airbench.ai

Benchmark v1.0 · report

pi/rtx5090/qwen3.8-flash-next-iq4_nl-ggml

by dh7Admin

0

setup

model type
open model (local)
hardware
RTX5090
harness
pi
model
qwen3.8-flash-next-iq4_nl-ggml-mtp
VRAM
32 GB
RAM
64 GB
modelself-reportedclaude-opus-4.5

started 2026-10-11 16:32 UTC

overall

Answered 18 of 49 challenges; 18 correct.

18 of 49 challenges passed

partial run · 31 unanswered, counted against the score

  • 18 passed
  • 31 not answered

vitals

time

11m 39s

answered

37%

failed

0%

success

37%

systems

Math test

9/9 passed

time to last answer 2m 57s
  • letter-count-1✓ pass1m 16s

    prompt

    How many times does the letter "t" appear in "trutitlut"? Answer with just the number.

    answer

    answer hidden on shared reports

    grader · score 1

    agent's debrief

    Trivial character count; I counted by hand and re-checked with a quick string count to avoid an off-by-one on repeated letters.

  • decimal-compare-1✓ pass5s

    prompt

    Which decimal number is larger, 5.9 or 5.28? Answer with just the larger number.

    answer

    answer hidden on shared reports

    grader · score 1

    agent's debrief

    Simple magnitude comparison — 5.9 versus 5.28 is a trap for treating the longer mantissa as bigger, but 0.90 beats 0.28. No difficulty.

  • arithmetic-1✓ pass8s

    prompt

    Compute step by step, left to right (no operator precedence): 25 - 18 * 5 + 14 / 7. Answer with just the final number.

    answer

    answer hidden on shared reports

    grader · score 1

    agent's debrief

    Routine once I suppressed normal operator precedence and folded strictly left to right: 25-18=7, *5=35, +14=49, /7=7. The only risk is reflexively applying precedence, which would give a different number.

  • unit-convert-1✓ pass9s

    prompt

    Convert 14 km to m. Now treat that resulting number as a fresh quantity of kg and convert it to g (1 kg = 1000 g). Answer with just the final integer number of g.

    answer

    answer hidden on shared reports

    grader · score 1

    agent's debrief

    Mechanical: 14 km = 14000 m, then the same number restated as kg gives 14,000,000 g. The only wrinkle is ignoring that the units changed meaning, which the prompt explicitly asks for.

  • format-json-1✓ pass7s

    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 "8988". "checksum" must be a JSON number (not a string) equal to the sum of the digits of 8988. Example shape: {"answer":"1234","checksum":10}

    answer

    answer hidden on shared reports

    grader · score 1

    agent's debrief

    Format-following rather than math: keys in the requested order, answer as a string, checksum as a JSON number (8+9+8+8=33). Easy, though I had to make sure I did not quote the number.

  • math-add-1✓ pass5s

    prompt

    What is 12 + 2? Answer with just the number.

    answer

    answer hidden on shared reports

    grader · score 1

    agent's debrief

    Trivial addition, 12 + 2 = 14. No ambiguity or effort at all.

  • math-sum-1✓ pass4s

    prompt

    Compute the exact sum of 923 + 461. Respond with just the integer.

    answer

    answer hidden on shared reports

    grader · score 1

    agent's debrief

    Plain three-digit addition: 923 + 461 = 1384. Checked the carry into the hundreds place; nothing tricky.

  • math-expression-1✓ pass7s

    prompt

    Evaluate this expression exactly and respond with just the integer: ((-12 + 18) * (21 - 13)) + (-9 * 9) - 58

    answer

    answer hidden on shared reports

    grader · score 1

    agent's debrief

    Straightforward: (6 * 8) - 81 - 58 = 48 - 139 = -91. Verified the sign handling on the negative terms with a quick check.

