Try it / tally sheet

320267C0100

INE 2024 tally sheet, type 2

Measured on AMD: Qwen3.8-Flash-Next, 2026-10-16, 64.3 s, $0.001824stored read

Voters on the list: 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.

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 307 = 307

– votaron + representantes = section 5 not checkable

– section 5 = section 7 not checkable

– section 7 = TOTAL not checkable

✕ words = digits on every field 22 of 23

Routed to a person

Option 07

Gemma read 91 (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).

Receipt a Merkle receipt for this field in the sample audit of 300 sheets

receipt (JSON)

Full trace: two real sheets, request to receipt · Source code

All fields (23), and other runs of this sheet

Qwen3.8 · pre-registered run

Other runs (3)

Gemma · pre-registered run Gemma · pre-registered run Qwen3.8 · pre-registered run

Qwen3.8-Flash-Next, pre-registered random run. sourceresults/calls_qwen3.8-flash-next.jsonl Read in 64.3 s, $0.001824.

Field	Digits	Words
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	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	91	91	✓
Option 08 row 13: the printed label read is not the one expected here	2	2	!
Option 09 row 14: the printed label read is not the one expected here	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	4	4	✓
Option 14	6	6	✓
Option 15	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