Two Hands
Try it / tally sheet

143587B0100

INE 2024 tally sheet, type 2

Measured on AMD: Gemma-4-31B-IT, 2026-10-16, 70.2 s, $0.000126stored read

!
Rows sum to 419, TOTAL says 413: 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 143587B0100

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 301, words 361; Option 06 digits 106, words 100; rows sum to TOTAL (419 vs 413)

The paper's own checks

✕ rows sum to TOTAL 419 ≠ 413
✓ votaron + representantes = section 5 413 = 413
✓ section 5 = section 7 413 = 413
✓ section 7 = TOTAL 413 = 413
✕ words = digits on every field 21 of 23
Routed to a person

Option 06

Masked crop of Option 06 on form 143587B0100

Gemma read 106 (words 100) · official capture 100 · the paper 100/106

Decision on the photo: 100/106, the paper itself is ambiguous. Ai adjudicator, from the photo (person check pending).

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 143587B0100

Gemma read 301 (words 361) · official capture 361 · the paper 361

Decision on the photo: 361, 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)

Gemma-4-31B-IT, pre-registered random run. sourceresults/calls_gemma_b4.jsonl Read in 70.2 s, $0.000126.

FieldDigitsWordsOfficial
capture
Certified
Unused ballots
section 2
301 361 !
Voters on the list
section 3
411 411 ✓
Representatives who voted
section 4
2 2 ✓
Voters + representatives
section 5
413 413 ✓
Ballots taken from the boxes
section 7
413 413 ✓
Option 01 63 63 ✓
Option 02 26 26 ✓
Option 03 5 5 ✓
Option 04 12 12 ✓
Option 05 16 16 ✓
Option 06 106 100 !
Option 07 161 161 ✓
Option 08 8 8 ✓
Option 09 1 1 ✓
Option 10 0 0 ✓
Option 11 0 0 ✓
Option 12 9 9 ✓
Option 13 1 1 ✓
Option 14 0 0 ✓
Option 15 6 6 ✓
Unregistered candidates 0 0 ✓
Null votes 5 5 ✓
TOTAL
section 6
413 413 ✓

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