Two Hands
Try it / tally sheet

156723B0100

INE 2024 tally sheet, type 2 phone photo Mexico certified by recount sample: recounted, rows do not sum

Measured on AMD: Gemma-4-31B-IT, 2026-10-14, 42.2 s, $0.000118stored read

Every check holds: accepted, nothing to key
Gemma's read of this sheet passes every check of the paper's own arithmetic.
Privacy-masked page of form 156723B0100

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: Accepted: 0 fields to key

The paper's own checks

✓ rows sum to TOTAL 473 = 473
✓ votaron + representantes = section 5 473 = 473
✓ section 5 = section 7 473 = 473
✓ section 7 = TOTAL 473 = 473
✓ 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.

Separately: the official capture was wrong here

The official typed record (PREP), not Gemma's read

Option 08: the official capture keyed 3; the paper says 5 (certified count 5).

The verdict above is about Gemma's read: it passes the gate. This box is about the official typed record, which disagrees with the paper. Two different records, two different findings.

All fields (23), and other runs of this sheet
Other runs (1)

Gemma-4-31B-IT, page + 4 tiles. sourceresults/pilot/tally-witness/results_v2/gemma__*.json This read predates the row-label check; labels are checked on newer reads. Read in 42.2 s, $0.000118.

FieldDigitsWordsOfficial
capture
Certified
Unused ballots
section 2
291 291 291 ✓
Voters on the list
section 3
466 466 466 ✓
Representatives who voted
section 4
7 7 7 ✓
Voters + representatives
section 5
473 473 ✓
Ballots taken from the boxes
section 7
473 473 473 ✓
Option 01 38 38 38 38 ✓
Option 02 37 37 37 37 ✓
Option 03 4 4 4 4 ✓
Option 04 21 21 21 22 ✓
Option 05 16 16 16 16 ✓
Option 06 rewritten 60 60 60 62 ✓
Option 07 246 246 246 248 ✓
Option 08 5 5 3† 5 ✓
Option 09 1 1 1 1 ✓
Option 10 0 0 0 0 ✓
Option 11 0 0 0 0 ✓
Option 12 28 28 28 28 ✓
Option 13 0 0 0 0 ✓
Option 14 2 2 2 1 ✓
Option 15 3 3 3 3 ✓
Unregistered candidates 3 3 3 2 ✓
Null votes 9 9 9 11 ✓
TOTAL
section 6
473 473 473 478 ✓

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. Against the official capture this read differs on 1 of 22 fields; after eye-checking, 0.

Now on 300 sheets: the sample audit