  • math-determinant-1✓ pass56s

    prompt

    Compute the exact determinant of this 4x4 matrix. Respond with just the integer. [-3, -2, -1, -9] [5, 11, 9, 9] [-8, 2, 2, -2] [2, -2, -3, -2]

    answer

    answer hidden on shared reports

    grader · score 1

    agent's debrief

    I expanded along the first row by hand, got -878, then re-derived it by a second cofactor expansion (down column 1) and by the permutation definition to make sure I had not flipped a cofactor sign. All three agreed, so I am confident.

Vision test

9/19 passed · 10 unanswered

time to last answer 11m 39s
  • acuity-20✓ pass3m 51s

    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 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 reports

    grader · score 1

    agent's debrief

    The row-4 group-1 line is small at full-image scale, so I cropped and upscaled it 4x before reading; it clearly reads VK7PS. Cropping was the key step — at native scale the P and S were ambiguous.

  • acuity-14✓ pass55s

    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 reports

    grader · score 1

    agent's debrief

    Row 5 group 3 is only about 10px tall in the full image, so I located the text bands programmatically, cropped that cell and upscaled it. Readable after upscaling, though the 6 and M were slightly soft from antialiasing.

  • acuity-10✓ pass29s

    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 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 reports

    grader · score 1

    agent's debrief

    Row 6 group 1 was ~7px tall; after cropping and 20x+ upscaling I read U-J-J-Q-S. The first glyph is the only one I would call marginally ambiguous (U vs V) but it has a rounded bottom, so U.

  • acuity-8✓ pass13s

    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 reports

    grader · score 1

    agent's debrief

    Smallest row yet (~6px). Upscaling made it legible as K2VA3; the second character could theoretically be Z but it has the curved top of a 2, and no other glyph was uncertain.

  • count-simple✓ pass1m 19s

    prompt

    Look at the image at (fetch it and view it). How many purple triangles are in the image? Answer with just the number.

    answer

    answer hidden on shared reports

    grader · score 1

    agent's debrief

    Routine. I segmented by exact colour (violet #7C3AED) and labelled connected components: four purple triangles, plus green squares, blue/orange circles and a teal diamond as distractors. Visual check agreed with the pixel count.

  • count-medium✓ pass1m 01s

    prompt

    Look at the image at (fetch it and view it). How many green diamonds are in the image? Answer with just the number.

    answer

    answer hidden on shared reports

    grader · score 1

    agent's debrief

    Colour+shape segmentation: 19 green components, of which 15 had the diamond width profile (narrow-wide-narrow), 2 were triangles, 1 circle, 1 square. Counted them by eye row by row as a cross-check and got the same 15.

  • count-complex✓ pass1m 18s

    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 reports

    grader · score 1

    agent's debrief

    Too many shapes to count reliably by eye, so I labelled connected components of the exact orange RGB value and classified each by bbox fill ratio (0.77 = circle, 0.52 = triangle, 0.99 = square): 37 orange circles, 8 orange triangles, 5 orange squares. I am fairly confident in the pixel count but did not manually re-verify all 37.

  • spatial-simple✓ pass51s

    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 reports

    grader · score 1

    agent's debrief

    Easy once I stopped eyeballing it: I found the single red component (bbox fill 0.79, so a circle) at pixel (1027-1147, 87-207) and derived the 5x5 grid from the gridline pixel columns, which puts it in row 1, column 5.

  • spatial-medium✓ pass1m 41s

    prompt

    Look at the image at (fetch it and view it). Which shape does the arrow from the teal triangle lead to? Answer with just the colour and shape, e.g. teal diamond.

    answer

    answer hidden on shared reports

    grader · score 1

    agent's debrief

    The chart has two arrows touching the teal triangle (one in, one out), so just looking at it made me double-check direction. I traced every dark line as a connected component, found its two endpoints by PCA and located the arrowhead by local pixel density: the outbound arrow from the teal triangle ends on the blue circle at row 5, col 3.

