Two Hands
Try it / tally sheet

020584C0100

INE 2024 tally sheet, type 2

Measured on AMD: Gemma-4-31B-IT, 2026-10-15, 113.3 s, $0.000143stored read

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Representatives who voted: not read: blank or too faint on the page: 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 020584C0100

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: 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); Option 10 not read (blank or faint) …

The paper's own checks

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

Unregistered candidates

Masked crop of Unregistered candidates on form 020584C0100

Gemma read blank · official capture 0 · the paper blank

Decision on the photo: blank, 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)
Routed to a person

Option 13

Masked crop of Option 13 on form 020584C0100

Gemma read blank · official capture 0 · the paper blank

Decision on the photo: blank, 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)
Routed to a person

Option 15

Masked crop of Option 15 on form 020584C0100

Gemma read blank · official capture 0 · the paper blank

Decision on the photo: blank, 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.jsonl Read in 113.3 s, $0.000143.

FieldDigitsWordsOfficial
capture
Certified
Unused ballots
section 2
264 264 ✓
Voters on the list
section 3
311 311 ✓
Representatives who voted
section 4
— — !
Voters + representatives
section 5
— — !
Ballots taken from the boxes
section 7
— — !
Option 01 51 — ✓
Option 02 15 — ✓
Option 03 1 — ✓
Option 04 7 — ✓
Option 05 6 — ✓
Option 06 38 — ✓
Option 07 170 — ✓
Option 08 5 — ✓
Option 09 2 — ✓
Option 10 — — !
Option 11 — — !
Option 12 4 — ✓
Option 13 — — !
Option 14 1 — ✓
Option 15 — — !
Unregistered candidates — — !
Null votes 9 — ✓
TOTAL
section 6
309 — ✓

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