Two Hands
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131468C0100

INE 2024 tally sheet, type 2

Measured on AMD: Qwen3.8-27B, 2026-10-15, 536.4 s, $0.000845stored read

!
Unused ballots: not read: blank or too faint on the page: 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 131468C0100

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 not read (blank or faint); Voters on the list not read (blank or faint); Representatives who voted not read (blank or faint); Voters + representatives not read (blank or faint) …

The paper's own checks

– rows sum to TOTAL not checkable
– votaron + representantes = section 5 not checkable
– section 5 = section 7 not checkable
– section 7 = TOTAL not checkable
✓ words = digits on every field 23 of 23
Checked against the official capture

Ballots taken from the boxes

Masked crop of Ballots taken from the boxes on form 131468C0100

Gemma read blank · official capture 352 · the paper 354

Decision on the photo: 354, the official capture does not match the paper. Confirmed by a person, blind, from the photo.

Receipt a Merkle receipt for this field in the sample audit of 300 sheets
receipt (JSON)
Checked against the official capture

TOTAL

Masked crop of TOTAL on form 131468C0100

Gemma read blank · official capture 352 · the paper 354

Decision on the photo: 354, the official capture does not match the paper. Confirmed by a person, blind, from the photo.

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

Separately: the official capture was wrong here

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

Ballots taken from the boxes: the official capture keyed 352; the paper says 354.

TOTAL: the official capture keyed 352; the paper says 354.

This compares the official typed record with the paper, not Gemma's read.

All fields (23), and other runs of this sheet
Other runs (2)

Qwen3.8-27B, pre-registered random run. sourceresults/calls_qwen.jsonl Read in 536.4 s, $0.000845.

FieldDigitsWordsOfficial
capture
Certified
Unused ballots
section 2
— — !
Voters on the list
section 3
— — !
Representatives who voted
section 4
— — !
Voters + representatives
section 5
— — !
Ballots taken from the boxes
section 7
— — !
Option 01 — — !
Option 02 — — !
Option 03 — — !
Option 04 — — !
Option 05 — — !
Option 06 — — !
Option 07 — — !
Option 08 — — !
Option 09 — — !
Option 10 — — !
Option 11 — — !
Option 12 — — !
Option 13 — — !
Option 14 — — !
Option 15 — — !
Unregistered candidates — — !
Null votes — — !
TOTAL
section 6
— — !

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