Two Hands
Try it / tally sheet

155673C0300

INE 2024 tally sheet, type 2

Measured on AMD: Qwen3.8-Flash-Next, 2026-10-16, 205.3 s, $0.003435stored read

!
Rows sum to 382, TOTAL says 384: 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 155673C0300

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: rows sum to TOTAL (382 vs 384)

The paper's own checks

✕ rows sum to TOTAL 382 ≠ 384
✓ votaron + representantes = section 5 384 = 384
✓ section 5 = section 7 384 = 384
✓ section 7 = TOTAL 384 = 384
✓ words = digits on every field 23 of 23
Routed to a person

Voters on the list

Masked crop of Voters on the list on form 155673C0300

Gemma read 384 (words 384) · official capture 164 · the paper None

Decision on the photo: None, the field cannot be read on the photo. Confirmed by a person, blind, from the photo.

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 205.3 s, $0.003435.

FieldDigitsWordsOfficial
capture
Certified
Unused ballots
section 2
232 232 ✓
Voters on the list
section 3
384 384 ✓
Representatives who voted
section 4
0 0 ✓
Voters + representatives
section 5
384 384 ✓
Ballots taken from the boxes
section 7
384 384 ✓
Option 01 30 30 ✓
Option 02 104 104 ✓
Option 03 5 5 ✓
Option 04 17 17 ✓
Option 05 13 13 ✓
Option 06 38 38 ✓
Option 07 139 139 ✓
Option 08 3 3 ✓
Option 09 0 0 ✓
Option 10 1 1 ✓
Option 11 1 1 ✓
Option 12 10 10 ✓
Option 13 1 1 ✓
Option 14 3 3 ✓
Option 15 4 4 ✓
Unregistered candidates 0 0 ✓
Null votes 13 13 ✓
TOTAL
section 6
384 384 ✓

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