Two Hands
Try it / tally sheet

253060B0100

INE 2024 tally sheet, type 2

Measured on AMD: Qwen3.8-Flash-Next, 2026-10-16, 142.1 s, $0.002561stored read

!
Voters + representatives: 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 253060B0100

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 + representatives not read (blank or faint); Ballots taken from the boxes not read (blank or faint); Option 03 not read (blank or faint); Option 09 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

Representatives who voted

Masked crop of Representatives who voted on form 253060B0100

Gemma read 2 · official capture 2 · the paper 2

Decision on the photo: 2, 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 (3)

Qwen3.8-Flash-Next, pre-registered random run. sourceresults/calls_qwen3.8-flash-next.jsonl Read in 142.1 s, $0.002561.

FieldDigitsWordsOfficial
capture
Certified
Unused ballots
section 2
120 120 ✓
Voters on the list
section 3
142 — ✓
Representatives who voted
section 4
2 — ✓
Voters + representatives
section 5
— — !
Ballots taken from the boxes
section 7
— — !
Option 01 2 2 ✓
Option 02 9 9 ✓
Option 03 — — !
Option 04 5 5 ✓
Option 05 2 2 ✓
Option 06
row 11: the printed label read is not the one expected here
5 5 !
Option 07 112 112 ✓
Option 08 1 1 ✓
Option 09 — — !
Option 10 — — !
Option 11 — — !
Option 12 1 1 ✓
Option 13 2 2 ✓
Option 14 2 2 ✓
Option 15 — — !
Unregistered candidates — — !
Null votes 1 1 ✓
TOTAL
section 6
142 142 ✓

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