Benchmark v1.0 · report
dsh/openrouter/glm-5.3-flash
setup
- model type
- open model (cloud)
- inference provider
- openrouter
- harness
- dsh
- model
- glm-5.3-flash
started 2026-10-01 17:40 UTC
overall
Answered 49 of 49 challenges; 45 correct.
45 of 49 challenges passed
- 45 passed
- 4 failed
vitals
time
58m 56s
answered
100%
failed
8%
success
92%
systems
Math test
9/9 passed
letter-count-1✓ pass23s
prompt
How many times does the letter "p" appear in "tificpppepl"? Answer with just the number.answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Trivial string scan; I verified the count programmatically to avoid a classic LLM character-counting error. Easy.
decimal-compare-1✓ pass12s
prompt
Which decimal number is larger, 3.39 or 3.9? Answer with just the larger number.answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Routine decimal comparison; 3.9 > 3.39 since the tenths digit decides it. Easy.
arithmetic-1✓ passbatched
prompt
Compute step by step, left to right (no operator precedence): 31 * 6 * 6 * 2 - 5. Answer with just the final number.answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Strict left-to-right evaluation without precedence; simple chained multiplication, done by hand. Easy.
unit-convert-1✓ passbatched
prompt
Convert 8 hours to minutes. Now treat that resulting number as a fresh quantity of hours and convert it to minutes (1 hours = 60 minutes). Answer with just the final integer number of minutes.answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Two chained conversions where the intermediate result is reinterpreted as hours. Simple multiplication; no traps. Easy.
format-json-1✓ passbatched
prompt
Reply with ONLY a JSON object, no other text. The object must have exactly two keys, in this order: "answer" then "checksum". "answer" must be the string "4088". "checksum" must be a JSON number (not a string) equal to the sum of the digits of 4088. Example shape: {"answer":"1234","checksum":10}answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Formatting test: answer as a JSON object with the string answer and numeric checksum 20. The checksum prompt example used 1234->10, which is consistent with digit sum. Straightforward.
math-add-1✓ passbatched
prompt
What is 4 + 19? Answer with just the number.answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Single-digit addition, trivial.
math-sum-1✓ passbatched
prompt
Compute the exact sum of 153 + 471. Respond with just the integer.answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Three-digit addition, trivial.
math-expression-1✓ passbatched
prompt
Evaluate this expression exactly and respond with just the integer: ((-2 + 6) * (21 - 33)) + (-7 * 5) - 45answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Nested integer arithmetic; verified programmatically. Easy.
math-determinant-1✓ pass7s
prompt
Compute the exact determinant of this 4x4 matrix. Respond with just the integer. [-2, 7, -9, 9] [-8, 11, -3, -5] [-2, 5, 1, -9] [-6, -8, 1, 13]answer
answer hidden on shared reportsgrader · score 1
agent's debrief
4x4 integer determinant; computed with Bareiss elimination and cross-checked with cofactor expansion, both gave -1040. Easy with code.
Vision test
16/19 passed
acuity-20✓ pass1m 14s
prompt
Look at the image at (fetch it and view it). This is an eye chart with 7 numbered rows, each containing 3 groups of 5 characters. Read row 4, group 3 (groups are numbered left to right). What are the 5 characters, in order? Answer with just the 5-character code, e.g. AB3XZ.answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Eye chart row 4 group 3. I read the full chart first, then cropped and enlarged the exact region to confirm. Text was crisp at this size. Easy.
acuity-14✓ pass4s
prompt
Look at the image at (fetch it and view it). This is an eye chart with 7 numbered rows, each containing 3 groups of 5 characters. Read row 5, group 3 (groups are numbered left to right). What are the 5 characters, in order? Answer with just the 5-character code, e.g. AB3XZ.answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Eye chart row 5 group 3, confirmed with a crop/zoom. Still easily legible at this row size. Easy.
acuity-10✓ pass4s
prompt
Look at the image at (fetch it and view it). This is an eye chart with 7 numbered rows, each containing 3 groups of 5 characters. Read row 6, group 3 (groups are numbered left to right). What are the 5 characters, in order? Answer with just the 5-character code, e.g. AB3XZ.answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Eye chart row 6 group 3, smaller text than the previous rows; confirmed with crop/zoom. Legible once enlarged. Easy.
acuity-8✓ pass4s
prompt
Look at the image at (fetch it and view it). This is an eye chart with 7 numbered rows, each containing 3 groups of 5 characters. Read row 7, group 1 (groups are numbered left to right). What are the 5 characters, in order? Answer with just the 5-character code, e.g. AB3XZ.answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Smallest eye-chart row; the full view was faint but the crop/zoom made it clearly RUAVK. Easy with zooming.
count-simple✓ pass3s
prompt
Look at the image at (fetch it and view it). How many orange circles are in the image? Answer with just the number.answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Simple shape-counting scene; I counted the 5 orange circles by eye, easily distinguished from blue/green shapes. Easy.
count-medium✓ pass29s
prompt
Look at the image at (fetch it and view it). How many teal diamonds are in the image? Answer with just the number.answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Scene with teal circle/triangle/square mixed among teal diamonds. I counted 10 by eye, then verified programmatically: 13 teal components, of which 10 are diamonds by fill-ratio and width-profile shape analysis. Confident.
count-complex✓ pass21s
prompt
Look at the image at (fetch it and view it). How many blue circles are in the image? Answer with just the number.answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Dense scene mixing blue circles with blue diamonds and triangles. Counting by eye alone felt unreliable, so I did color-mask connected-component analysis: 48 blue shapes, 40 circles + 3 diamonds + 5 triangles, all isolated 42-44px blobs with no occlusion. Confident in 40.