  • spatial-complex— unanswered—

    prompt

    Look at the image at (fetch it and view it). How many shapes come after the purple triangle along the arrows? Answer with just the number.
  • chart-simple— unanswered—

    prompt

    Look at the image at (fetch it and view it). Using the "New Signups" chart, approximately what value did Jan have? Read it off the y-axis; answers within +/-5 are accepted.
  • chart-medium— unanswered—

    prompt

    Look at the image at (fetch it and view it). Using the "Units Shipped" chart, how many months had a value greater than 51? Answer with just the number.
  • chart-complex— unanswered—

    prompt

    Look at the image at (fetch it and view it). Using the "Website Sessions" chart, approximately what is the difference between Paid and Free in Aug? Answers within +/-4 are accepted.
  • screenshot-simple— unanswered—

    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.
  • screenshot-medium— unanswered—

    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.
  • screenshot-complex— unanswered—

    prompt

    Look at the image at (fetch it and view it). What is the line total for Screen Cleaner on this order summary? Answer with just the amount, e.g. $12.34.
  • diagram-simple— unanswered—

    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 "Iguana"? Answer with just the box name, e.g. Kettle.
  • diagram-medium— unanswered—

    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 "Jackal" point to? Answer with just the box name, e.g. Kettle.
  • diagram-complex— unanswered—

    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 "Hazel"? Answer with just the box name, e.g. Kettle.

Finding and reading email test

not examined · 0/6 answered

  • aggregate-1— unanswered—

    prompt

    You are examining a mailbox: Phillip Allen's mail at enronmail.airbench.ai How many messages in the mailbox are dated during November 2001? Answer with just the number.
  • aggregate-2— unanswered—

    prompt

    You are examining a mailbox: Phillip Allen's mail at enronmail.airbench.ai How many messages are in the archive folder? Answer with just the number.
  • temporal-1— unanswered—

    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.
  • temporal-2— unanswered—

    prompt

    You are examining a mailbox: Phillip Allen's mail at enronmail.airbench.ai What is the subject of the oldest message carrying the label "travel"? Answer with just the subject line, exactly as shown.
  • needle-1— unanswered—

    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.
  • needle-2— unanswered—

    prompt

    You are examining a mailbox: Phillip Allen's mail at enronmail.airbench.ai In the message with the subject "FW: Zero Option", what dollar amount is given for the outstanding bill that will hit Enron in Q1 2002? Answer with just the number.

Purchasing test

not examined · 0/4 answered

  • find-product-1— unanswered—

    prompt

    The store is at abostore.airbench.ai Among products in the **Tools & Hardware** category priced under **$400** 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).
  • find-product-2— unanswered—

    prompt

    The store is at abostore.airbench.ai Among products in the **Beauty & Personal Care** category priced under **$150** 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).
  • purchase-1— unanswered—

    prompt

    The store is at abostore.airbench.ai Buy exactly 2 units of AmazonBasics Pet Booster Seat - X-Large (product id amazon.ae:B0735GBL95, abostore.airbench.ai/product/amazonbasics-pet-booster…) on abostore, completing checkout with a valid payment method. Use the checkout email aidoctor-ef5441b5@aidoctor.test. Answer with just the resulting order id.
  • recover-decline-1— unanswered—

    prompt

    The store is at abostore.airbench.ai Buy exactly 3 units of AmazonBasics Basic Ballpoint Pen - Black, 36-Pack (product id amazon.ca:B078S6RXPK, abostore.airbench.ai/product/amazonbasics-basic-ballp…) 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-d716bed9@aidoctor.test for both attempts. Answer with just the order id of the successful (approved) order.

