Two Hands
Try it / tally sheet

080338C0100

INE 2024 tally sheet, type 2

Measured on AMD: Qwen3.8-Flash-Next, 2026-10-16, 136.2 s, $0.001768stored read

!
Section 5 says 258, section 7 says 261: 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 080338C0100

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: 4 row labels not where expected; section 5 = section 7 (258 vs 261)

The paper's own checks

✓ rows sum to TOTAL 261 = 261
✓ votaron + representantes = section 5 258 = 258
✕ section 5 = section 7 258 ≠ 261
✓ section 7 = TOTAL 261 = 261
✓ words = digits on every field 23 of 23
Routed to a person

Option 07

Masked crop of Option 07 on form 080338C0100

Gemma read 93 (words 93) · official capture 93 · the paper 93

Decision on the photo: 93, Gemma misread it; the official capture matches the paper. Confirmed by the certified count, by recount.

Receipt a Merkle receipt for this field in the sample audit of 300 sheets
receipt (JSON)
Routed to a person

Unused ballots

Masked crop of Unused ballots on form 080338C0100

Gemma read 381 (words 381) · official capture 381 · the paper 381

Decision on the photo: 381, 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 136.2 s, $0.001768.

FieldDigitsWordsOfficial
capture
Certified
Unused ballots
section 2
381 381 ✓
Voters on the list
section 3
253 253 ✓
Representatives who voted
section 4
5 5 ✓
Voters + representatives
section 5
258 258 ✓
Ballots taken from the boxes
section 7
261 261 ✓
Option 01 53 53 ✓
Option 02 19 19 ✓
Option 03
row 8: the printed label read is not the one expected here
9 9 !
Option 04 16 16 ✓
Option 05 12 12 ✓
Option 06 22 22 ✓
Option 07 93 93 ✓
Option 08
row 13: the printed label read is not the one expected here
4 4 !
Option 09 1 1 ✓
Option 10
row 15: the printed label read is not the one expected here
1 1 !
Option 11
row 16: the printed label read is not the one expected here
1 1 !
Option 12 17 17 ✓
Option 13 0 0 ✓
Option 14 0 0 ✓
Option 15 0 0 ✓
Unregistered candidates 0 0 ✓
Null votes 13 13 ✓
TOTAL
section 6
261 261 ✓

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