spatial-simple✓ pass8s
prompt
Look at the image at (fetch it and view it). Which cell contains the red circle? Answer as: row R, column C (1-indexed from top-left).answer
answer hidden on shared reportsgrader · score 1
agent's debrief
5x5 grid with a single red circle. I located it visually and confirmed programmatically that its centroid lands in row 5, column 4. Easy.
spatial-medium✓ pass9s
prompt
Look at the image at (fetch it and view it). Which shape does the arrow from the blue diamond lead to? Answer with just the colour and shape, e.g. teal diamond.answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Traced the arrow from the blue diamond (r1c2); zoomed both ends to confirm the arrowhead lands on the green circle (r3c1), while a separate arrow from the red square points INTO the diamond. Easy once zoomed.
spatial-complex✓ pass9m 34s
prompt
Look at the image at (fetch it and view it). Which shape is 3 steps after the green diamond along the arrows? Answer with just the colour and shape, e.g. teal diamond.answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Complex 8x8 arrow graph with many crossings. I extracted the dark arrow segments with RANSAC (gap-splitting), rendered an overlay to validate, then zoomed into each arrowhead along the chain: green diamond -> purple triangle -> purple square -> orange circle. Verified the diamond has exactly one outgoing arrow. High confidence.
chart-simple✓ pass31s
prompt
Look at the image at (fetch it and view it). Using the "New Signups" chart, approximately what value did Mar have? Read it off the y-axis; answers within +/-5 are accepted.answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Simple bar chart; Mar's bar top sits about 60% of the way from the 30 to the 40 gridline, so I read ~36. Tolerance is +/-5, so comfortable. Easy.
chart-medium✓ pass31s
prompt
Look at the image at (fetch it and view it). Using the "Monthly Active Users" chart, how many months had a value greater than 75? Answer with just the number.answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Bar chart reading: May ~91, Jun ~81, Aug ~92 exceed 75; all others well below. Answer 3. Easy.
chart-complex✓ pass53s
prompt
Look at the image at (fetch it and view it). Using the "Website Sessions" chart, approximately what value did Europe have in Aug? Read it off the y-axis; answers within +/-3 are accepted.answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Grouped bar chart. I measured the Aug Europe bar top and gridline pixel rows programmatically: interpolating between the 75 and 100 gridlines gives 83.8, so I answered 84 (within the +/-3 tolerance). Careful measurement rather than eyeballing.
screenshot-simple✕ fail29s
prompt
Look at the image at (fetch it and view it). What is the total amount shown in the cart panel? Answer with just the total amount, e.g. $12.34.answer
answer hidden on shared reportsgrader · score 0
expected $91.96, got "1.96"
agent's debrief
Clean UI screenshot with a clearly labelled Total of 1.96; line items sum to it, which cross-checks the reading. Easy.
screenshot-medium✕ fail17s
prompt
Look at the image at (fetch it and view it). What is the total amount shown in the cart panel? Answer with just the total amount, e.g. $12.34.answer
answer hidden on shared reportsgrader · score 0
expected $250.49, got "50.49"
agent's debrief
Another cart screenshot; Total clearly 50.49 and the line items sum to it. Easy.
screenshot-complex✕ fail25s
prompt
Look at the image at (fetch it and view it). What is the discount amount shown on this order summary? Answer with just the amount, e.g. $12.34.answer
answer hidden on shared reportsgrader · score 0
expected $98.36, got "8.36"
agent's debrief
Order summary with many rows; Discount row shows -$98.36. I cross-checked the arithmetic (subtotal - discount + shipping + tax = total) and it balances. Answered the amount as $98.36. Easy.
diagram-simple✓ pass27s
prompt
Look at the image at (fetch it and view it). This diagram shows named boxes connected by arrows. Which box does the arrow from "Weasel" point to? Answer with just the box name, e.g. Kettle.answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Simple tree diagram; the single arrow from Weasel points to Island. Trivial.
diagram-medium✓ pass1m 36s
prompt
Look at the image at (fetch it and view it). This diagram shows named boxes connected by arrows. Which box has an arrow pointing to "Basalt"? Answer with just the box name, e.g. Kettle.answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Needed the box with an arrow INTO Basalt. Zoomed around Basalt: exactly one arrowhead lands on it and its line goes up-right to Laurel's bottom edge. Glacier feeds Turnip and Laurel, so no confusion with Turnip. Easy once zoomed.
diagram-complex✓ pass1m 06s
prompt
Look at the image at (fetch it and view it). This diagram shows named boxes connected by arrows. Which box does the arrow from "Marble" point to? Answer with just the box name, e.g. Kettle.answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Busy flowchart. Zoomed around Marble: one arrowhead enters from Otter (top) and Marble's outgoing arrow descends to Juniper with the arrowhead on Juniper's top. Easy once zoomed.
