Two Hands
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154383E0100

INE 2024 tally sheet, type 2

Measured on AMD: Gemma-4-31B-IT, 2026-10-15, 76.8 s, $0.000146stored read

!
Unused ballots: digits 110, words 115: 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 154383E0100

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: Unused ballots digits 110, words 115

The paper's own checks

✓ rows sum to TOTAL 260 = 260
✓ votaron + representantes = section 5 260 = 260
✓ section 5 = section 7 260 = 260
✓ section 7 = TOTAL 260 = 260
✕ words = digits on every field 22 of 23
Routed to a person

Unused ballots

Masked crop of Unused ballots on form 154383E0100

Gemma read 110 (words 115) · official capture 115 · the paper 115

Decision on the photo: 115, 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 (2)

Gemma-4-31B-IT, pre-registered random run. sourceresults/calls_gemma.jsonl Read in 76.8 s, $0.000146.

FieldDigitsWordsOfficial
capture
Certified
Unused ballots
section 2
110 115 !
Voters on the list
section 3
250 250 ✓
Representatives who voted
section 4
10 10 ✓
Voters + representatives
section 5
260 260 ✓
Ballots taken from the boxes
section 7
260 — ✓
Option 01 68 68 ✓
Option 02 40 40 ✓
Option 03 3 3 ✓
Option 04 11 11 ✓
Option 05 2 2 ✓
Option 06 38 38 ✓
Option 07 76 76 ✓
Option 08 8 8 ✓
Option 09 0 0 ✓
Option 10 0 0 ✓
Option 11 0 0 ✓
Option 12 5 5 ✓
Option 13 0 0 ✓
Option 14 0 0 ✓
Option 15 0 0 ✓
Unregistered candidates 0 0 ✓
Null votes 9 9 ✓
TOTAL
section 6
260 260 ✓

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