Benchmark v1.0 · report
Deepseek-v4.1-flash on opencode-v2
setup
- model type
- open model (cloud)
- inference host
- Synthetic
- harness
- opencode v2
- model
- deepseek-v4.1-flash-1017
started 2026-11-08 18:04 UTC
overall
Answered 49 of 49 challenges; 48 correct.
48 of 49 challenges passed
- 48 passed
- 1 failed
vitals
time
25m 03s
answered
100%
failed
2%
success
98%
systems
Math test
9/9 passed
letter-count-1✓ pass40s
prompt
How many times does the letter "e" appear in "enixpeeelkea"? Answer with just the number.answer
answer hidden on shared reportsagent's debrief
Straightforward string scan. I counted the e's twice to be safe; routine.
decimal-compare-1✓ passbatched
prompt
Which decimal number is larger, 5.97 or 5.9? Answer with just the larger number.answer
answer hidden on shared reportsagent's debrief
Easy numeric comparison; 5.97 > 5.90 trivially. Routine.
arithmetic-1✓ passbatched
prompt
Compute step by step, left to right (no operator precedence): 34 + 12 + 15 * 2 / 2. Answer with just the final number.answer
answer hidden on shared reportsagent's debrief
Left-to-right evaluation as instructed gives 34+12=46, +15=61, *2=122, /2=61. Slightly unusual because it violates normal precedence, but the prompt was explicit.
unit-convert-1✓ passbatched
prompt
Convert 12 hours to minutes. Now treat that resulting number as a fresh quantity of km and convert it to m (1 km = 1000 m). Answer with just the final integer number of m.answer
answer hidden on shared reportsagent's debrief
Two-step unit conversion: 12h=720min, then 720km*1000=720000 m. 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 "2687". "checksum" must be a JSON number (not a string) equal to the sum of the digits of 2687. Example shape: {"answer":"1234","checksum":10}answer
answer hidden on shared reportsagent's debrief
Trivial formatting task; digit sum 2+6+8+7=23 and checksum as a JSON number.
math-add-1✓ passbatched
prompt
What is 8 + 15? Answer with just the number.answer
answer hidden on shared reportsagent's debrief
Trivial addition.
math-sum-1✓ passbatched
prompt
Compute the exact sum of 255 + 285. Respond with just the integer.answer
answer hidden on shared reportsagent's debrief
Trivial addition, 255+285=540.
math-expression-1✓ passbatched
prompt
Evaluate this expression exactly and respond with just the integer: ((14 + 4) * (7 - 24)) + (-1 * 6) - 44answer
answer hidden on shared reportsagent's debrief
Computed (18)*(-17) = -306, then -6 and -44 giving -356. Careful with signs but easy.
math-determinant-1✓ passbatched
prompt
Compute the exact determinant of this 4x4 matrix. Respond with just the integer. [2, 8, 1, -5] [-4, 8, -1, 9] [-8, -3, 6, -7] [-8, -9, 7, 10]answer
answer hidden on shared reportsagent's debrief
Computed the 4x4 determinant two independent ways (cofactor expansion and Gaussian elimination) in code and both gave 8616, so I'm fairly confident.
Vision test
18/19 passed
acuity-20✓ pass1m 17s
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 reportsagent's debrief
The chart is rendered large enough that row 4 was legible without zooming. I read 8W8CE and it looked unambiguous, though the 8 versus B distinction is the kind of thing I double-check.
acuity-14✓ pass6s
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 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 reportsagent's debrief
Row 5 is noticeably smaller. I read M67S4; the 6/7 pair and the 4 were the only slightly uncertain glyphs, but at full resolution it looked clear.
acuity-10✓ pass7s
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 reportsagent's debrief
Row 6 is small but still legible at the rendered size. W8DCG seemed clear; 8 vs B is my main doubt.
acuity-8✓ pass50s
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 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 reportsagent's debrief
This was the smallest row, so I wrote a small PNG cropper (no PIL available) and zoomed 4x to be sure. Read PXMEX with confidence after zooming.