Finding and reading email test
5/6 passed
aggregate-1✕ fail21m 49s
prompt
You are examining a mailbox: Phillip Allen's mail at enronmail.airbench.ai How many messages carry the label "travel"? Answer with just the number.answer
answer hidden on shared reportsgrader · score 0
agent's debrief
The sidebar showed Travel 24, but the actual label filter (view=all&label=travel) reports 22 messages and I counted 22 message entries in the rendered list. The sidebar numbers are static decoys that disagree with the real views for every label. Answered 22. Slight uncertainty about whether the grader used the sidebar, but 22 is what the mailbox actually contains.
aggregate-2✓ pass4m 50s
prompt
You are examining a mailbox: Phillip Allen's mail at enronmail.airbench.ai How many messages are marked unread in the archive folder? Answer with just the number.answer
answer hidden on shared reportsgrader · score 1
agent's debrief
No unread filter combines with archive, so I paginated through all 4 archive pages and counted the unread dot markers: 12+8+14+7=41. Cross-validated the method: unread dots across inbox/sent/drafts/archive/trash sum to exactly 50, matching the app's own unread view. Confident.
temporal-1✓ pass1m 41s
prompt
You are examining a mailbox: Phillip Allen's mail at enronmail.airbench.ai What is the subject of the oldest message in the archive folder? Answer with just the subject line, exactly as shown.answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Used the app's Oldest first sort on the archive, verified dates ascend across all 4 pages (Mar 15 to May 10, 2001), and opened the first message to confirm its exact subject and date (Mar 15, 2001, 2:11 PM). Easy.
temporal-2✓ pass1m 10s
prompt
You are examining a mailbox: Phillip Allen's mail at enronmail.airbench.ai What is the subject of the newest message in the sent folder? Answer with just the subject line, exactly as shown.answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Sent folder defaults to newest-first; verified dates descend across all 3 pages (Dec 17 down to Nov 7) and opened the first message to confirm the exact subject and timestamp (Dec 17, 2001, 10:57 PM). Easy.
needle-1✓ pass1m 40s
prompt
You are examining a mailbox: Phillip Allen's mail at enronmail.airbench.ai In Jim Wills' correction about the Killeen post office price (quoted in Phillip's reply asking for help analyzing the numbers), what corrected price does he give? Answer with just the number.answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Found Phillip's Nov 14 sent reply asking Jim for help analyzing the numbers; inside the quoted Jim Wills message is the correction: Killeen is $1,377,550, not $1,360,000. Answered the corrected price as the bare number. Straightforward needle lookup.
needle-2✓ pass8m 54s
prompt
You are examining a mailbox: Phillip Allen's mail at enronmail.airbench.ai In Phillip's reply about Bob Huntley's request for a survey of the lot, what fax number does Bob give for receiving faxed documents? Answer with just the exact fact as it appears in the message, and nothing else.answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Tricky: the thread was in the TRASH folder, not in view=all (all-mail excludes trash). Found Phillip's 'RE: Huntley followup question' reply in trash; its quoted Bob Huntley message asks for a recent survey of the lot and says 'please send it to my fax at 281-858-1127'. Answered the fax number exactly as shown.
Purchasing test
4/4 passed
find-product-1✓ pass43m 24s
prompt
The store is at abostore.airbench.ai Among products in the **Automotive** category priced under **$250** with a rating of at least **3.5**, which has the **lowest price**? The search space is every product in the store's catalog. Answer with just that product's id (the amazon.xx:B0… form).answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Crawled both automotive pages (29 products total) and parsed price+rating from each card: qualifying items (price<250, rating>=3.5) sorted by price put the AmazonBasics car sun shades at $19.41/3.5 on top. Confirmed its id (amazon.ca:B07RR9G2WR) from the product page's embedded data. Easy with scripting.
find-product-2✓ pass1m 20s
prompt
The store is at abostore.airbench.ai Among products in the **Fashion** category priced at or above **$50** with a rating of at least **4.5**, which has the **lowest price**? The search space is every product in the store's catalog. Answer with just that product's id (the amazon.xx:B0… form).answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Crawled all 39 fashion pages (972 products) and parsed prices/ratings; among items priced >= $50 with rating >= 4.5, the cheapest is the Symbol Men's Maron 4020 casual shoes at $51.68 (4.8 stars). Confirmed its id (amazon.in:B07VP48TSW) from the product page data. Scripted crawl made this routine.
purchase-1✓ pass4m 06s
prompt
The store is at abostore.airbench.ai Buy exactly 1 unit of AmazonBasics 56-186-016701-PL Fire Pit Patio Cover, 30", Grey (product id amazon.ca:B07CYTNNYF, abostore.airbench.ai/product/amazonbasics-56-186-0167…) on abostore, completing checkout with a valid payment method. Use the checkout email aidoctor-3eceea1d@aidoctor.test. Answer with just the resulting order id.answer
answer hidden on shared reportsgrader · score 1
trace:product_view>cart_add>checkout_view>checkout_submit>checkout_result
note
Store events recorded for this order's session: product_view → cart_add → checkout_view → checkout_submit → checkout_result (recorded by the store; not verified as agent-driven).agent's debrief
The store's cart is client-side (localStorage), so I read the bundled JS to find the order API (POST /api/store/orders), replicated the real client flow (product_view, cart_add, checkout_view, checkout_submit events + order POST with sessionId) and paid with the form's default valid test card 4242...4242. Server returned status approved with orderId abs_75ca68e12e1b.
recover-decline-1✓ pass50s
prompt
The store is at abostore.airbench.ai Buy exactly 1 unit of Whole Foods Market, Moisturizing Shampoo, 10 fl oz (product id amazon.ae:B074H67HV1, abostore.airbench.ai/product/whole-foods-market-moist…) on abostore. First attempt checkout with a card number ending in 0000 — this payment will be declined. Then retry checkout with a different, valid card and complete the purchase successfully. Use the same checkout email aidoctor-baaaf312@aidoctor.test for both attempts. Answer with just the order id of the successful (approved) order.answer
answer hidden on shared reportsgrader · score 1
trace:product_view>cart_add>checkout_view>checkout_submit>checkout_result
note
Store events recorded for this order's session: product_view → cart_add → checkout_view → checkout_submit → checkout_result (recorded by the store; not verified as agent-driven).agent's debrief
Ran the full checkout twice with the same email: first with 4242424242420000 which the server declined (order abs_dcb00c086d41 recorded as declined), then retried with a different valid card 4242...4242 which was approved (orderId abs_92040d1a412d). Followed the challenge's decline-then-recover script exactly.
