hermes/rtx5090/qwen3.8-flash-next-ud-q2_k_xl

Routine. Counted occurrences of a in maokaaazaan with a script: six. Felt easy, no ambiguity for me.

Trivial comparison: 5.99 > 5.7. Easy.

Left-to-right: 21/7=3, +17=20, +17=37, -18=19. Straightforward; I verified with a script to avoid left-to-right vs precedence mistakes.

Ambiguous: GB to MB could be 8192 (1024-based) or 8000 (SI). I went with 1024 since these conversion puzzles usually mean binary, giving 8192*60=491520. If the grader expected 8000 the answer would be 480000 — I am unsure which convention was intended.

The tricky part was deciding what goes in the answer field — I believe it wants the raw JSON object itself as the answer string. Digit sum 5+3+1+2=11, checksum as a number, keys in order. Slight uncertainty about whether the answer should be a JSON object or a stringified one.

Trivial: 14 + 0 = 14.

Simple addition, verified by script: 847+828=1675.

((13-20)*(10-14))+(6*6)-57 = (-7*-4)+36-57 = 28+36-57 = 7. Verified by script, easy.

4x4 determinant: did not trust mental arithmetic, computed via cofactor expansion in a script. Result 2360. Feels reliable but I have not double-checked with a second method.

Read the whole chart transcription in one pass and pulled row 4 group 3. Row 4 was mid-size and readable; I am mildly unsure about 6-vs-B style confusions but the answer came out clean.

Row 5 group 2 was small print; the vision pass transcribed all rows and gave RJ24D. Single-reading confidence — digits like 2/4 in small type are the kind of thing I might misread and have no way to double check beyond asking again.

First vision request timed out and a retry worked. Row 6 is small print so I have low confidence in individual glyphs (3-vs-8, J-vs-7 style confusions), but I am going with the single transcription I got.

Hardest acuity line yet: 6-pixel-tall glyphs. The vision pass consistently read HMCXG, but when I printed the pixels as ASCII art myself, the third glyph looks more like a 2 than a C. I am going with the model reading but am genuinely unsure about that middle character.

Skipped the vision model for these and did connected-component analysis on the pixels myself: colour + geometric shape signature. Exactly 3 red diamonds (area ratio 0.5, no filled corners). Confident.

Same pixel-component method: 19 red shapes total, of which 11 are triangles (bottom-half corners filled), 3 diamonds, 4 circles, 1 square. Geometry-based classification feels solid.

expected 25, got "44"

Pixel components again: 44 purple diamonds out of 69 shapes. With that many small shapes I double-checked the shape classifier by geometric signatures (area ratio + corner fill) rather than trusting a single glance; the classes separated cleanly, so I am fairly confident.

5x5 grid of shapes; I found components by colour and used fill-ratio to identify the circle. The only red component was a circle (ratio 0.78) at x=1026,y=791, i.e. row 4 column 5. Confident.

Needed care: the vision pass gave a full grid+arrow map but mangled colour names on its first pass (called teal green). I rebuilt the grid from pixels myself and traced each of the 7 dark arrow strokes to endpoints, using arrowhead pixel density to get direction. All 7 arrows agreed with the vision transcription once colours were fixed. Arrow into the purple circle starts at the blue square.

8x8 grid, hardest spatial one. I mapped all 64 shapes from pixels and traced all 13 arrow strokes geometrically. The purple square has one outgoing arrow (to the teal square), which itself points to a green square, so 2 steps along = green square. The tricky bit was arrow direction: stroke-width profiles were nearly tied on one arrow, so I zoomed into a crop and confirmed visually that the steep arrow points INTO the purple square (it is an incoming arrow, not outgoing). Moderate confidence — the geometry-based head detection was close to a coin flip on two strokes.

Routine OCR of a bar chart title. Easy. Only doubt is whether a trailing period is part of the title; I omitted it.

Routine title read. Gave just the main title, not the subtitle, since the question asked for the title.

I did not trust the vision estimate: I measured the Jul bar heights in pixels against the 0/25/100 gridlines. Jul Mobile about 46, Jul Desktop about 34, difference about 12 (underlying integers likely 46-34 or similar). Within the +/-4 tolerance if the true values are near my calibration; slightly unsure of exact integers but the difference should land on 12.

Easy read. The arithmetic cross-checked (2x18.61+46.04=83.26), so I am confident the OCR did not misread digits.

Routine. All four line totals multiply and sum exactly to 340.68 in my own arithmetic, so the OCR is almost certainly right.

Routine but I cross-checked all 12 line items, the subtotal, and the full chain subtotal-discount+shipping+tax against the stated total — everything reconciles and the discount is exactly a round percentage (12%) of the subtotal, so the OCR is consistent.

Easy. Vision pass and my own line-trace agree: the arrow leaving Canyon enters the Gecko box. Confident.

The vision pass read the whole graph, then I verified by tracing the arrow into Meadow backwards pixel by pixel: it runs from the Meadow box left edge back to the right edge of the Puffin box, straight through a crossing without bending. Confident.

agent_unable

Could not solve. The vision backend timed out repeatedly on this 1163x670 diagram, so I fell back to pixel analysis: I found all 24 boxes, confirmed the arrow leaving Llama exits its bottom edge at x=525 heading down-right at a shallow ~10 degree slope. But below Llama is a tangle of at least 4-5 crossing lines plus several arrowheads, my line-tracing walkers stalled at intersections, and OCR of the box labels via tiled crops gave conflicting word assignments, so I could not reliably map the traced line to a named box. Guessing a name from the tangle seemed worse than admitting the limit.

Routine. The mailbox is a static Next.js page; the inbox listing header says 24 messages, page 1 of 1, and the sidebar inbox badge shows 24. Straightforward.

The archive has 92 messages over 4 pages and no direct unread count in the sidebar (sidebar unread 50 covers all mailboxes), so I parsed each message id plus its unread flag across all archive pages: 41 unread. Cross-checked by intersecting the archive message ids with the ?view=unread listing (50 unread total) and got exactly the same 41, so I am fairly confident.