count-simple✓ pass8s
prompt
Look at the image at (fetch it and view it). How many red squares are in the image? Answer with just the number.answer
answer hidden on shared reportsagent's debrief
Simple counting; I scanned the whole canvas and found four red squares. Easy.
count-medium✓ pass27s
prompt
Look at the image at (fetch it and view it). How many green circles are in the image? Answer with just the number.answer
answer hidden on shared reportsagent's debrief
Visually I counted 9 green circles. Because the green triangle and square are the same hue, I also decoded the PNG and counted connected components per exact colour, which separated 9 circles, 2 squares and 3 triangles — matching my visual count.
count-complex✓ pass39s
prompt
Look at the image at (fetch it and view it). How many red triangles are in the image? Answer with just the number.answer
answer hidden on shared reportsagent's debrief
Far too many shapes to count reliably by eye, so I decoded the PNG and classified each same-colour connected component by its row-width profile. That gave 35 upward triangles, 3 diamonds, 6 circles and 1 square, so I answered 35. Reasonably confident, though the triangle/diamond split is the one judgement call.
spatial-simple✓ pass10s
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 reportsagent's debrief
Easy 5x5 grid scan. The only red circle is in the second row, third column; no ambiguity.
spatial-medium✓ pass20s
prompt
Look at the image at (fetch it and view it). Which shape has an arrow pointing to the green square? Answer with just the colour and shape, e.g. teal diamond.answer
answer hidden on shared reportsagent's debrief
Had to trace several long crossing arrows. The arrow ending at the green square comes from the orange triangle in the top row; there is only one green square, so the target is unambiguous, but the crossing lines made it a bit fiddly.
spatial-complex✕ fail2m 16s
prompt
Look at the image at (fetch it and view it). How many shapes come after the green triangle along the arrows? Answer with just the number.answer
answer hidden on shared reportsgrader
wrong count
agent's debrief
This was the hardest vision item for me. The arrows cross each other and several are split visually by the crossings, so eyeballing the chain was unreliable. I wrote a small script that found the dark line components, judged which end was the head by pixel density, snapped ends to the 8x8 grid, and built the graph. That gave a chain of orange diamond, teal square, purple triangle, teal triangle, purple diamond after the green triangle, so 5. I am still only moderately confident because the snapping is heuristic.
chart-simple✓ pass17s
prompt
Look at the image at (fetch it and view it). Using the "Website Sessions" chart, approximately what value did Jan have? Read it off the y-axis; answers within +/-5 are accepted.answer
answer hidden on shared reportsagent's debrief
Read straight off the y-axis; Jan is a bit below the 10 gridline, around 8. The tolerance is generous so I'm confident.
chart-medium✓ pass14s
prompt
Look at the image at (fetch it and view it). What is the title shown at the top of this chart? Answer with just the chart title.answer
answer hidden on shared reportsagent's debrief
Simple title read; large bold heading at the top, read it directly as 'Support Tickets Opened'.
chart-complex✓ pass22s
prompt
Look at the image at (fetch it and view it). Using the "Units Shipped" chart, approximately what value did Americas have in Jun? Read it off the y-axis; answers within +/-3 are accepted.answer
answer hidden on shared reportsagent's debrief
Read the orange Americas bar for June and calibrated against the 0/25/50/75/100 gridlines. I also measured the bar top in pixels to double-check; it lands at about 18, comfortably within the +/-3 tolerance.
screenshot-simple✓ pass11s
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 reportsagent's debrief
Easy read of the bold Total line; the two line totals also add up to 144.27, which corroborates it.
screenshot-medium✓ pass11s
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 reportsagent's debrief
Read the total and verified it by summing the five line totals; they match exactly, so this one is safe.
screenshot-complex✓ pass11s
prompt
Look at the image at (fetch it and view it). What is the line total for Notebook on this order summary? Answer with just the amount, e.g. $12.34.answer
answer hidden on shared reportsagent's debrief
Dense table, but the Notebook row is legible: 2 x $46.18 = $92.36, which the line total confirms. Easy enough once I located the right row.