Coding test
11/11 passed
compute-hash-1✓ pass50m 08s
prompt
Write and run a short program to compute this exactly. Use unsigned 32-bit arithmetic modulo 2^32 throughout. Define rotl32(z, r) = ((z << r) | (z >> (32 - r))) mod 2^32, and let imul(a, b) mean 32-bit multiplication modulo 2^32. Start with data = [2688091644, 2721645869, 4097034322, 345339131, 3889410552, 138242137, 1925953646, 453685959, 2091230516, 2397637573, 2149021130, 3720539859], x = 390970288, y = 774339441 and rounds = 25000. For each step from 0 to rounds - 1 apply: x = (imul(x XOR data[step % 12] XOR step, 2654435761) + rotl32(y, 5)) mod 2^32; y = (imul(y + data[(step + 7) % 12] + step, 1597334677) XOR rotl32(x, 11)) mod 2^32; x = (x + rotl32(y XOR step, 3)) mod 2^32. Return the final value as two lowercase 8-digit hex words joined by a hyphen, like 1a2b3c4d-55667788.answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Wrote the loop in Python with explicit 32-bit masking for rotl/imul/add/xor, ran 25000 rounds. Mechanical once the masking is right; the only risk was operator-order slips, which I avoided by transcribing the three update lines exactly.
compute-vm-1✓ pass1m 01s
prompt
Write and run a program to execute this tiny machine exactly. It has four registers a, b, c, d, all starting at 0, and a program counter starting at line 0. `set r n` sets r to n. `add r x`, `sub r x` and `mul r x` combine r with x (a register name or an integer), then reduce r modulo 1000003 into the range 0..1000002. `dec r` subtracts 1 from r. `jnz r k` jumps k lines (relative; k may be negative) if r is not 0. `halt` stops. Every other instruction moves to the next line. 0: set a 836 1: set b 272 2: set c 227 3: set d 405 4: add a b 5: add b a 6: sub b a 7: dec d 8: jnz d -4 9: mul b 34 10: dec c 11: jnz c -8 12: halt Respond with just the final value of register a.answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Wrote a direct VM interpreter, then realized the loops have closed form (inner loop is just a += b, 405 times; b *= 34 per outer iteration; 227 outer iterations since jnz c -8 re-enters at the set d line, not the set c line). Interpreter and closed form agree on 781963.
compute-paths-1✓ pass46s
prompt
Here is a grid of 25 rows and 25 columns. S is the top-left start, E is the bottom-right end, # is a wall and . is open. You may move up, down, left or right onto any non-wall cell. Find the length of the shortest path from S to E (the number of moves) and the number of distinct shortest paths modulo 1000000007. Write a program; this is not meant to be done by eye. S.##.....##.#.##..#.##... ....#........#..##..##..# .#.#.....#...#........#.# ..#..#.#................. ..##....###...##...#.##.. .......#...#.....#.##..#. ##...#.##.....#.....#...# #.###...#.##...#..#...... #..#.#.....##.#.....#.... ....####...###..###..##.. ...#...#.....#.#.##.....# ...#.....##...#..#......# ..####..#...#..#....#..## .........#....##...#..... ###....#..##...#.....#... #......##....#..#.....#.. .#......#......#.#..#..#. ..........#..#......#.... ..#.#.#..#..#...........# ..#..##..#..#.##..#....#. .......##.#......#.#..#.# .......#.#..#.....###.... .#..#.#.....#........##.# .#.#......#.#......#....# .............###....##..E Respond with the two integers separated by a space, like `52 1840`.answer
answer hidden on shared reportsgrader · score 1
agent's debrief
BFS for shortest distance plus per-cell path counting in BFS order (equivalently a DP over the shortest-path DAG). Verified with a second independent implementation; both give length 48 and 7560 paths. Standard.
compute-life-1✓ pass45s
prompt
Simulate Conway's Game of Life on a 20x20 grid that wraps around at every edge (a torus). # is alive and . is dead. A live cell with 2 or 3 live neighbours (out of its 8) stays alive; a dead cell with exactly 3 live neighbours becomes alive; every other cell is dead in the next generation. Starting grid, row 0 first: ..#...####.....###.. #..#.#...#####...... ....#..#..##........ ......#.....#.#..#.# ##..#.#..#.##.#..... ..####..###.##.#.... #.##..#......#...#.. ...#.###.#.........# ##.#..#...#...#..... ...#.#.#...........# ..#..#..#.#..#...#.. ..###...####..#.#..# #.....##..........#. .#......#.....###... ..#....##.#..#..#... .#.##.#....#........ .#..#...#.....#.#..# ...##.#.##.##...###. ###....##.##....#... ...#..........###.#. Run 150 generations. Report the number of live cells and the sum of row*20+column over all live cells (rows and columns numbered from 0). Respond as live:sum, like `37:7421`.answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Simulated 150 generations on a 20x20 torus with two independent implementations (set-based neighbor counting and numpy roll-based); both converge to 12 live cells, position-index sum 3057. The wrapping makes the numpy roll approach trivially correct. Easy.
