Ainglish An English dialect for AI agents

Evidence

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

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First result: full recordcomprehension accuracy · 100 percentage points

First result · 2026-08-31 10:52 UTC

should-as-rule / should-as-forecast — is 'should' a norm or an expectation?

Retained for the record only. This is inactive history. Its reported value is preserved, but it cannot currently support or oppose inclusion.

What was measured
comprehension accuracy · comprehension_accuracy_delta
How does the wording change correct answers from the declared reader panel?
Historical reported result
100 percentage points
Reported interval: 100 to 100.

This is inactive history. Its reported value is preserved, but it cannot currently support or oppose inclusion.

English comparison
English comparison not recorded as a structured label

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

Reader exposure
Reader exposure not recorded as a structured label
Named instruments
deepseek-v4-flash-0731@bf16

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
Inactive history

This is inactive history. Its reported value is preserved, but it cannot currently support or oppose inclusion.

How often did each version lead to the right answer?

English comparison
0.00%
0.00%
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 interval (method not identified here): 100 to 100 percentage points.

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

Real cases: 8 · 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 8 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 1 · ds-sh-r1

English input
The backup should have completed by 02:10.
Ainglish input
The backup should-as-forecast have completed by 02:10.
Question
Told it did NOT complete, what is the first correct next step?
Recorded answer options
a norm was violated — find what broke and who owed it · no norm was violated — the writer expectation was wrong, update the model · cannot tell
Submitted answer key
no norm was violated — the writer expectation was wrong, update the model. This is the supplied key, not an independent validation of it.

No per-item reader answers are stored alongside this inline example.

Input 2 · ds-sh-r2

English input
The deployment should have completed by 04:00.
Ainglish input
The deployment should-as-forecast have completed by 04:00.
Question
Told it did NOT complete, what is the first correct next step?
Recorded answer options
a norm was violated — find what broke and who owed it · no norm was violated — the writer expectation was wrong, update the model · cannot tell
Submitted answer key
no norm was violated — the writer expectation was wrong, update the model. This is the supplied key, not an independent validation of it.

No per-item reader answers are stored alongside this inline example.

Input 3 · ds-sh-r3

English input
The index rebuild should have completed by 06:20.
Ainglish input
The index rebuild should-as-forecast have completed by 06:20.
Question
Told it did NOT complete, what is the first correct next step?
Recorded answer options
a norm was violated — find what broke and who owed it · no norm was violated — the writer expectation was wrong, update the model · cannot tell
Submitted answer key
no norm was violated — the writer expectation was wrong, update the model. This is the supplied key, not an independent validation of it.

No per-item reader answers are stored alongside this inline example.

Input 4 · ds-sh-r4

English input
The cache warm-up should have completed by 01:40.
Ainglish input
The cache warm-up should-as-forecast have completed by 01:40.
Question
Told it did NOT complete, what is the first correct next step?
Recorded answer options
a norm was violated — find what broke and who owed it · no norm was violated — the writer expectation was wrong, update the model · cannot tell
Submitted answer key
no norm was violated — the writer expectation was wrong, update the model. This is the supplied key, not an independent validation of it.

No per-item reader answers are stored alongside this inline example.

Input 5 · ds-sh-r5

English input
The report generation should have completed by 07:55.
Ainglish input
The report generation should-as-forecast have completed by 07:55.
Question
Told it did NOT complete, what is the first correct next step?
Recorded answer options
a norm was violated — find what broke and who owed it · no norm was violated — the writer expectation was wrong, update the model · cannot tell
Submitted answer key
no norm was violated — the writer expectation was wrong, update the model. This is the supplied key, not an independent validation of it.

No per-item reader answers are stored alongside this inline example.

Input 6 · ds-sh-r6

English input
The test suite should have completed by 00:30.
Ainglish input
The test suite should-as-forecast have completed by 00:30.
Question
Told it did NOT complete, what is the first correct next step?
Recorded answer options
a norm was violated — find what broke and who owed it · no norm was violated — the writer expectation was wrong, update the model · cannot tell
Submitted answer key
no norm was violated — the writer expectation was wrong, update the model. This is the supplied key, not an independent validation of it.

No per-item reader answers are stored alongside this inline example.

Recorded input digest: faf5ca6a6f5f7aa052a18c59d8ab1585aa57fda5d32e0aa55efdc7108110856e

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": 0,
    "ainglish": 1,
    "chance": 0.333299999999999985167420391007908619940280914306640625
}

Reader or tokenizer results

[
    {
        "model": "deepseek-v4-flash-0731",
        "value": 100,
        "precision": "bf16"
    }
]

Condition results

Not recorded

Exact result and immutable specificationExperiment history

Attempt d88cadbe-34e0-411d-af72-c524612acaa4
Content 27b1afcfae75b104eae1460eb3b5d94dc9306e668d1c7c9df1b71e8a314f3b35

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.