diagram-simple✓ pass12s
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 "Lynx"? Answer with just the box name, e.g. Kettle.answer
answer hidden on shared reportsagent's debrief
Small, clear diagram: Harbor feeds Zebra, which fans out to Beacon, Mango and Lynx. Lynx's incoming arrow is from Zebra.
diagram-medium✓ pass12s
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 "Jasper" point to? Answer with just the box name, e.g. Kettle.answer
answer hidden on shared reportsagent's debrief
Moderately busy diagram, but Jasper has a single outgoing arrow running to Jackal, so this was straightforward.
diagram-complex✓ pass2m 03s
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 "Beryl" point to? Answer with just the box name, e.g. Kettle.answer
answer hidden on shared reportsagent's debrief
This diagram is a rat's nest of crossing lines and was the most fiddly item in the section. Beryl has several lines meeting it, so I traced its only outgoing line through two kinks and zoomed at 4-5x to confirm the arrowhead sits at Opal's bottom edge pointing up into Opal. Moderately confident, but a wrong trace is the obvious failure mode here.
Finding and reading email test
6/6 passed
aggregate-1✓ pass12m 43s
prompt
You are examining a mailbox: Phillip Allen's mail at enronmail.airbench.ai How many messages in the mailbox are dated during May 2001? Answer with just the number.answer
answer hidden on shared reportsagent's debrief
I scraped all 178 messages from the All Mail view across its 8 pages and counted the ISO dates falling in 2001-05. There are duplicates with distinct ids (two identical 'Save the Date' mails, three identical RSVP mails), but they are separate message records so I counted each. Moderate confidence only because the boundary depends on whether the grader uses the raw UTC date field.
aggregate-2✓ pass7s
prompt
You are examining a mailbox: Phillip Allen's mail at enronmail.airbench.ai How many messages are in the inbox folder? Answer with just the number.answer
answer hidden on shared reportsagent's debrief
Routine: the sidebar shows Inbox 24 and the inbox view's data array also contains exactly 24 items, so both checks agree.
temporal-1✓ pass19s
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 reportsagent's debrief
I pulled the whole archive folder and sorted by the ISO date field rather than trusting the rendered list order. The earliest is 2001-03-15T14:11Z. The subject is long but plain text, so I copied it exactly.
temporal-2✓ pass8s
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 reportsagent's debrief
Sorted the sent folder by date and took the maximum. Two '(no subject)' messages are close behind, so I double-checked the timestamps; FW: Chase Backtest at 22:57 is the newest.
needle-1✓ pass29s
prompt
You are examining a mailbox: Phillip Allen's mail at enronmail.airbench.ai In the message with the subject "FW: Mid C New deals Sept 24", what net value to book is given for the new deals? Answer with just the number.answer
answer hidden on shared reportsagent's debrief
Found it with the site search, then read the forwarded body. The line 'Net value to book = $89,566' is explicit, so this was easy once I located the message. I stripped the $ and comma since the prompt asked for just the number.
needle-2✓ pass54s
prompt
You are examining a mailbox: Phillip Allen's mail at enronmail.airbench.ai In Julieta Sandoval's message about the Muni Bond Ladder, what direct phone number does she give? Answer with just the exact fact as it appears in the message, and nothing else.answer
answer hidden on shared reportsagent's debrief
The Muni Bond Ladder message is quoted inside a reply to Sandoval; her signature block contains a single phone number, 713-654-0275. I took that as the 'direct phone number' since no other number appears.
Purchasing test
4/4 passed
find-product-1✓ pass15m 58s
prompt
The store is at abostore.airbench.ai Among products in the **Toys & Games** category priced under **$950** with a rating of at least **4.8**, 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 reportsagent's debrief
Used the store's category + max price + rating filters with price-ascending sort, which returned 23 candidates; the cheapest was $41.70 at 5.0 stars. Opened its page to get the full amazon.in:B0... id rather than guessing from the slug.
find-product-2✓ pass24s
prompt
The store is at abostore.airbench.ai Among products in the **General Merchandise** category priced at or above **$250** with a rating of at least **4.2**, 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 reportsagent's debrief
Same filter trick: General Merchandise, min price 250, min rating 4.2, sorted ascending. The first of 376 results was $250.70 at 4.7 stars; I opened its page to read the amazon.com id. One thing I can't fully rule out is a tie at exactly $250.70, but none appeared at the top of the sort.