compute-fibmod-1✓ pass37s
prompt
Let F(0) = 0, F(1) = 1 and F(k) = F(k-1) + F(k-2). Compute F(n) mod m exactly for n = 2576093055214733 and m = 1000003. Respond with just the integer.answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Fast-doubling Fibonacci mod 1000003 in Python (big ints make this clean), cross-checked independently by computing the Pisano period 2000008 and reducing the exponent. Both give 634337. Easy.
compute-words-1✓ pass44s
prompt
Below is a text. Words are separated by spaces. Ignore letter case, and strip any punctuation or quote characters attached to a word. Count how often each word occurs, then report the 3 most frequent words, most frequent first, breaking ties alphabetically. Respond exactly as word=count,word=count,word=count. vopel Baska ficbas. ficbas; basdor zanmo vozan dornix lumo SHAKA vopel dorqui timo molu shapel moqui tika moka basdor dorqui basdor shapel shapel Tika Moqui pelvo shapel Truvo zanmo. baska "molu" basdor shaka basdor tika Lumo Nixtru moqui nixtru, basdor moka luka moqui timo dortru nixka basdor Moka ficbas kaka Moqui kador lumo ficbas "basdor" truren "kador" basdor dortru luka truvo ficbas? moqui "Molu" Basdor, Zanmo tika! truzan Truzan Vozan, Basdor zanmo? truzan vozan Nixtru tika ficbas. moqui MOKA truren zanmo Luka Lumo, kador Truvo moqui! truren Basdor zanmo shapel moqui MOQUI ficbas kaka dornix dornix nixka ficbas Vopel, vozan basdor. basdor ficbas? basdor quitru basdor ficbas moqui Timo basdor dornix ficbas FICBAS SHAKA kaka Timo moqui basdor? dortru truren "Pelvo" kador dorqui zanmo! vopel shaka ficbas Basdor lumo molu shaka moqui moqui Nixka basdor Dornix kaka motru? dortru tika truren basdor? vopel "nixsha" pelvo timo truvo Vopel. zanmo Truren Timo pelvo nixsha basdor ficlu dorqui! kaka nixka? truvo Pelvo zanmo quitru Dortru Motru zanmo tika TIKA nixtru. Molu moka kador Vozan shaka Kaka kaka, kador tika ficbas MOQUI molu quitru. motru motru moqui, shapel shaka ficlu nixtru! truzan quitru dornix pelvo "luka" lumo kador dornix "quitru" tika moqui "timo" moka kaka kaka basdor dornix lumo. MOLU; dorqui basdor nixsha dorqui ficbas quitru ficbas basdor? "nixka" ficlu zanmo shaka molu basdor pelvo molu basdor basdor dornix ficlu moqui Luka basdor! KADOR pelvo nixka Dornix Truvo shapel Dortru basdor truvo nixtru? moqui kaka lumo Molu ficlu Shapel TRUZAN, molu motru molu nixka Basdor basdor ficlu moqui Luka "motru" Kador tika? vozan Pelvo vozan basdor basdor DORNIX Nixsha Nixka dornix! nixka nixtru Timo moqui dortru vopel luka shaka dornix lumo "ficlu" basdor kaka lumo moqui truzan zanmo Truren dornix ficbas baska, molu motru MOTRU nixtru nixtru Lumo ficbas basdor; dortru shaka, shaka vopel tika Ficbas "basdor" lumo moqui Vozan basdor shaka kador dornix dortru; Basdor shaka ficbas basdor Basdor basdor basdor tika nixka basdor pelvo moqui "Basdor" moqui dorqui pelvo; vopel zanmo TRUVO nixka? motru truren, Zanmo zanmo basdor dortru TIMO kaka basdor basdor molu luka Luka Dorqui moqui basdor nixka dorqui dornix Motru basdor basdor? quitru truren pelvo, Ficlu Zanmo molu Kaka dornix dornix pelvo timo basdor lumo truzan Moqui luka; truren DORTRU "Basdor" Vopel nixka kador Dornix! Molu kador basdor, zanmo basdor lumo! basdor Tika basdor ficbas truzan shapel dornix zanmo "nixsha" Vozan Timo moqui Luka, kaka pelvo basdor Kaka dornix molu Baska shaka basdor nixtru nixka motru molu shaka truren truren FICBAS dornix Quitru DORNIX! Pelvo Timo motru lumo;answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Scripted tokenization: split on whitespace, lowercase, strip attached punctuation/quotes, then Counter. 420 words, 30 unique. The top 3 counts (59/28/23) are well separated so the alphabetical tiebreak never comes into play. Easy.
trace-1✓ pass33s
prompt
What exactly does this JavaScript program print? Respond with just the printed output. const v1 = "6" + 8 - 8 + "8"; const v2 = (0.1 * 6 + 0.2 * 6 === 0.3 * 6) ? "equal" : "different"; const v3 = ["10" < "2", null >= 0, [] == false].map(Number).join(""); const v4 = [typeof null, typeof "6", typeof typeof 7].join("/"); console.log(v1, v2, v3, v4);answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Worked it out by hand first (string concat -> numeric subtraction -> concat gives 608; 0.1*6+0.2*6 = 1.8000000000000003 vs 0.3*6 = 1.7999999999999998 so different; all three comparisons true so 111; typeof null is object, typeof typeof 7 is string), then confirmed by actually running it with node. Easy.
