Two Hands
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155191C0100

INE 2024 tally sheet, type 2

Measured on AMD: Qwen3.8-27B, 2026-10-15, 142.1 s, $0.000708stored read

!
Section 7 says 188, TOTAL says 488: 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 155191C0100

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: 8 row labels not where expected; section 7 = TOTAL (188 vs 488)

The paper's own checks

✓ rows sum to TOTAL 488 = 488
✓ votaron + representantes = section 5 188 = 188
✓ section 5 = section 7 188 = 188
✕ section 7 = TOTAL 188 ≠ 488
✓ words = digits on every field 23 of 23
Routed to a person

Voters on the list

Masked crop of Voters on the list on form 155191C0100

Gemma read 185 (words 185) · official capture 185 · the paper 185/485?

Decision on the photo: 185/485?, 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 142.1 s, $0.000708.

FieldDigitsWordsOfficial
capture
Certified
Unused ballots
section 2
row 1: the printed label read is not the one expected here
159 159 !
Voters on the list
section 3
185 185 ✓
Representatives who voted
section 4
3 3 ✓
Voters + representatives
section 5
188 188 ✓
Ballots taken from the boxes
section 7
188 188 ✓
Option 01 94 94 ✓
Option 02
row 7: the printed label read is not the one expected here
132 132 !
Option 03
row 8: the printed label read is not the one expected here
1 1 !
Option 04 16 16 ✓
Option 05 12 12 ✓
Option 06
row 11: the printed label read is not the one expected here
55 55 !
Option 07 142 142 ✓
Option 08
row 13: the printed label read is not the one expected here
11 11 !
Option 09
row 14: the printed label read is not the one expected here
2 2 !
Option 10
row 15: the printed label read is not the one expected here
1 1 !
Option 11
row 16: the printed label read is not the one expected here
0 0 !
Option 12 10 10 ✓
Option 13 0 0 ✓
Option 14 2 2 ✓
Option 15 2 2 ✓
Unregistered candidates 1 1 ✓
Null votes 7 7 ✓
TOTAL
section 6
488 488 ✓

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