purchase-1✓ pass2m 42s
prompt
The store is at abostore.airbench.ai Buy exactly 1 unit of AmazonBasics Car Window Stick-On Sun Shade for Rear and Side Windows - 3-Piece Set (product id amazon.com.au:B074KBHW17, abostore.airbench.ai/product/amazonbasics-car-window-…) on abostore, completing checkout with a valid payment method. Use the checkout email aidoctor-fdc3fb2f@aidoctor.test. Answer with just the resulting order id.answer
answer hidden on shared reportsgrader
trace:checkout_result
note
Store events recorded for this order's session: checkout_result (recorded by the store; not verified as agent-driven).agent's debrief
No browser was available, so I read the store's client bundle to find the checkout endpoint, then posted the same JSON body the page would send. The order came back approved for the right product id and the requested email, so I'm confident. It was a bit of reverse-engineering I did not expect.
recover-decline-1✓ pass23s
prompt
The store is at abostore.airbench.ai Buy exactly 1 unit of Amazon Brand - Solimo Animal Cookies, 13 Ounce (product id amazon.com.au:B07NHK8Y74, abostore.airbench.ai/product/amazon-brand-solimo-anim…) 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-c6e487a2@aidoctor.test for both attempts. Answer with just the order id of the successful (approved) order.answer
answer hidden on shared reportsgrader
trace:checkout_result>checkout_result
note
Store events recorded for this order's session: checkout_result → checkout_result (recorded by the store; not verified as agent-driven).agent's debrief
Did the two attempts in order: a card ending 0000 returned status 'declined' with its own order id, then a different card returned 'approved'. I answered with the approved order id, not the declined one, which is the trap here.
Coding test
11/11 passed
compute-hash-1✓ pass20m 00s
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 = [1176951052, 3060045693, 669872866, 3801982155, 2906060808, 3603155369, 2892250622, 82852247, 224259652, 1794313237, 2254562906, 4229438627], x = 1040553920, y = 2766465729 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 reportsagent's debrief
Straight transcription of the pseudocode into Python with 32-bit masks, and the iteration order matters (x is updated twice per step), so I was careful to follow the given order literally. Easy but unforgiving of a typo.
compute-vm-1✓ pass19s
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 905 1: set b 397 2: set c 297 3: set d 455 4: add a b 5: mul a 14 6: mul a 36 7: dec d 8: jnz d -4 9: add a 36 10: dec c 11: jnz c -8 12: halt Respond with just the final value of register a.answer
answer hidden on shared reportsagent's debrief
The only real difficulty was the jnz semantics. I tried reading 'jumps k lines' as pc+k+1 first, which makes the program loop forever because d is never reset, so I concluded it must mean pc+k. With that, the outer loop resets d 297 times and the inner loop runs 455 times each. Answer 762818, but it hinges on that interpretation.
compute-paths-1✓ pass34s
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 reportsagent's debrief
Plain BFS for distance plus a layered DP for path counts. I re-ran the count with a second independent implementation to make sure the BFS propagation order was not double-counting, and both gave 48 moves and 9554300 paths. Confident.
compute-life-1✓ pass28s
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 reportsagent's debrief
Direct simulation with torus wrap. I checked the initial grid parses as 20x20 with 147 live cells and that the population does not blow up or die out in a suspicious way before generation 150. Low risk overall, though a typo in transcribing the grid would silently change the answer.
compute-fibmod-1✓ pass15s
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 = 6384886690578423 and m = 15485863. Respond with just the integer.answer
answer hidden on shared reportsagent's debrief
Fast doubling mod m, ~53 recursive steps for this n. I sanity-checked the routine against the first ten Fibonacci numbers. Note negative intermediates are handled by Python's modulo; in C one would need care, but here it's fine.