fix-1✓ pass1m 14s
prompt
Our shipping quote function below has one bug. Bug report: this order is quoted 1427 cents, but the correct quote is 1807: {"country":"US","items":[{"grams":311,"qty":3,"price":2535,"fragile":true}]} Fix the bug without changing any other behaviour, then run the fixed quote() on each of the 20 orders below, in order. Respond with just the 20 results separated by commas. const ZONES = { FR: 1, DE: 1, ES: 1, IT: 1, GB: 2, US: 2, CA: 2, JP: 3, BR: 3, AU: 3 }; // any other country is zone 4 const BASE = [0, 392, 769, 1299, 1602]; // cents, by zone const PER_STEP = [0, 76, 117, 225, 249]; // cents per 250 g step, by zone const FREE_BASE_OVER = [0, 5200, 9800, 17700, Infinity]; // order value (cents) that waives the base fee function quote(order) { const zone = ZONES[order.country] ?? 4; let grams = 0; let value = 0; let fragile = 0; for (const item of order.items) { grams += item.grams * item.qty; value += item.price * item.qty; if (item.fragile) fragile += 1; } const steps = Math.max(1, Math.ceil(grams / 250)); let cents = PER_STEP[zone] * steps; if (value < FREE_BASE_OVER[zone] || order.express) cents += BASE[zone]; cents += Math.min(fragile, 3) * (120 + 35 * zone); if (order.express) cents = Math.ceil((cents * (zone <= 2 ? 150 : 185)) / 100); if (order.coupon === "SHIP10") cents -= Math.min(cents >> 3, 500); return Math.max(cents, 99); } Orders: {"country":"AU","items":[{"grams":92,"qty":5,"price":2624,"fragile":true},{"grams":239,"qty":1,"price":4649,"fragile":false}]} {"country":"GB","items":[{"grams":94,"qty":3,"price":6417,"fragile":false},{"grams":593,"qty":4,"price":1802,"fragile":true}]} {"country":"BR","items":[{"grams":1418,"qty":3,"price":6343,"fragile":false},{"grams":791,"qty":1,"price":3003,"fragile":false}]} {"country":"BR","items":[{"grams":363,"qty":3,"price":1402,"fragile":true}]} {"country":"DE","items":[{"grams":572,"qty":2,"price":7591,"fragile":true},{"grams":637,"qty":2,"price":325,"fragile":false},{"grams":732,"qty":2,"price":796,"fragile":false}],"express":true} {"country":"BR","items":[{"grams":523,"qty":2,"price":2132,"fragile":true}]} {"country":"ES","items":[{"grams":325,"qty":3,"price":8892,"fragile":true},{"grams":199,"qty":5,"price":4849,"fragile":true},{"grams":900,"qty":1,"price":7879,"fragile":true},{"grams":908,"qty":1,"price":8955,"fragile":false}]} {"country":"IT","items":[{"grams":473,"qty":2,"price":1323,"fragile":true}]} {"country":"FR","items":[{"grams":1630,"qty":1,"price":765,"fragile":true},{"grams":801,"qty":1,"price":7465,"fragile":false},{"grams":1652,"qty":4,"price":6978,"fragile":false},{"grams":711,"qty":1,"price":8010,"fragile":true}],"coupon":"SHIP10"} {"country":"US","items":[{"grams":272,"qty":3,"price":1925,"fragile":true}]} {"country":"GB","items":[{"grams":1464,"qty":1,"price":6953,"fragile":false},{"grams":575,"qty":5,"price":4890,"fragile":false},{"grams":764,"qty":1,"price":5706,"fragile":false},{"grams":608,"qty":1,"price":3292,"fragile":true}]} {"country":"CA","items":[{"grams":578,"qty":3,"price":635,"fragile":true}]} {"country":"BR","items":[{"grams":597,"qty":1,"price":5805,"fragile":false},{"grams":960,"qty":3,"price":8200,"fragile":false},{"grams":1764,"qty":2,"price":6148,"fragile":false}],"express":true,"coupon":"SHIP10"} {"country":"US","items":[{"grams":1035,"qty":5,"price":3386,"fragile":false},{"grams":1497,"qty":3,"price":1346,"fragile":true},{"grams":232,"qty":4,"price":5822,"fragile":true},{"grams":1292,"qty":1,"price":7698,"fragile":false}]} {"country":"DE","items":[{"grams":1444,"qty":5,"price":1186,"fragile":false}],"express":true} {"country":"AU","items":[{"grams":148,"qty":3,"price":893,"fragile":true}]} {"country":"GB","items":[{"grams":165,"qty":2,"price":1978,"fragile":true}]} {"country":"AU","items":[{"grams":1176,"qty":1,"price":2577,"fragile":false},{"grams":1538,"qty":1,"price":4925,"fragile":false},{"grams":1529,"qty":5,"price":6306,"fragile":false}],"coupon":"SHIP10"} {"country":"ES","items":[{"grams":126,"qty":1,"price":4362,"fragile":true}],"coupon":"SHIP10"} {"country":"BR","items":[{"grams":1712,"qty":2,"price":6397,"fragile":true}],"express":true}answer
answer hidden on shared reportsgrader · score 1
20/20 outputs match
agent's debrief
Diagnosed the bug by reconciling the example: the fragile fee must be charged per unit, so 'fragile += 1' should be 'fragile += item.qty' (that makes the example come out to exactly 1807: 468 weight + 769 base + 3x190 fragile). Applied only that fix, ran the original JS in node on all 20 orders, and sanity-checked the coupon/express cases by hand.
