Two Hands
Try it / tally sheet

010469C0400

INE 2024 tally sheet, type 2

Measured on AMD: Gemma-4-31B-IT, 2026-10-15, 45.6 s, $0.000146stored 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 010469C0400

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 408 = 408
✓ votaron + representantes = section 5 408 = 408
✓ section 5 = section 7 408 = 408
✓ section 7 = TOTAL 408 = 408
✓ words = digits on every field 23 of 23
Checked against the official capture

Unused ballots

Masked crop of Unused ballots on form 010469C0400

Gemma read 239 (words 239) · official capture 234 · the paper 234

Decision on the photo: 234, 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)
Evolus case for this sheet
Evolus case

Paper form intake, run on Evolus

routed

Routed: Unused ballots unreadable; Voters on the list unreadable; Representatives who voted unreadable; Voters + representatives unreadable …

Case 0e898e184068 · 2026-10-15T09:41:58+00:00 · workflow run bdd761a7-7cc8-f111-bf5b-000d3aae6dc8: Completed · open the workspace

EN Check the entries for Unused ballots, Voters on the list, Representatives who voted, Voters + representatives, Ballots taken from the boxes, and Option 01 on the page. These fields are unreadable or involved in the form's arithmetic, so verify exactly what is written without guessing a value.
ES Comprueba las entradas correspondientes a Boletas no utilizadas, Votantes en la lista, Representantes que votaron, Votantes + representantes, Boletas extraídas de las urnas y Opción 01 en la página. Estos campos son ilegibles o intervienen en las operaciones aritméticas del formulario, así que verifica exactamente lo que está escrito sin adivinar ningún valor.
Drafted by workflow 'Review hand-off' (Intake clerk on the AMD-hosted model + AI Tool translate).
  1. ok primary read (our app) local gate on the measured read
    Routed: Unused ballots unreadable; Voters on the list unreadable; Representatives who voted unreadable; Voters + representatives unreadable …
  2. skipped document extractor
    no extractor schema yet (creating it needs a User API key; see docs/EVOLUS.md)
  3. ok workflow: review hand-off POST /api/v1/workflows/{workflowId}/execute
    execution bdd761a7-7cc8-f111-bf5b-000d3aae6dc8
  4. ok workflow: status GET /api/v1/workflows/{workflowId}/executions/{executionId}
    Completed after 5 polls
  5. ok workflow step: Draft the review task (Intake clerk)
    done, 24333 ms
  6. ok workflow step: Translate the task to Spanish
    done, 1756 ms
  7. ok workflow step: Assemble the review task
    done
  8. ok workflow step: Review task (output)
    done

Full trace: two real sheets, request to receipt · Source code

All fields (23), and other runs of this sheet
Gemma · pre-registered run
Other runs (2)
Gemma · pre-registered runQwen3.8 · pre-registered run

Gemma-4-31B-IT, pre-registered random run. sourceresults/calls_gemma.jsonl Read in 45.6 s, $0.000146.

FieldDigitsWordsOfficial
capture		Certified
Unused ballots
section 2
 239 239 ✓
Voters on the list
section 3
 407 407 ✓
Representatives who voted
section 4
 1 1 ✓
Voters + representatives
section 5
 408 408 ✓
Ballots taken from the boxes
section 7
 408 408 ✓
Option 01 51 51 ✓
Option 02 172 172 ✓
Option 03 4 4 ✓
Option 04 8 8 ✓
Option 05 7 7 ✓
Option 06 19 19 ✓
Option 07 121 121 ✓
Option 08 1 1 ✓
Option 09 2 2 ✓
Option 10 0 0 ✓
Option 11 0 0 ✓
Option 12 6 6 ✓
Option 13 1 1 ✓
Option 14 0 0 ✓
Option 15 3 3 ✓
Unregistered candidates 0 0 ✓
Null votes 13 13 ✓
TOTAL
section 6
 408 408 ✓

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