Try it / tally sheet

230696B0100

INE 2024 tally sheet, type 2

Measured on AMD: Qwen3.8-Flash-Next, 2026-10-16, 153.0 s, $0.002274stored read

Rows sum to 296, 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.

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 not read (blank or faint); Voters on the list not read (blank or faint); Representatives who voted not read (blank or faint); Voters + representatives not read (blank or faint) …

The paper's own checks

✕ rows sum to TOTAL 296 ≠ 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 01

Gemma read 24 (words 27) · official capture 27 · the paper 27/24

Decision on the photo: 27/24, 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)

Checked against the official capture

TOTAL

Gemma read 307 (words 300) · official capture Ilegible · the paper 307

Decision on the photo: 307, the official capture does not match the paper. Confirmed by a person, blind, from the photo.

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

receipt (JSON)

Separately: the official capture was wrong here

The official typed record (PREP), not Gemma's read

TOTAL: the official capture keyed Ilegible; the paper says 307.

This compares the official typed record with the paper, not Gemma's read.

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 153.0 s, $0.002274.

Field	Digits	Words
Unused ballots section 2	—	—	!
Voters on the list section 3	—	—	!
Representatives who voted section 4	—	—	!
Voters + representatives section 5	—	—	!
Ballots taken from the boxes section 7	—	—	!
Option 01	24	27	!
Option 02	1	1	✓
Option 03	2	2	✓
Option 04	73	73	✓
Option 05	23	23	✓
Option 06	15	15	✓
Option 07	131	131	✓
Option 08	6	6	✓
Option 09	0	0	✓
Option 10	0	0	✓
Option 11	0	0	✓
Option 12	21	21	✓
Option 13	0	0	✓
Option 14	0	0	✓
Option 15	0	0	✓
Unregistered candidates	0	0	✓
Null votes	0	0	✓
TOTAL section 6	307	300	!

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