Two Hands
Try it / tally sheet

320267C0100

INE 2024 tally sheet, type 2

Measured on AMD: Gemma-4-31B-IT, 2026-10-16, 40.0 s, $0.000123stored read

!
Rows sum to 310, TOTAL says 307: 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 320267C0100

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: Voters on the list not read (blank or faint); Representatives who voted not read (blank or faint); Voters + representatives not read (blank or faint); Ballots taken from the boxes not read (blank or faint) …

The paper's own checks

✕ rows sum to TOTAL 310 ≠ 307
– votaron + representantes = section 5 not checkable
– section 5 = section 7 not checkable
– section 7 = TOTAL not checkable
✕ words = digits on every field 21 of 23
Routed to a person

Option 07

Masked crop of Option 07 on form 320267C0100

Gemma read 94 (words 91) · official capture 91 · the paper 91

Decision on the photo: 91, Gemma misread it; the official capture matches the paper. Ai adjudicator, from the photo (person check pending).

With the paper's 91, rows sum to TOTAL gives 307 = 307.

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)

Gemma-4-31B-IT, pre-registered random run. sourceresults/calls_gemma_b4.jsonl Read in 40.0 s, $0.000123.

FieldDigitsWordsOfficial
capture
Certified
Unused ballots
section 2
395 395 ✓
Voters on the list
section 3
— — !
Representatives who voted
section 4
— — !
Voters + representatives
section 5
— — !
Ballots taken from the boxes
section 7
— — !
Option 01 14 14 ✓
Option 02
row 7: the printed label read is not the one expected here
75 75 !
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
7 7 !
Option 05 36 36 ✓
Option 06 43 46 !
Option 07 94 91 !
Option 08
row 13: the printed label read is not the one expected here
2 2 !
Option 09 1 1 ✓
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
1 1 !
Option 12
row 17: the printed label read is not the one expected here
7 7 !
Option 13
row 18: the printed label read is not the one expected here
4 4 !
Option 14
row 19: the printed label read is not the one expected here
6 6 !
Option 15
row 20: the printed label read is not the one expected here
3 3 !
Unregistered candidates 2 2 ✓
Null votes 9 9 ✓
TOTAL
section 6
307 307 ✓

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