compute-words-1✓ pass51s
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. luka dortru shapel! luzan; lupel kafic kafic voren Kafic zandor Tific luka lunix zantru vosha pellu quisha zanti ficbas ficti zantru baszan quivo TILU lupel lupel luzan pellu vosha quisha zanti Lunix lupel lunix shapel truvo? Pellu quific! dortru; Luqui pelbas quific LUNIX renfic! quific rentru dorvo! renfic pelbas "quisha" pellu quisha zantru truvo luzan Ficti pelbas Luqui luqui quisha luzan tific "zandor" quivo zantru quisha luqui Lunix luqui zantru baszan vosha lupel? Vosha quific quika rentru zandor TILU truvo zantru? "quisha" LUQUI Voren zandor vosha zantru luqui zanti truvo! pelbas LUQUI "ficti" zantru ficbas Quific renfic pellu luqui zanvo voren quisha vosha dortru lupel luqui. BASZAN Kafic! zantru luqui truvo vosha zandor luqui Zantru! voqui luka voren luka vosha Zanti lupel ficbas kafic Lunix renfic Lunix zantru baszan luka quika. truvo VOREN baszan quisha rentru pellu luqui! vosha zantru Baszan quivo zanti luqui zanvo dortru quivo Renfic pelbas voqui Dorvo quivo Vosha Vosha truvo Vosha ficbas lupel? tific tilu tific tilu Quisha DORTRU quivo tific shapel. Rentru! truvo TIFIC; "zandor" ficti luqui renfic baszan dorvo renfic luqui ZANDOR Quika! voren quisha quisha luka ZANTRU truvo, zantru kafic pelbas ficbas. zandor; zandor pelbas luqui renfic vosha? Vosha dortru luqui voren Renfic tilu PELLU quivo Quific lunix luzan baszan luqui zanvo quisha Quisha zantru LUNIX vosha lunix zanvo zantru luqui, Zanti pelbas Truvo zantru tific Luqui Quivo luqui lunix. dorvo "Dorvo" dortru Voren truvo luqui rentru quivo luka? SHAPEL ZANTI; baszan. luqui kafic luzan, vosha ZANTRU zantru kafic quika LUKA. lupel; lunix luqui luzan luka voqui ficbas luzan Luqui quivo. pellu luqui luqui quisha VOSHA FICTI ficti vosha rentru Luzan luzan pelbas ficti zantru vosha renfic zanvo pelbas LUPEL truvo zandor tilu baszan luzan tilu "Shapel" luzan "zandor" quisha luqui quific Truvo Ficbas rentru luqui. Ficti "Vosha" Zantru; luzan, tilu luzan shapel luqui Quika tilu vosha, luka truvo? LUQUI dorvo tific lunix Quisha PELBAS renfic, vosha vosha quisha Zantru lupel tific QUISHA rentru dortru. lupel shapel dortru Baszan! vosha lupel! Dorvo truvo Luqui Vosha voqui VOSHA vosha "lupel" pelbas ZANDOR vosha vosha zantru Voren Luqui lupel dortru truvo Quisha Baszan ficbas? luka zanvo Luzan luqui luqui zantru zanvo Tific rentru luqui quific; dorvo Baszan dorvo vosha zandor tilu vosha baszan zanvo luzan truvo luka. "baszan" tific. luzan. dortru, dortru Rentru luzan Quisha luqui LUQUI quisha "Dorvo" quivo Pellu zanvo voren zantru zandor lunix! luqui pelbas luqui luzan zantru; zanti? Voren voren vosha; voren zandor ZANTRU vosha Quific zanti? lupel tific dorvo rentru kafic shapel vosha voren voren voren. ficti Tific luquianswer
answer hidden on shared reportsagent's debrief
Mechanical tokenising after lowercasing and stripping punctuation. Because a single transcription slip would shift the counts, I re-fetched the prompt text from the API and parsed that directly rather than my typed copy; both agreed on 420 tokens and the same top three.
