Two Hands
Try it / tally sheet

021309B0100

INE 2024 tally sheet, type 2

Measured on AMD: Qwen3.8-27B, 2026-10-15, 263.7 s, $0.000827stored read

!
Section 5 says 335, section 7 says 320: 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 021309B0100

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 digits 31, words 431; 2 row labels not where expected; section 5 = section 7 (335 vs 320)

The paper's own checks

✓ rows sum to TOTAL 320 = 320
✓ votaron + representantes = section 5 335 = 335
✕ section 5 = section 7 335 ≠ 320
✓ section 7 = TOTAL 320 = 320
✕ words = digits on every field 22 of 23
Routed to a person

Unused ballots

Masked crop of Unused ballots on form 021309B0100

Gemma read 31 (words 431) · official capture 431 · the paper 431

Decision on the photo: 431, 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)

Qwen3.8-27B, pre-registered random run. sourceresults/calls_qwen.jsonl Read in 263.7 s, $0.000827.

FieldDigitsWordsOfficial
capture
Certified
Unused ballots
section 2
31 431 !
Voters on the list
section 3
333 333 ✓
Representatives who voted
section 4
2 2 ✓
Voters + representatives
section 5
335 335 ✓
Ballots taken from the boxes
section 7
320 320 ✓
Option 01 19 19 ✓
Option 02 9 9 ✓
Option 03 1 1 ✓
Option 04 14 14 ✓
Option 05 14 14 ✓
Option 06 31 31 ✓
Option 07 204 204 ✓
Option 08 rewritten 3 3 ✓
Option 09 1 1 ✓
Option 10 0 0 ✓
Option 11 0 0 ✓
Option 12
row 17: the printed label read is not the one expected here
10 10 !
Option 13 0 0 ✓
Option 14 2 2 ✓
Option 15
row 20: the printed label read is not the one expected here
5 5 !
Unregistered candidates 0 0 ✓
Null votes 7 7 ✓
TOTAL
section 6
320 320 ✓

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