Two Hands
Try it / tally sheet

140330C0200

INE 2024 tally sheet, type 2

Measured on AMD: Gemma-4-31B-IT, 2026-10-15, 69.1 s, $0.000143stored read

!
Section 5 says 385, section 7 says 383: 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 140330C0200

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); Representatives who voted not read (blank or faint); Option 01 not read (blank or faint); Option 02 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 7 385 ≠ 383
– section 7 = TOTAL not checkable
✓ words = digits on every field 23 of 23
Routed to a person

Unregistered candidates

Masked crop of Unregistered candidates on form 140330C0200

Gemma read blank (words 0) · official capture 0 · the paper 0

Decision on the photo: 0, 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

Null votes

Masked crop of Null votes on form 140330C0200

Gemma read blank (words 14) · official capture 14 · the paper 14

Decision on the photo: 14, Gemma misread it; the official capture matches 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)
Routed to a person

Option 01

Masked crop of Option 01 on form 140330C0200

Gemma read blank (words 10) · official capture 10 · the paper 10

Decision on the photo: 10, 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

Option 02

Masked crop of Option 02 on form 140330C0200

Gemma read blank (words 28) · official capture 28 · the paper 28

Decision on the photo: 28, 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)
Routed to a person

Option 03

Masked crop of Option 03 on form 140330C0200

Gemma read blank (words 5) · official capture 5 · the paper 5

Decision on the photo: 5, 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

Option 04

Masked crop of Option 04 on form 140330C0200

Gemma read blank (words 16) · official capture 16 · the paper 16

Decision on the photo: 16, 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)
Routed to a person

Option 05

Masked crop of Option 05 on form 140330C0200

Gemma read blank (words 18) · official capture 18 · the paper 18

Decision on the photo: 18, 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

Option 06

Masked crop of Option 06 on form 140330C0200

Gemma read blank (words 69) · official capture 69 · the paper 69

Decision on the photo: 69, 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)
Routed to a person

Option 07

Masked crop of Option 07 on form 140330C0200

Gemma read blank (words 210) · official capture 210 · the paper 210

Decision on the photo: 210, 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

Option 08

Masked crop of Option 08 on form 140330C0200

Gemma read blank (words 2) · official capture 2 · the paper 2

Decision on the photo: 2, 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

Option 09

Masked crop of Option 09 on form 140330C0200

Gemma read blank (words 0) · official capture 0 · the paper 0

Decision on the photo: 0, 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

Option 10

Masked crop of Option 10 on form 140330C0200

Gemma read blank (words 0) · official capture 0 · the paper 0

Decision on the photo: 0, 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

Option 11

Masked crop of Option 11 on form 140330C0200

Gemma read blank (words 0) · official capture 0 · the paper 0

Decision on the photo: 0, 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

Option 12

Masked crop of Option 12 on form 140330C0200

Gemma read blank (words 8) · official capture 8 · the paper 8

Decision on the photo: 8, 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

Option 13

Masked crop of Option 13 on form 140330C0200

Gemma read blank (words 1) · official capture 1 · the paper 1

Decision on the photo: 1, 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)
Routed to a person

Option 14

Masked crop of Option 14 on form 140330C0200

Gemma read blank (words 2) · official capture 2 · the paper 2

Decision on the photo: 2, 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

Option 15

Masked crop of Option 15 on form 140330C0200

Gemma read blank (words 2) · official capture 2 · the paper 2

Decision on the photo: 2, 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

Representatives who voted

Masked crop of Representatives who voted on form 140330C0200

Gemma read blank · official capture 1 · the paper 1

Decision on the photo: 1, 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)
Routed to a person

Ballots taken from the boxes

Masked crop of Ballots taken from the boxes on form 140330C0200

Gemma read 383 · official capture 3 · the paper 3

Decision on the photo: 3, 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)
Routed to a person

TOTAL

Masked crop of TOTAL on form 140330C0200

Gemma read blank (words 383) · official capture 383 · the paper 383

Decision on the photo: 383, 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 (2)

Gemma-4-31B-IT, pre-registered random run. sourceresults/calls_gemma.jsonl Read in 69.1 s, $0.000143.

FieldDigitsWordsOfficial
capture
Certified
Unused ballots
section 2
— — !
Voters on the list
section 3
384 — ✓
Representatives who voted
section 4
— — !
Voters + representatives
section 5
385 — ✓
Ballots taken from the boxes
section 7
383 — ✓
Option 01 — 10 !
Option 02 — 28 !
Option 03 — 5 !
Option 04 — 16 !
Option 05 — 18 !
Option 06 — 69 !
Option 07 — 210 !
Option 08 — 2 !
Option 09 — 0 !
Option 10 — 0 !
Option 11 — 0 !
Option 12 — 8 !
Option 13 — 1 !
Option 14 — 2 !
Option 15 — 2 !
Unregistered candidates — 0 !
Null votes — 14 !
TOTAL
section 6
— 383 !

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