Two Hands
Try it / tally sheet

152683C0200

INE 2024 tally sheet, type 2

Measured on AMD: Gemma-4-31B-IT, 2026-10-16, 89.3 s, $0.000126stored read

!
Option 02: row 7: the printed label read is not the one expected here: 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 152683C0200

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 09 digits 1, words 0; 3 row labels not where expected

The paper's own checks

✓ rows sum to TOTAL 383 = 383
✓ votaron + representantes = section 5 383 = 383
✓ section 5 = section 7 383 = 383
✓ section 7 = TOTAL 383 = 383
✕ words = digits on every field 22 of 23
Routed to a person

Option 09

Masked crop of Option 09 on form 152683C0200

Gemma read 1 (words 0) · official capture 0 · the paper 0/1?

Decision on the photo: 0/1?, 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 (2)

Gemma-4-31B-IT, pre-registered random run. sourceresults/calls_gemma_b4.jsonl Read in 89.3 s, $0.000126.

FieldDigitsWordsOfficial
capture
Certified
Unused ballots
section 2
270 — ✓
Voters on the list
section 3
379 — ✓
Representatives who voted
section 4
4 — ✓
Voters + representatives
section 5
383 — ✓
Ballots taken from the boxes
section 7
383 — ✓
Option 01 82 82 ✓
Option 02
row 7: the printed label read is not the one expected here
41 41 !
Option 03
row 8: the printed label read is not the one expected here
2 2 !
Option 04 23 23 ✓
Option 05 8 8 ✓
Option 06 33 33 ✓
Option 07 146 146 ✓
Option 08 10 10 ✓
Option 09 1 0 !
Option 10
row 15: the printed label read is not the one expected here
0 0 !
Option 11 0 0 ✓
Option 12 25 25 ✓
Option 13 0 0 ✓
Option 14 3 3 ✓
Option 15 1 1 ✓
Unregistered candidates 1 1 ✓
Null votes 7 7 ✓
TOTAL
section 6
383 383 ✓

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