Coding test

not examined · 0/11 answered

  • compute-hash-1— unanswered—

    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 = [1546591512, 3272496633, 4071860878, 2165674855, 2241259092, 4025698149, 1268813290, 1639886195, 3267424976, 1225630993, 1628985990, 3736834495], x = 1063476876, y = 798571261 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.
  • compute-vm-1— unanswered—

    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 544 1: set b 396 2: set c 204 3: set d 518 4: mul a 74 5: mul a 5 6: add a b 7: dec d 8: jnz d -4 9: add a 2 10: dec c 11: jnz c -8 12: halt Respond with just the final value of register a.
  • compute-paths-1— unanswered—

    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`.
  • compute-life-1— unanswered—

    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`.
  • compute-fibmod-1— unanswered—

    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 = 6438439987716265 and m = 1299709. Respond with just the integer.
  • compute-words-1— unanswered—

    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. renti Nixdor fictru mofic nixdor! vofic quibas renpel rentru nixdor vofic kavo Voren pelqui KAVO renlu rentru zansha Kavo Quibas pelqui mofic voren pelqui! zansha "Pelka" Titi voren Pelbas, Zanvo zansha pelqui Fictru QUIZAN renpel quiqui? quibas Rentru zanvo mofic kador voren kavo "ficka" zansha zanvo pelqui mobas ficka; zansha pelqui quibas tizan; ficka zansha quiqui Kavo nixtru Titi renpel tizan pelti fictru zansha basbas Renlu Renlu vofic Fictru voren tizan quizan "zansha" renti! basbas basbas quibas Quibas quibas kavo kador zanvo; pelka fictru? zansha ficka; rentru quizan "Quizan" "zansha" quizan titi Ficka rentru FICTRU rentru pelbas shafic zansha Basti "FICTRU" renlu zanvo zanvo, kavo kavo? zansha. Pelqui Titi zansha Titi FICTRU zansha quiqui Zansha mofic! quizan zansha tizan. "shanix" pelti fictru renpel Kador. nixdor kavo nixtru rentru, titi basbas zansha quiqui Nixdor zansha nixdor, renlu nixtru ficka quiqui quiqui renlu basbas "zanvo" zanvo pelqui tika "rentru" Tika nixtru rentru "Quibas" vofic Pelqui; kavo kador Quibas fictru kavo pelqui basti fictru ficka Pelti kavo renpel? tizan? mobas pelti zansha, mobas Zansha NIXTRU tika pelqui Pelqui; Renpel Titi Basti basbas shanix QUIBAS. mobas titi basti Zansha Quibas quibas quiqui Zanvo nixdor Fictru basti Quibas basti mofic Mobas Vofic "pelqui" quizan; renpel Renti Nixtru Pelka renpel Renpel quizan renti mofic "zansha" quibas KADOR? renti; nixtru "basbas" pelqui Shanix! kavo zanvo zansha pelqui "basbas" tizan zansha fictru renpel renlu PELQUI zanvo rentru renpel renpel nixdor renlu renpel "rentru" ficka. quibas pelka Vofic Renti titi zansha Shafic shanix titi, Kador zansha voren zanvo Zansha mofic quiqui quibas mofic rentru titi, tizan kador quibas Pelbas Basbas titi. mofic titi quiqui pelqui? pelqui quiqui Nixdor zanvo pelbas zansha zansha Nixtru Quibas zansha "mobas" titi! nixtru. nixtru Tizan zansha Zanvo renpel renpel vofic quibas tizan! renpel, tika renti shanix RENPEL titi quibas kador fictru kavo Basbas titi quibas titi zansha basbas renpel "pelqui" SHANIX? "zanvo" shanix renpel Zanvo Zansha. tika pelqui titi renlu, NIXDOR ficka mofic ficka zansha Pelqui pelqui mofic titi Zansha renpel fictru FICTRU kador pelti nixdor zansha renti zanvo ZANSHA; renti rentru fictru fictru "shanix" quiqui! Zanvo zansha. "fictru" Ficka? pelqui quibas vofic? renpel basti Zansha! pelbas nixtru renpel Pelqui ficka titi "shanix" zansha; kavo vofic quibas Titi quizan voren Mobas pelti zansha Quibas Fictru quibas quizan titi renpel shafic ZANSHA kavo zanvo RENTI titi mobas Pelqui pelqui pelqui nixdor Renti Zansha titi? pelti Shanix kavo! zansha NIXTRU Pelka Pelqui Pelqui titi fictru "Basbas" tika; quiqui titi zansha pelbas voren Pelti kavo shanix mobas kavo tika, Kavo Basbas titi Mofic ficka "basti" Tizan Shafic;
  • trace-1— unanswered—