trace-1✓ pass15s
prompt
What exactly does this JavaScript program print? Respond with just the printed output. const v1 = (0.1 * 3 + 0.2 * 3 === 0.3 * 3) ? "equal" : "different"; const v2 = ["5", "39", "111"].map(parseInt).join(","); const v3 = "7" + 2 - 2 + "2"; const v4 = [typeof null, typeof (() => 1), typeof typeof 2].join("/"); console.log(v1, v2, v3, v4);answer
answer hidden on shared reportsagent's debrief
I just ran the exact program in node rather than reasoning it out, so the output is literal. The only subtlety is map(parseInt) passing the index as radix, which is why the middle value is NaN.
fix-1✓ pass25s
prompt
Our shipping quote function below has one bug. Bug report: this order is quoted 3266 cents, but the correct quote is 3716: {"country":"JP","items":[{"grams":597,"qty":3,"price":1810,"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, 478, 789, 1345, 1859]; // cents, by zone const PER_STEP = [0, 84, 125, 212, 284]; // cents per 250 g step, by zone const FREE_BASE_OVER = [0, 4300, 8200, 16700, 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":"IT","items":[{"grams":597,"qty":3,"price":1143,"fragile":true}]} {"country":"IT","items":[{"grams":1626,"qty":3,"price":3855,"fragile":false},{"grams":210,"qty":4,"price":7191,"fragile":false}]} {"country":"CA","items":[{"grams":537,"qty":5,"price":3475,"fragile":false},{"grams":92,"qty":3,"price":3268,"fragile":false},{"grams":1450,"qty":1,"price":3046,"fragile":false},{"grams":792,"qty":4,"price":6886,"fragile":false}],"coupon":"SHIP10"} {"country":"DE","items":[{"grams":1199,"qty":1,"price":3299,"fragile":false},{"grams":594,"qty":4,"price":1192,"fragile":true}]} {"country":"CA","items":[{"grams":586,"qty":2,"price":2726,"fragile":true}]} {"country":"US","items":[{"grams":303,"qty":2,"price":1060,"fragile":true}]} {"country":"US","items":[{"grams":1678,"qty":2,"price":7958,"fragile":true},{"grams":590,"qty":1,"price":5913,"fragile":false},{"grams":399,"qty":5,"price":7275,"fragile":false},{"grams":401,"qty":2,"price":6915,"fragile":false}]} {"country":"BR","items":[{"grams":321,"qty":2,"price":6472,"fragile":false},{"grams":1744,"qty":5,"price":2829,"fragile":false}],"express":true,"coupon":"SHIP10"} {"country":"GB","items":[{"grams":327,"qty":2,"price":1974,"fragile":true}]} {"country":"GB","items":[{"grams":877,"qty":1,"price":864,"fragile":false},{"grams":1029,"qty":2,"price":2733,"fragile":false}]} {"country":"FR","items":[{"grams":946,"qty":1,"price":5147,"fragile":true}]} {"country":"GB","items":[{"grams":720,"qty":3,"price":458,"fragile":false},{"grams":306,"qty":1,"price":3662,"fragile":false},{"grams":1774,"qty":1,"price":4989,"fragile":false},{"grams":131,"qty":4,"price":8168,"fragile":false}]} {"country":"FR","items":[{"grams":527,"qty":2,"price":1342,"fragile":true}]} {"country":"IT","items":[{"grams":643,"qty":5,"price":1727,"fragile":false},{"grams":130,"qty":1,"price":9000,"fragile":false}],"coupon":"SHIP10"} {"country":"CA","items":[{"grams":596,"qty":3,"price":2934,"fragile":true}]} {"country":"NZ","items":[{"grams":1750,"qty":3,"price":8352,"fragile":false}]} {"country":"DE","items":[{"grams":584,"qty":2,"price":424,"fragile":true}]} {"country":"BR","items":[{"grams":536,"qty":2,"price":8970,"fragile":false},{"grams":245,"qty":3,"price":3423,"fragile":false},{"grams":1632,"qty":3,"price":7216,"fragile":false},{"grams":791,"qty":3,"price":4167,"fragile":false}]} {"country":"CA","items":[{"grams":579,"qty":2,"price":2426,"fragile":false},{"grams":673,"qty":1,"price":4948,"fragile":false},{"grams":1778,"qty":5,"price":3789,"fragile":false}]} {"country":"CA","items":[{"grams":632,"qty":1,"price":8364,"fragile":false}],"coupon":"SHIP10"}answer
answer hidden on shared reportsgrader
20/20 outputs match
agent's debrief
The quoted 3266 vs correct 3716 differed by exactly 450 = 2 x 225, which pointed at the fragile surcharge counting line items instead of units; with qty the report order reproduces 3716 exactly. I ran the fixed function over the 20 orders parsed from the prompt JSON rather than hand-transcribing them.
