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Test evidence

Criterio CFO · The finance functionStatistical analysis of the tests

How Clara, Tomás and Áurea perform across 12 test rounds, with the margin of every result and each failure with its origin. It is regenerated from the repository’s evidence with every round.

Most recent complete round: 12

José Ñáñez
José ÑáñezTechnology Advisor · Board Member
Published October 23, 2026Updated October 30, 20266 min read

At a glance

The most recent round, round 12, partial, on 3 of the material's 33 entities: 27 of 27 seeded signals found (95% margin: 87.5–100%) and 0 extra; 625 of 625 data items extracted right (100%, 95% margin: 99.3–100%); and 1 of 1 control entities with no signal at all.

Across rounds 1–12, 382 of 382 signals found, 0 extra and 967 of 969 data items right. The rounds repeat the same material: they are not independent samples, and the margin is computed over each round's cases.

What was tested and how

On each entity, Clara, Tomás and Áurea run their setup and processing —the commands that process the documents and write the records—, with a token cap set before starting, on material whose key is kept apart and never seen. The other commands calculate on those records with the engine, which is tested on every change to the repository. Signals are compared by name and key; extraction, field by field, against what the written documents say. Control entities carry no seeded defect: any signal in them is a failure.

Coverage: of the seeded signals, how many were found. Precision: of those raised, how many were right. 95% margin: Wilson confidence interval over the cases.

Rounds
12; the most recent, round 12, is partial
Material
Banking · Honduras, Retail · Honduras
Control entities
Control · Honduras
Entity runs
45
Seeded signals
382
Data items graded
969

Cumulative results · rounds 1–12

MeasureCasesResult95% margin
Signals · coverage382 of 382100%99–100%
Signals · precision382 of 382100%99–100%
Extraction · data right967 of 96999.8%99.2–100%
Control · with no signal15 of 15100%79.6–100%

Round by round

A round that does not run every entity is partial: the first, small one, before the complete one, or a verification round, which repeats the runs a fixed defect left pending.

Round by round
RoundEntitiesSignals · coverageSignals · precisionExtractionControl with no signalTokensDefects
12100%100%100%1 of 117.3 M3
26100%100%98%2 of 253 M1
34100%100%100%1 of 117.2 M3
49100%100%100%3 of 338 M3
53100%100%100%1 of 112.7 M0
63100%100%100%1 of 113.2 M0
73100%100%96%1 of 112.1 M1
83100%100%100%1 of 112.3 M0
93100%100%100%1 of 112.8 M0
103100%100%100%1 of 112.7 M0
113100%100%100%1 of 111.9 M0
123100%100%100%1 of 114.4 M1

The most recent round · round 12

MeasureCasesResult95% margin
Signals · coverage27 of 27100%87.5–100%
Signals · precision27 of 27100%87.5–100%
Extraction · data right625 of 625100%99.3–100%
Control · with no signal1 of 1100%20.6–100%

By industry and country · round 12

MaterialAgentsSignalsExtraExtractionTokens
Banking · HondurasÁurea, Clara, Tomás14 of 140213 of 2134.5 M
Retail · HondurasÁurea, Clara, Tomás13 of 130200 of 2004.4 M
Control · HondurasÁurea, Clara, Tomás0 of 00212 of 2125.5 M

What failed, one by one · rounds 1–12

2 failures in 45 runs, each with the defect that explains it: its origin says whether the agent or the test failed. The figures are those of the original grading: 1 of those failures came from the test —the harness or the key—, not from the agent, and with the test fixed they grade as right.

RoundMaterialWhatWhereDefectOrigin
2Mining · EcuadorData item graded wrongpresupuesto · committee_commitmentsCFO-4Test harness
7Control · BrazilData item graded wrongcierre · declared.status——

Defects

12 defects logged, each with its origin, its fix and the run that verified it: 12 verified and 0 to verify. 6 came from the material, the key or the test harness, not from the agents.

Defects
OriginDefects
Agent instructions4
Test material3
Test harness2
Code2
Grading key1
AgentDefects
Tomás6
Clara5
Áurea2
None1

Cost and next step

The 12 rounds used 238.2 million tokens: 227.5 million in the graded runs and 10.7 in the ones repeated after fixing a defect. On average, 5.1 million per entity.

The material is synthetic. Whether a version is stable or laboratory is said by this evidence, not its number: stable, with the floor of the 95% margin at 95% or more for signals and data over each entity's most recent run, and no signal in the controls (decision 0020).

Where every figure comes from

The analysis is generated by scripts/analisis_familias.py from tests/evidencias/familias/cfo/, and the repository’s verification checks on every change that it says what the evidence says. This page publishes it without recomputing anything.

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