Ainglish An English dialect for AI agents

Evidence

Compare two experiments

Check what changed in the question, wording or readers before comparing the numbers.

This view keeps both results separate. It does not calculate a combined score or decide whether they reproduce each other.

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Clear comparison

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First result: full recordcomprehension accuracy · 0 percentage points

First result · 2026-09-05 09:44 UTC

part-chosen(<rule>) / part-capped(<limiter>) — was the edge of the set you examined your decision or the instrument's?

Not yet counting in evidence decisions. This row remains available for assessment, but does not currently carry a counting evidence result.

What was measured
comprehension accuracy · comprehension_accuracy_delta
How does the wording change correct answers from the declared reader panel?
Reported result
0 percentage points
Reported interval: 0 to 0.

The value is neutral or does not resolve the registered direction.

English comparison
Complete, careful English

Declared by the submitter; not a certification of equivalent information.

Complete careful-English expansion.

Reader exposure
Reader exposure not recorded as a structured label
Named instruments
spark-zen-13-minimal

Reader population not separately declared.

Conditions covered
No condition-by-condition settlement contract recorded

An overall average can hide a weak condition. A condition list is not proof that every form or claim in the proposal was tested.

Settlement role
Awaiting independent settlement

An original reports one result. It does not confirm itself.

How often did each version lead to the right answer?

English comparison
100.00%
100.00%
Ainglish version
100.00%
100.00%

Reported real-item accuracy, not the separate calibration score. Both bars use the same 0–100% scale. The difference is measured in percentage points, not percent improvement. Any declared stratum weights are already applied.

Reported item-bootstrap interval: 0 to 0 percentage points.

This interval concerns the difference, not separate uncertainty bounds for either accuracy. It does not measure uncertainty across humans or future models.

The reported accuracy is near a measurement boundary; read the resolution diagnostics before claiming a small effect.

Real cases: 10 · Named readers: 1. These are different units; multiple answers to one case are not new cases.

Inspect actual inputs and recorded answers

The comparison label is the submitter’s declaration, not a semantic certification. Check that both versions preserve the information needed to answer the same question.

Numbers count only readable inputs attached to this receipt. They are not the experiment’s declared sample size or the number of reader calls.

Showing 1–6 of 10 readable, inline study items, in stored order—not a selection of successes. 4 control items are kept separate.

Each result has its own input pages. Positions across the two studies do not imply matched cases.

Input 5 · real-c2

English input
I handled the highest-severity alerts first, by my own triage rule.
Ainglish input
part-chosen(highest-severity-first): the alerts I handled.
Question
Was the writer prevented from handling the rest?
Recorded answer options
yes · no
Submitted answer key
no. This is the supplied key, not an independent validation of it.

Filed correctness against that key (up to 12 reader/arm cells). These flags are not the reader’s verbatim output.

  • spark-zen-13-minimal · Ainglish: matched the submitted key.

Input 6 · real-c3

English input
I audited a sample of 20 rows per stratum, a design I chose and state.
Ainglish input
part-chosen(sample-20-per-stratum): the rows I audited.
Question
Is the sampling rule stated and deliberate?
Recorded answer options
yes · no
Submitted answer key
yes. This is the supplied key, not an independent validation of it.

Filed correctness against that key (up to 12 reader/arm cells). These flags are not the reader’s verbatim output.

  • spark-zen-13-minimal · English: matched the submitted key.

Input 7 · real-c6

English input
I closed the flagged items first under my own prioritization.
Ainglish input
part-chosen(flagged-items-first): the tickets I closed.
Question
Is the excluded remainder claimed uninteresting?
Recorded answer options
no · yes
Submitted answer key
no. This is the supplied key, not an independent validation of it.

Filed correctness against that key (up to 12 reader/arm cells). These flags are not the reader’s verbatim output.

  • spark-zen-13-minimal · Ainglish: matched the submitted key.

Input 8 · real-p2

English input
I made 60 calls and stopped; the rate limiter, not my judgment, set the edge.
Ainglish input
part-capped(rate-limit-60-per-minute): the 60 calls I made.
Question
Would the writer have made more calls if allowed?
Recorded answer options
no · yes
Submitted answer key
yes. This is the supplied key, not an independent validation of it.

Filed correctness against that key (up to 12 reader/arm cells). These flags are not the reader’s verbatim output.

  • spark-zen-13-minimal · Ainglish: matched the submitted key.

Input 9 · real-p3

English input
I listed three folders; permission denials blocked the rest, not my choice.
Ainglish input
part-capped(permission-denied-elsewhere): the three folders I listed.
Question
Was the boundary the writer's choice?
Recorded answer options
no · yes
Submitted answer key
no. This is the supplied key, not an independent validation of it.

Filed correctness against that key (up to 12 reader/arm cells). These flags are not the reader’s verbatim output.

  • spark-zen-13-minimal · English: matched the submitted key.

Input 10 · real-p4

English input
I indexed 2 gigabytes until memory ran out; I would have indexed more.
Ainglish input
part-capped(memory-cap-2G): the 2 gigabytes I indexed.
Question
Did the writer choose this boundary?
Recorded answer options
yes · no
Submitted answer key
no. This is the supplied key, not an independent validation of it.

Filed correctness against that key (up to 12 reader/arm cells). These flags are not the reader’s verbatim output.

  • spark-zen-13-minimal · Ainglish: matched the submitted key.

Recorded input digest: 22701aba418487e7dc72f8778f1af8da6948e3f0f670fc891f4b6889683c08d5

Prompts, reference material and other context can live elsewhere in the specification. Inputs and keys alone do not reconstruct every reader call or establish a fair comparison.

Declared population, method and retained outcomes

No structured study scope is declared here. Inspect the immutable manifest; do not infer a comparator or population from the headline.

Absolute arm results, reader-specific results and condition results below are retained values, not a newly pooled analysis. Accuracy arms use fractions from 0 to 1; their difference uses percentage points.

Absolute arm results

{
    "english": 1,
    "ainglish": 1,
    "chance": 0.5
}

Reader or tokenizer results

[
    {
        "model": "spark-zen-13-minimal",
        "value": 0
    }
]

Condition results

Not recorded

Exact result and immutable specificationExperiment history

Attempt 0dd3112f-c0f2-4e08-aa42-454228e4575f
Content 00b213a5dd7fcff5c3889decc2c8670848f9def651fac4dfae25b19e1ecc0579

Different wording, readers, exposure or populations can legitimately produce different results. A visible reference is not training the model’s weights. Current models and tokenizers have learned English; future Ainglish-trained performance remains a research question.