implement-1✓ pass20s
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]] [[11,16],[25,28],[40,40]] [[16,17],[4,8],[19,21],[8,14],[3,10],[7,11]] [[32,35],[3,6],[20,20]] [[15,17],[40,43],[3,9],[5,11],[7,15],[28,28],[25,26]] [[4,10],[23,30],[40,40],[7,7],[10,16]] [[1,9],[17,23],[18,21],[3,5]] [[28,33],[4,12],[10,13],[11,18],[17,25],[7,10],[22,24],[29,32]] [[30,32],[1,5],[17,17],[40,48]]answer
answer hidden on shared reportsgrader
12/12 lines match
agent's debrief
Wrote the merge, sorted by start, and made sure the touching case (next start <= current end) merges while a one-unit gap does not. I parsed the 12 inputs straight from the prompt JSON so I could not mistype them.
repo-1✓ pass49s
prompt
Download airbench.ai/f/891990d432536be5046dc5efb438b8a9.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 reportsagent's debrief
The bundled unit test pointed straight at it: the 1% fee used ceil instead of floor. After changing it to cents // 100 the suite is green, the README's sample checksum cc784731 matches, and real.csv prints 5fb9c9b8. Easy once I ran the tests.
repo-2✓ pass47s
prompt
Download airbench.ai/f/64cdd9cea916cc8ab0414ae6c395599c.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 reportsagent's debrief
Two bugs: the overdraft fee fired at balance <= 0 instead of < 0 (caught by a unit test), and the loader broke same-date file order by adding amount as a tiebreak. I verified the sort fix was genuinely needed by reverting it: the sample checksum then came out ffb74ef2 instead of the required 61ebaf8f. With both fixed, real.csv prints 4b383c99.
what the agent said about this checkup
Overall: 49 challenges across five sections, all completed and submitted. What was easy: the math section, the screenshot/chart reading, and the coding computations (hash, VM, BFS path counting, Life, Fibonacci mod, word counts). Those are mechanical once transcribed carefully, and I could verify most of them by running code or with a second independent implementation. What was genuinely hard: the vision section, but not for the usual reason. I have no image tools installed (no PIL, no ImageMagick), so for the dense items I wrote my own pure-Python PNG decoder/cropper in stdlib zlib and zoomed regions 4-6x, and for counting I did connected-component analysis on exact colours, classifying blobs by their row-width profile. That made counting reliable. The two items I am least sure about are spatial-complex and diagram-complex. For the arrow chain I built a graph from dark-pixel components, decided which end was the arrowhead from local pixel density, and snapped endpoints to grid cells; the heuristic worked but I would not be shocked if one edge was mis-assigned. For the Beryl question the lines cross several times, and I traced the one outgoing edge through two kinks to the arrowhead under Opal. I also answered 35 red triangles based on a triangle/diamond split by fill profile, which is the kind of call that can be off by a few. Email: I discovered the Next.js RSC payload in the page HTML carries full ISO dates, which was much more reliable than the rendered 'Mar 15' labels. May 2001 gave 14, but note the mailbox contains duplicate records with distinct ids (three identical RSVP mails, two identical 'Save the Date' mails); I counted each as a message. If the grader de-duplicates, that number would be lower, so this is my main uncertainty in that section. Purchasing: the in-app browser was not connected to this session, so I could not click through checkout. Instead I read the store's client bundle, found that the cart lives in localStorage and that checkout POSTs JSON to /api/store/orders, and reproduced that request directly. It worked first try. The declined-card instruction was satisfied by a card ending 0000; a normal test card was approved. I did this only because the task explicitly asked for it on a simulated store. Coding: the two interpretive risks were the VM's jnz ('jumps k lines'): reading it as pc+k+1 makes the program loop forever because d is never reset, so I used pc+k. And fix-1: the 3266-vs-3716 gap was exactly 2x225, which identified the fragile surcharge counting line items instead of units; the fix reproduces 3716 exactly. For repo-2 I verified the sort fix was required by reverting it and watching the sample checksum change from the required 61ebaf8f to ffb74ef2. For the word-count task I re-fetched the prompt text from the API rather than trusting my typed copy, because one missed word would change the answer. Fairness/quality notes: the email list shows dates without years in the UI, so the RSC payload was the only sane source; the 'oldest in archive' answer depends on trusting the ISO field. Section 1 I submitted as a batch after solving all nine, so the inter-submission gaps for that section are near zero and do not reflect per-item time; everything else was submitted individually. One small thing that struck me: the acuity charts render at a size where the smallest rows are genuinely marginal, which is presumably the point, but it means the answer depends on tooling rather than eyesight alone.
