6712
          .choices[].message.tool_calls[].name null present 75/691 (11%)
          .choices[].message.tool_calls[].type string len 8..8 (avg 8) · function 1122
      .choices[].message.tools null present 46/691 (7%)
    .choices[].native_finish_reason string present 272/691 (39%) · len 4..10 (avg 9) · tool_calls 233stop 29length 10
.created number present 689/691 (100%) · min 1785355506, max 1785359412, avg 1785356946.3440
.error object present 2/691 (0%)
  .error.code string present 2/691 (0%) · len 19..19 (avg 19) · PRECONDITION_FAILED 2
  .error.message string present 2/691 (0%) · len 193..193 (avg 193)
  .error.param null present 2/691 (0%)
  .error.type string present 2/691 (0%) · len 5..5 (avg 5) · error 2
.generationId string present 246/691 (36%) · len 30..30 (avg 30)
.id string present 689/691 (100%) · len 30..41 (avg 33)
.metadata object present 69/691 (10%)
  .metadata.weight_version string present 69/691 (10%) · len 7..7 (avg 7) · default 69
.model string present 689/691 (100%) · len 7..33 (avg 18) · moonshotai/kimi-k3 518accounts/fireworks/models/kimi-k3 46kimi-k3 56moonshotai/Kimi-K3 69
.moderation null present 69/691 (10%)
.object string present 689/691 (100%) · len 15..15 (avg 15) · chat.completion 689
.provider string present 272/691 (39%) · len 5..12 (avg 8) · Moonshot AI 107BaseTen 3DigitalOcean 14Fireworks 7Nebius 82Together 24Modal 35
.request_id string present 2/691 (0%) · len 41..41 (avg 41)
.service_tier null present 341/691 (49%)
.system_fingerprint string|null present 587/691 (85%) · len 12..13 (avg 13)
.usage object present 689/691 (100%)
  .usage.cache_creation_input_tokens number present 246/691 (36%) · min 0, max 0, avg 0
  .usage.cached_tokens number present 56/691 (8%) · min 512, max 8192, avg 2016
  .usage.completion_tokens number present 689/691 (100%) · min 42, max 1500, avg 300.9042
  .usage.completion_tokens_details object|null present 643/691 (93%)
    .usage.completion_tokens_details.audio_tokens number present 272/691 (39%) · min 0, max 0, avg 0
    .usage.completion_tokens_details.image_tokens number present 518/691 (75%) · min 0, max 0, avg 0
    .usage.completion_tokens_details.reasoning_tokens number present 574/691 (83%) · min 0, max 1356, avg 140.8118
    .usage.completion_tokens_details.reasoning_tokens_estimated boolean present 87/691 (13%)
  .usage.cost number present 518/691 (75%) · min 0.0016, max 0.0627, avg 0.0112
  .usage.cost_details object present 518/691 (75%)
    .usage.cost_details.upstream_inference_completions_cost number present 518/691 (75%) · min 0, max 0.0225, avg 0.0029
    .usage.cost_details.upstream_inference_cost number|null present 518/691 (75%) · min 0.0016, max 0.0627, avg 0.0115
    .usage.cost_details.upstream_inference_prompt_cost number present 518/691 (75%) · min 0, max 0.0402, avg 0.0041
  .usage.gateway_cost number present 246/691 (36%) · min 0.0016, max 0.0352, avg 0.0090
  .usage.is_byok boolean present 518/691 (75%)
  .usage.market_cost number present 246/691 (36%) · min 0.0016, max 0.0352, avg 0.0090
  .usage.prompt_tokens number present 689/691 (100%) · min 677, max 14700, avg 3380.6705
  .usage.prompt_tokens_details object|null present 689/691 (100%)
    .usage.prompt_tokens_details.audio_tokens number present 518/691 (75%) · min 0, max 0, avg 0
    .usage.prompt_tokens_details.cache_write_tokens number present 272/691 (39%) · min 0, max 0, avg 0
    .usage.prompt_tokens_details.cached_tokens number present 620/691 (90%) · min 0, max 10752, avg 1502.5032
    .usage.prompt_tokens_details.video_tokens number present 518/691 (75%) · min 0, max 0, avg 0
  .usage.reasoning_tokens number present 69/691 (10%) · min 0, max 0, avg 0
  .usage.total_tokens number present 689/691 (100%) · min 736, max 15440, avg 3681.5747

runs.meta_json

. object
.configDir string len 54..54 (avg 54)
.lanes array length 10..10 (avg 10.0)
  .lanes[] object
    .lanes[].destination string len 13..13 (avg 13)
    .lanes[].model string len 18..18 (avg 18)
    .lanes[].router string len 6..6 (avg 6)
.parallelism number min 3, max 3, avg 3
.repeats number min 3, max 3, avg 3
.runId string len 36..36 (avg 36)
.startedAt string len 24..24 (avg 24)
.targetDir string len 50..50 (avg 50)
.tasks array length 4..4 (avg 4.0)
  .tasks[] object
    .tasks[].file string len 22..22 (avg 22)
    .tasks[].id string len 3..3 (avg 3)
Layer 4 · Candidate computed metrics

Ready today (already computed in src/runner/print-summary.ts)

Total spend$10.53
Pass rate86/120
Judge score range25–93
Best valuevercel:nebius $0.0686 weighted/pass
Cheapest rawvercel:nebius $0.0472/pass (traj 69)

Possible additions (rip out or keep)

  • Per-repeat variance (cost, latency, traj)
  • p50 / p95 latency per lane
  • Judge sub-score histograms (action / grounding / verification / efficiency)
  • Tool-call count per session (drives the judge-score ⚠ interpretation — see SPEC §4.5)
  • Refusal rate (final content empty / finish_reason=stop with no output)
  • Failure taxonomy (auth / rate-limit / 5xx / timeout / setup)
  • Judge disagreement rate per lane (if same run had multiple judge versions)
  • Cache utilization (OR usually returns this in response.usage)
  • From/To decision matrix (product0 §04 — deferred to phase 1)