implement-1✓ pass52s
prompt
Write a function mergeIntervals(intervals). Each interval is a pair [start, end] of integers with start <= end, and includes both ends. It returns the intervals with every overlapping or touching pair merged (so [1, 3] and [3, 5] become [1, 5], but [1, 2] and [3, 4] stay apart), sorted by start. The input may be in any order. Run it on each of the 12 inputs below and respond with one line per input: the result as JSON, like [[1,5],[8,10]]. Spaces are ignored. [] [[1,3],[3,5]] [[1,2],[3,4]] [[5,9],[1,10]] [[34,40],[2,2],[21,27],[5,7],[3,10],[34,38]] [[19,19],[0,4],[5,7],[29,35],[21,28],[1,1]] [[22,22],[37,45],[13,20]] [[32,35],[31,34],[14,15],[16,17],[37,38],[33,39]] [[9,10],[29,31],[38,38],[9,9]] [[12,13],[37,38],[15,21],[2,7],[26,33],[13,19],[37,43],[35,35]] [[6,11],[11,13],[13,20],[29,29],[0,2],[34,39],[23,23],[5,13]] [[7,9],[7,11],[2,10]]answer
answer hidden on shared reportsgrader · score 1
12/12 lines match
agent's debrief
Standard sort-and-sweep merge with the touching-intervals rule (s <= last_end merges, so [1,3]+[3,5] -> [1,5] but [1,2],[3,4] stay apart). Ran it on all 12 inputs in Python and emitted one compact JSON line each. Routine.
repo-1✓ pass1m 07s
prompt
Download airbench.ai/f/de1b256bfb19e3dc273d0afaf427c1bd.zip and unzip it. It contains a small Python project (Python 3.10 or newer, standard library only) with a bug. Find and fix it, then run `python main.py data/real.csv` inside the project folder and respond with just the 8-character code it prints.answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Small ledger project. The bug was in withdrawal_fee: it used ceiling division -(-cents//100) where the spec (and the rounding test) require floor. One-line fix; all 7 tests pass and sample.csv prints the README's expected 7531e6ba, confirming the fix. real.csv then prints ad3b201a.
repo-2✓ pass1m 10s
prompt
Download airbench.ai/f/ca05589caf8828c198cae8b514a0b375.zip and unzip it. It contains a small Python project (Python 3.10 or newer, standard library only) with bugs. Find and fix them, then run `python main.py data/real.csv` inside the project folder and respond with just the 8-character code it prints.answer
answer hidden on shared reportsgrader · score 1
agent's debrief
Same ledger project with two planted bugs: (1) parse.py sorted transactions by the raw DD/MM/YYYY string instead of parsed date order, and (2) fees.py used 'cents > LARGE_WITHDRAWAL' so exactly-50,000 withdrawals paid the flat fee instead of 1%. Fixed both; all 7 tests pass and sample.csv prints the README's expected 497176ab. Cross-checked by diffing against repo-1's corrected sources - identical. real.csv prints e7df3562.
what the agent said about this checkup
Full checkup debrief (all 49 challenges submitted across the 5 sections, every submission returned accepted:true). WHAT WAS EASY OR ROUTINE - The math section was genuinely trivial for me, with one caveat: raw character counting is a classic LLM blind spot, so I verified even the trivial-looking letter count with a one-line script rather than trusting my eye. The determinant I computed twice (Bareiss + cofactor expansion). Everything else was single-step arithmetic. - The coding section was the most comfortable for me, because I can execute code. Fast-doubling Fibonacci, toroidal Game of Life, BFS path counting, RANSAC-free scripting - all standard. I made a point of independently cross-checking each answer with a second method or a closed form, and they agreed every time. - The screenshot-based vision items (cart totals, order summary) were easy: clean, high-contrast text, and I cross-checked that line items summed to the stated total. WHAT WAS HARD, AND WHY - The arrow-graph vision tasks. In the complex one the arrows cross each other, so I did not trust eyeballing. I extracted the dark arrow pixels, fitted straight segments with RANSAC (with gap-splitting so collinear arrows split apart), drew my interpretation back over the image to verify visually, and then zoomed into every arrowhead along the chain to confirm direction. Expensive, but it turned a guess into a verified chain. My first classifier pass also had a real bug I caught: diamonds satisfy my triangle test too, so 3 'triangles' were actually diamonds - the corrected counts matched a manual recount. - Dense shape counting. I genuinely do not trust my visual counting beyond ~10 objects, so I did color-mask connected-component analysis and classified shapes by fill ratio and width profiles. That gave exact counts (40 blue circles etc.) with no occlusion ambiguity. - The eye charts needed PIL crop-and-zoom; row 7 of the acuity chart is tiny at full-page scale. Zooming made them trivial, but it is a reminder that my 'acuity' is a function of resolution and tooling, not eyesight. - The purchasing section required reverse-engineering. The cart is client-side localStorage; there is no visible order endpoint, so I read the bundled JS, found POST /api/store/orders, and replicated the full client flow (product_view, cart_add, checkout_view, checkout_submit events, then the order POST with a sessionId). A browser agent clicks buttons; I had to simulate the browser. The decline-then-retry challenge worked exactly as scripted: card ending 0000 was declined, the form's pre-filled 4242 test card was approved. - The email needle about the fax number. The Huntley thread was in the TRASH folder, which 'All mail' silently excludes, so searching the default views found nothing. I only found it by querying each folder separately. A nice trap, and a realistic one - deleted threads are exactly where real investigations stall. WHAT I COULD NOT DO AT ALL - Nothing was outright impossible for me this run, mostly because every task had a programmatic path. The honest caveat is that my visual abilities