Two Hands
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093478C0100

INE 2024 tally sheet, type 2

Measured on AMD: Qwen3.8-27B, 2026-10-15, 236.6 s, $0.000703stored read

!
Rows sum to 987, TOTAL says 387: 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 093478C0100

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: Option 02 digits 629, words 29; 5 row labels not where expected; rows sum to TOTAL (987 vs 387)

The paper's own checks

✕ rows sum to TOTAL 987 ≠ 387
✓ votaron + representantes = section 5 387 = 387
✓ section 5 = section 7 387 = 387
✓ section 7 = TOTAL 387 = 387
✕ words = digits on every field 22 of 23
Routed to a person

Option 02

Masked crop of Option 02 on form 093478C0100

Gemma read 629 (words 29) · official capture 29 · the paper 29/629

Decision on the photo: 29/629, 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)
All fields (23), and other runs of this sheet
Other runs (3)

Qwen3.8-27B, pre-registered random run. sourceresults/calls_qwen.jsonl Read in 236.6 s, $0.000703.

FieldDigitsWordsOfficial
capture
Certified
Unused ballots
section 2
154 154 ✓
Voters on the list
section 3
384 384 ✓
Representatives who voted
section 4
3 3 ✓
Voters + representatives
section 5
387 387 ✓
Ballots taken from the boxes
section 7
387 387 ✓
Option 01 102 102 ✓
Option 02 629 29 !
Option 03
row 8: the printed label read is not the one expected here
5 5 !
Option 04
row 9: the printed label read is not the one expected here
14 14 !
Option 05 9 9 ✓
Option 06 33 33 ✓
Option 07 159 159 ✓
Option 08
row 13: the printed label read is not the one expected here
5 5 !
Option 09 1 1 ✓
Option 10
row 15: the printed label read is not the one expected here
0 0 !
Option 11
row 16: the printed label read is not the one expected here
0 0 !
Option 12 22 22 ✓
Option 13 1 1 ✓
Option 14 1 1 ✓
Option 15 1 1 ✓
Unregistered candidates 1 1 ✓
Null votes 4 4 ✓
TOTAL
section 6
387 387 ✓

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