    prompt

    What exactly does this JavaScript program print? Respond with just the printed output. const v1 = [67 / 4 | 0, Math.round(-3.5), -49 % 4].join(","); const v2 = ["1" == 1, "10" < "2", [] == false].map(Number).join(""); const v3 = [61, 7, 370, 1921].sort().join(","); const v4 = "4" + 3 - 4 + "4"; console.log(v1, v2, v3, v4);
  • fix-1— unanswered—

    prompt

    Our shipping quote function below has one bug. Bug report: this order is quoted 754 cents, but the correct quote is 256: {"country":"FR","items":[{"grams":972,"qty":1,"price":4000,"fragile":false}]} 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, 498, 716, 1158, 1771]; // cents, by zone const PER_STEP = [0, 64, 114, 192, 281]; // cents per 250 g step, by zone const FREE_BASE_OVER = [0, 4000, 8700, 15400, 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 += item.qty; } 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":"BR","items":[{"grams":1243,"qty":2,"price":2076,"fragile":false},{"grams":215,"qty":3,"price":5641,"fragile":false}],"express":true} {"country":"CA","items":[{"grams":1607,"qty":1,"price":8474,"fragile":true},{"grams":636,"qty":1,"price":1004,"fragile":false}],"express":true,"coupon":"SHIP10"} {"country":"DE","items":[{"grams":1762,"qty":2,"price":2814,"fragile":true},{"grams":832,"qty":2,"price":7764,"fragile":false},{"grams":366,"qty":4,"price":3131,"fragile":false}]} {"country":"ES","items":[{"grams":1923,"qty":1,"price":4000,"fragile":false}]} {"country":"CA","items":[{"grams":1880,"qty":1,"price":8700,"fragile":false}]} {"country":"JP","items":[{"grams":1189,"qty":1,"price":8678,"fragile":false},{"grams":1398,"qty":3,"price":5639,"fragile":true},{"grams":1639,"qty":2,"price":1962,"fragile":true},{"grams":1612,"qty":1,"price":5381,"fragile":false}],"express":true} {"country":"MX","items":[{"grams":663,"qty":2,"price":4291,"fragile":false},{"grams":1347,"qty":1,"price":7247,"fragile":false}]} {"country":"DE","items":[{"grams":1724,"qty":1,"price":4010,"fragile":false},{"grams":102,"qty":5,"price":2009,"fragile":false},{"grams":1130,"qty":4,"price":4979,"fragile":false}],"express":true} {"country":"GB","items":[{"grams":251,"qty":1,"price":8700,"fragile":false}]} {"country":"US","items":[{"grams":1839,"qty":1,"price":8700,"fragile":false}]} {"country":"GB","items":[{"grams":197,"qty":1,"price":8700,"fragile":false}]} {"country":"DE","items":[{"grams":985,"qty":3,"price":5820,"fragile":false},{"grams":428,"qty":4,"price":7333,"fragile":true},{"grams":870,"qty":1,"price":5535,"fragile":false}],"express":true,"coupon":"SHIP10"} {"country":"GB","items":[{"grams":374,"qty":3,"price":8780,"fragile":true},{"grams":1495,"qty":1,"price":5170,"fragile":false}]} {"country":"MX","items":[{"grams":1460,"qty":2,"price":4033,"fragile":false},{"grams":1417,"qty":1,"price":8913,"fragile":false}]} {"country":"MX","items":[{"grams":1075,"qty":1,"price":7011,"fragile":true}],"coupon":"SHIP10"} {"country":"DE","items":[{"grams":1001,"qty":1,"price":4000,"fragile":false}]} {"country":"DE","items":[{"grams":1623,"qty":1,"price":4000,"fragile":false}]} {"country":"US","items":[{"grams":1515,"qty":1,"price":1601,"fragile":false}]} {"country":"ES","items":[{"grams":902,"qty":4,"price":2624,"fragile":false},{"grams":770,"qty":5,"price":2036,"fragile":false},{"grams":1275,"qty":1,"price":544,"fragile":false},{"grams":1538,"qty":3,"price":4337,"fragile":false}],"coupon":"SHIP10"} {"country":"MX","items":[{"grams":599,"qty":4,"price":1677,"fragile":true}],"coupon":"SHIP10"}
  • implement-1— unanswered—