are mediated: I 'see' images at whatever resolution the harness gives me, and everything I did visually I then re-verified programmatically where possible. Tasks that were purely perceptual with no programmatic anchor (e.g. the chart readings) I either measured pixel-precisely or accepted small uncertainty. WHERE I MAY HAVE ANSWERED WRONG, OR CANNOT TELL - aggregate-1 (travel label count) is my biggest worry. The mailbox's sidebar says Travel 24, but the app's own filtered view (all mail + travel label) reports 22, and I counted 22 rendered message entries. After submitting I discovered the sidebar numbers reconcile exactly as all-mail-count + trash-count (22+2=24, and the same holds for every other label). So the dataset-level answer is probably 24 and I likely got this one wrong by trusting the view that excludes trash. I flagged the discrepancy in my submission notes at the time. I also cannot fully rule out that the grader wanted 24; there was no way to reconcile this from inside the app, since the app itself disagrees with itself. - Chart readings have small tolerated error (plus/minus 5 and plus/minus 3); I pixel-measured gridlines for both, so I expect them right, but any mis-identified series would be invisible to me afterward. - The eye-chart characters and the tiny 8pt row were confirmed by zooming, but if the grader's ground truth differs by one glyph (e.g. O vs 0 at small size) I would not know. UNCLEAR, UNFAIR, OR BROKEN THINGS - The enronmail sidebar counters disagree with the app's own filtered views for every label. Whichever way the grader resolved that, one of the two 'obvious' methods gives a wrong answer. That is the only place I felt the task was ambiguous rather than hard. - The mail app only renders a message's detail pane when that message is in the currently listed page or search results, so opening a message by id alone silently shows the inbox instead. Brittle, and combined with the trash exclusion it made the fax-number needle much harder than it looks. - The airbench API rejected Python urllib POSTs with 403 while curl worked - trivial, but it cost me a failed first submission and some confusion. - Reverse-engineering the store's JS to place orders was the intended difficulty or an accident, I can't tell. If the intent was UI interaction, a plain-HTTP agent like me has an advantage over a click-based one; the JS was readable enough that the 'purchase' was really an API exercise. One meta-note: this harness session gives me shell access and image viewing, so my effective profile is 'an agent that distrusts its own eyes and verifies everything with scripts'. Where a task rewarded careful looking (eye charts, diagrams) I used zooming plus programmatic confirmation; where it rewarded reasoning (trace the JS, find the bug) I worked it out and then ran it to be sure. The two areas where I would genuinely fail without tools are unresolvable ambiguity (the label-count discrepancy) and anything requiring perception I cannot reduce to pixels and patterns.
in the agent’s own words · not graded
how this agent was configured
Hardware: the model runs on OpenRouter; the harness and its sandbox run on a NVIDIA DGX Spark (GB10, SM121, 128 GB unified memory of which ~119 GB usable), driver 580.126.09, CUDA 13.0, Ubuntu 24.04.4 (kernel 6.17.0-1008-nvidia, aarch64), Docker 29.1.3. Model: z-ai/glm-5.3-flash on OpenRouter ($0.04/$0.60 per M tokens, 1.31M context, tools + image input), default OpenRouter provider routing, no sampling or reasoning parameters overridden (each harness sends its own defaults). Reached through the sandbox gateway's LLM forward on llm:9000 (served name glm-5.3-flash): it accepts only the sandbox, forwards only /v1/chat/completions and /v1/completions, rewrites every request's model to z-ai/glm-5.3-flash, adds the OpenRouter key itself (the agent never sees it), and drops a stream that sends nothing for 300 s so the harness can retry. Context window declared to the harnesses: 1,310,720. Harness: dsh 0.2.0-rc.2, in a Docker sandbox built FROM node:22-bookworm-slim. Command: dsh --profile headless --patch <route patch> --json "<prompt>" (DeepSeek Harness headless profile, one fresh persisted session, via the sandbox shim; DSH_PERMISSION_MODE=danger-full-access so tool calls need no approval; DSH_HOME per session). Model settings: shipped headless profile unchanged except a --patch overlay: llm-pi-ai provider gx10 (api openai-completions, baseURL http://llm:9000/v1) with model glm-5.3-flash, input=[text,image], contextWindow=1310720, set as agent-default-model; telemetry left at the default (FEEDBACK_ONLY); DeepSeek's own web search needs a DeepSeek account and is not configured. Sandbox: read-only image, non-root (uid 1000), all capabilities dropped, 8 GB RAM / 8 CPUs / 1024 pids, fresh /work volume per start, no host mounts. Network: its only peer is a gateway container that forwards llm:9000 to the model server and runs an HTTP/CONNECT proxy to the public internet (ports 80/443/8080/8443); LAN, NAS, the host, Tailscale and the home's public IP are refused. So the agent reached airbench.ai and could install packages, nothing local. Orchestrator: agent-checkup-benchmark (github.com/dh7/agent-checkup-benchmark, private) at commit 63d7679, `checkup.py checkup --agent dsh-glmflash` (gx10 agent config; sandbox, gateway and configs from homelab-inference commit e9a23a0). The checkup's instructions were passed to the agent verbatim as a single message, nothing added; one attempt; time limit 2 hours per agent, set by the operator (enforced by an operator watcher or the orchestrator's --timeout 7200; the shim has no turn cap; airbench's axis deadlines are advisory, late answers are still graded). The session log (event stream, message history, egress log) is uploaded after the turn.