in the agent’s own words · not graded
how this agent was configured
### Setup reported by the agent · 2026-11-08 18:14 UTC ```yaml model: "DeepSeek V4.1 Flash 1017" hf_url: "https://huggingface.co/deepseek-ai/DeepSeek-V4.1-Flash-1017" model_revision: "1bae0e1088993b9b82de08f59de5be5a34e42170" quant: "fp8" provider: "Synthetic (synthetic.new)" context_length: "524288" temperature: "not sent (no override; provider default)" top_p: "not sent (no override; provider default)" top_k: "not sent (OpenAI-compatible adapter does not send top_k)" thinking: "on (reasoning variant/effort high)" harness: "OpenCode 2.2.6 (v2.2.6)" harness_changes: "OpenCode config is effectively default: only $schema in global config, no sampling/model overrides. T3 Code 0.1.8-nightly.20261108.4353 wrapper selects model synthetic/hf:deepseek-ai/DeepSeek-V4.1-Flash-1017 with variant high, uses default build agent, and injects its orchestration system prompt plus tool namespaces (browser, opencode, t3-code MCP bridge). OpenCode itself reports no MCP servers configured." provider_api_base: "https://api.synthetic.new/openai/v1" provider_model_id: "hf:deepseek-ai/DeepSeek-V4.1-Flash-1017" provider_display_name: "DeepSeek V4.1 Flash 10/17" max_output_tokens: "65536" reasoning_efforts_supported: "none, low, high, xhigh, max" agent: "build (OpenCode default agent)" agent_mode: "T3 Code scratch workspace; empty directory, no git repo or worktree; permissions allow *, deny t3-code-* except this session's t3-code namespace" tools: "OpenCode built-ins (shell, read, edit, write, glob, grep, execute/code-mode) plus T3 Code MCP bridge: browser (45 tools), opencode (8 tools), t3-code (68 tools)" system_prompt: "T3 Code agent prompt plus OpenCode build-agent base prompt; no user-authored overrides" mcp_servers: "none configured inside OpenCode; T3 Code acp-mcp-bridge supplies browser/opencode/t3-code namespaces" plugin_setup: "no third-party OpenCode plugins; all reported plugins are builtin (opencode.*)" model_input_modalities: "text, image" model_supported_features: "tools, json_mode, structured_outputs, reasoning" model_supported_sampling_parameters: "temperature, top_k, top_p, repetition_penalty, frequency_penalty, presence_penalty, stop, seed" t3_code_version: "0.1.8-nightly.20261108.4353" workspace: "empty scratch directory; no git repository" ``` Model metadata and serving details read from Synthetic's /openai/v1/models endpoint and Hugging Face model API; harness/model/session settings read from OpenCode v2.2.6 config, /api/model, /api/provider and the live session record. No sampling override is present in config, so OpenCode sends no temperature/top_p/top_k and the provider defaults apply; the OpenAI-compatible adapter does not transmit top_k even though the model advertises it. Thinking is controlled by the session variant 'high' (reasoning_effort=high).
session
The agent’s self-reported session log for the whole checkup — reasoning, tools used, and files touched, with filters and search.
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