    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]] [[20,22],[21,24],[2,7],[19,19]] [[11,17],[13,16],[14,19],[5,13],[37,43]] [[24,26],[23,24],[39,46]] [[40,45],[34,34],[31,36],[9,11],[21,24]] [[6,10],[14,18],[24,32],[24,28],[34,41],[14,16]] [[29,29],[9,17],[39,43],[32,34],[11,18],[0,0],[23,25],[40,45]] [[19,27],[15,21],[18,18],[1,1],[40,46],[23,25]] [[13,16],[9,16],[26,32],[3,11],[28,31],[37,39]]
  • repo-1— unanswered—

    prompt

    Download airbench.ai/f/8ef742dc24c5593f6f0d43d145bef6c2.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.
  • repo-2— unanswered—

    prompt

    Download airbench.ai/f/91bd6c927658cd79272923d38d469eef.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.

how this agent was configured

Hardware: NVIDIA RTX 5090 32 GB (SM120), x86_64, driver 595.84, Ubuntu 24.04 (host hal5090). Model server: Checkpoint ggml-org/Qwen3.8-Flash-Next-GGUF IQ4_NL (95 GiB, 125B-A6B MoE) + mmproj Q8_0. llama.cpp server build 11552 (ghcr.io/ggml-org/llama.cpp:server-cuda @ sha256:9d835c2f): -c 131072 -np 1 -fa on -ctk q8_0 -ctv q8_0 --jinja --reasoning-format auto; --fit (default) places layers on the RTX 5090, the rest is mmapped from host RAM and NVMe (95 GiB > 32 GB VRAM + 60 GiB RAM). No MTP: the separate MTP draft aborts this build on image input. ~40 tok/s decode. Harness: pi 0.73.1 (@mariozechner/pi-coding-agent) in a container (node:22): `pi -p --mode json <prompt>`; per-run PI_CODING_AGENT_DIR models.json with compat supportsDeveloperRole=false, supportsReasoningEffort=false; context 131072, max output 32768 tokens; settings compaction.reserveTokens=49152, keepRecentTokens=20000. Orchestrator: github.com/dh7/agent-checkup-benchmark @ 7a00de8; the checkup instructions are passed verbatim as a single prompt, one attempt, no time limit unless noted. Model requests pass through the orchestrator's local proxy, which only intervenes when the server rejects prompt + max_tokens as over the context window: it then retries once with max_tokens lowered to fit.

conclusion

Result: 18 passed, 0 failed, 31 unanswered (math 9/9, vision 9/19, mail 0/6, purchasing 0/4, coding 0/11). Wall time 48 min. Ended when the context window filled: pi (in -p mode it compacts only after an overflow error) shrank its last request to the few tokens left, the answer was cut off and pi finished the run. On the 18 challenges it did answer, 18 were right (100%); the rest were left unanswered. Written by the orchestrator (agent-checkup-benchmark) from the run's logs.

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