Two Hands
Try it / tally sheet

161955C0100

INE 2024 tally sheet, type 2

Measured on AMD: Qwen3.8-Flash-Next, 2026-10-16, 125.6 s, $0.002021stored read

!
Ballots taken from the boxes: 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 161955C0100

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: Ballots taken from the boxes not read (blank or faint); 1 row label not where expected

The paper's own checks

✓ rows sum to TOTAL 373 = 373
✓ votaron + representantes = section 5 373 = 373
– section 5 = section 7 not checkable
– section 7 = TOTAL not checkable
✓ words = digits on every field 23 of 23
Receipts

Every disputed field of the sample audit of 300 sheets gets a Merkle receipt: its record, the SHA-256 of its crop, and a proof path to one published root. This sheet is not in that sample; see a receipt verified on sheet 122655C0100.

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 125.6 s, $0.002021.

FieldDigitsWordsOfficial
capture
Certified
Unused ballots
section 2
358 358 ✓
Voters on the list
section 3
368 368 ✓
Representatives who voted
section 4
5 5 ✓
Voters + representatives
section 5
373 373 ✓
Ballots taken from the boxes
section 7
— — !
Option 01 39 39 ✓
Option 02 8 8 ✓
Option 03 5 5 ✓
Option 04 28 28 ✓
Option 05 107 107 ✓
Option 06
row 11: the printed label read is not the one expected here
33 33 !
Option 07 121 121 ✓
Option 08 2 2 ✓
Option 09 0 0 ✓
Option 10 0 0 ✓
Option 11 0 0 ✓
Option 12 5 5 ✓
Option 13 0 0 ✓
Option 14 5 5 ✓
Option 15 8 8 ✓
Unregistered candidates 0 0 ✓
Null votes 12 12 ✓
TOTAL
section 6
373 373 ✓

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