Two Hands
Try it / tally sheet

072354B0100

INE 2024 tally sheet, type 2

Measured on AMD: Qwen3.8-Flash-Next, 2026-10-16, 154.8 s, $0.002026stored read

!
Rows sum to 443, TOTAL says 447: this field goes to a person, with its photo
Gemma's read breaks one of the paper's own checks, so the gate does not accept it.
Privacy-masked page of form 072354B0100

Straightened by its corner marks; the right-hand column (officials' names and signatures) is blacked out before the page is stored or sent to the model.

Watch it run

Read this sheet again, live

Gemma-4-31B-IT reads the masked page on AMD; the gate checks each field as the answer arrives.

About a minute. One live read runs at a time for the whole site; yours waits in a short queue and shows its place.

How it's checked

Gate: Routed: TOTAL digits 447, words 497, rows sum 443; rows sum to TOTAL (443 vs 447); section 5 = section 7 (441 vs 447)

The paper's own checks

✕ rows sum to TOTAL 443 ≠ 447
✓ votaron + representantes = section 5 441 = 441
✕ section 5 = section 7 441 ≠ 447
✓ section 7 = TOTAL 447 = 447
✕ words = digits on every field 22 of 23
Routed to a person

Option 02

Masked crop of Option 02 on form 072354B0100

Gemma read 21 (words 21) · official capture 24 · the paper 24/21

Decision on the photo: 24/21, the paper itself is ambiguous. Ai adjudicator, from the photo (person check pending).

Receipt a Merkle receipt for this field in the sample audit of 300 sheets
receipt (JSON)
Routed to a person

Unused ballots

Masked crop of Unused ballots on form 072354B0100

Gemma read 299 · official capture 249 · the paper 249

Decision on the photo: 249, Gemma misread it; the official capture matches the paper. Ai adjudicator, from the photo (person check pending).

Receipt a Merkle receipt for this field in the sample audit of 300 sheets
receipt (JSON)
All fields (23), and other runs of this sheet
Other runs (3)

Qwen3.8-Flash-Next, pre-registered random run. sourceresults/calls_qwen3.8-flash-next.jsonl Read in 154.8 s, $0.002026.

FieldDigitsWordsOfficial
capture
Certified
Unused ballots
section 2
299 — ✓
Voters on the list
section 3
440 — ✓
Representatives who voted
section 4
1 — ✓
Voters + representatives
section 5
441 — ✓
Ballots taken from the boxes
section 7
447 — ✓
Option 01 35 35 ✓
Option 02 21 21 ✓
Option 03 1 1 ✓
Option 04 43 43 ✓
Option 05 36 36 ✓
Option 06 45 45 ✓
Option 07 229 229 ✓
Option 08 1 1 ✓
Option 09 0 0 ✓
Option 10 0 0 ✓
Option 11 0 0 ✓
Option 12 18 18 ✓
Option 13 0 0 ✓
Option 14 0 0 ✓
Option 15 0 0 ✓
Unregistered candidates 0 0 ✓
Null votes 14 14 ✓
TOTAL
section 6
447 497 !

Options 01–15 are the form's vote rows in printed order, shown without party names. Digits and words are the model's two independent readings. Official capture: the double-keyed official capture of this image (PREP). Certified: the certified district count (Cómputos), which has no section 2-5 or 7 values. Amber: the capture differs from the model. † eye-checked: the capture mis-keyed the field.

Now on 300 sheets: the sample audit