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.

Change the selected experimentsSearch by proposal, select a result or enter an exact identifier

Find experiments by proposal

Search for ordinary words from a proposal, then choose a match. Searching alone does not change the results below.

Choose two experiments by title, measurement and date. The choices include up to 50 newest public completed results, plus your current selections. Historical results stay labelled. For older records, use the evidence explorer or exact entry below.

Use an exact experiment identifier instead

A full attempt UUID entered here replaces the corresponding choice above. Content hashes are not result identifiers.

Clear comparison

Compare the essentials

Read each question across both results. A matching description is not proof that the studies are scientifically comparable.

QuestionFirst resultSecond result
Which proposal?only-<focus> — weld "only" to the words it excludes over: speech carried the binding as stress, writing dropped it2026-09-01 20:58 UTConly-<focus> — weld "only" to the words it excludes over: speech carried the binding as stress, writing dropped it2026-09-03 09:31 UTC
What was measured?token costHow does the wording change tokenizer units for the declared tokenizer population?token costHow does the wording change tokenizer units for the declared tokenizer population?
What was the result?1.1666666666667 tokens per declared itemReported interval: 1.0833333333333 to 1.1666666666667Not yet counting in evidence decisions1.5 tokens per declared itemReported interval: 1.375 to 1.5Not yet counting in evidence decisions
Compared with what?English comparison not recorded as a structured labelCurrent tokenizer cost, not comprehensionEnglish comparison not recorded as a structured labelCurrent tokenizer cost, not comprehension
Independently settled?DisputedEligible replications disagree and this original does not hold a settlement majority.Incommensurable pending repairA comparison key does not match, so the row cannot presently vote on settlement.

Inspect first resultInspect second result

What differs in the declared methods?

These are literal recorded values, not a compatibility test. Matching declarations do not prove equivalent inputs or fair scoring. A missing structured field may be described elsewhere in the immutable specification.

What was measured · Same recorded value
First result
token_delta
Second result
token_delta
English comparison declarations · Not recorded on either side
First result
Not recorded in this structured field
Second result
Not recorded in this structured field
Tested population · Only recorded on one side
First result
Not recorded in this structured field
Second result
8 frozen disjoint only-focus pairs over 4 focus-site strata, Spark replication
Unit tested · Only recorded on one side
First result
Not recorded in this structured field
Second result
complete message
Named instruments (including order) · Same recorded value
First result
[
    "cl100k_base",
    "o200k_base"
]
Second result
[
    "cl100k_base",
    "o200k_base"
]
Reader exposure · Not recorded on either side
First result
Not recorded in this structured field
Second result
Not recorded in this structured field
Exposure window · Not recorded on either side
First result
Not recorded in this structured field
Second result
Not recorded in this structured field
How results combine · Only recorded on one side
First result
Not recorded in this structured field
Second result
{
    "reducer": "least_favourable",
    "rule": "equal stratum mean, then maximum tokenizer mean"
}
Scoring declaration · Not recorded on either side
First result
Not recorded in this structured field
Second result
Not recorded in this structured field
Conditions (including order) · Same recorded value
First result
[
    {
        "id": "subject",
        "weight": 1
    },
    {
        "id": "verb",
        "weight": 1
    },
    {
        "id": "object-nominal",
        "weight": 1
    },
    {
        "id": "adjunct",
        "weight": 1
    }
]
Second result
[
    {
        "id": "subject",
        "weight": 1
    },
    {
        "id": "verb",
        "weight": 1
    },
    {
        "id": "object-nominal",
        "weight": 1
    },
    {
        "id": "adjunct",
        "weight": 1
    }
]
First result: full recordtoken cost · 1.1666666666667 tokens per declared item

First result · 2026-09-01 20:58 UTC

only-<focus> — weld "only" to the words it excludes over: speech carried the binding as stress, writing dropped it

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

What was measured
token cost · token_delta
How does the wording change tokenizer units for the declared tokenizer population?
Reported result
1.1666666666667 tokens per declared item
Reported interval: 1.0833333333333 to 1.1666666666667.

More tokens on the named current tokenizers; this is the encoded-length difference, not the proposal decision.

English comparison
English comparison not recorded as a structured label

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

Tokenizer conditions
Literal encoding cost on the named current tokenizers; not comprehension.
Named instruments
cl100k_base, o200k_base

Reader population not separately declared.

Conditions covered
Separate outcomes retained for all 4 declared conditions

subject, verb, object-nominal, adjunct

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
Disputed

Eligible replications disagree and this original does not hold a settlement majority.

Is this result within the cost allowance?
This headline is within the allowance. The reported difference is 1.1666666666667 tokens; the current declaration allows at most 3 tokens.

This compares Ainglish minus English with the current declaration, which may differ from the declaration when the result was filed. It checks the headline only: inspect any required per-form and per-tokenizer results too.

Has the original estimate been independently reproduced?
Disputed.

Eligible replications disagree and this original does not hold a settlement majority.

Reproduction asks whether fresh-input findings agree under the settlement rule. It does not ask whether either value satisfies the cost allowance.

Being within the cost allowance is not a completed prerequisite. Reproducing an original estimate is a separate check, not proof that the allowance is met. Current evidence status, settlement and every declared result still determine readiness.

How can one check pass while the other does not?

For example, an allowance of at most +3 tokens and an original estimate of +3 ask different questions. A replication of −0.5 is within that allowance but may disagree with the original. A replication of +3.25 may reproduce +3 within the settlement tolerance while exceeding the allowance.

These are illustrative numbers, not a new settlement rule. A cost saving is not a comprehension result, and a reproduced premium does not by itself mean a proposal should be adopted or rejected.

Does the overall result hide differences between conditions?

Every stored condition, without new pooling. Differences and intervals use tokens. Condition names come from the frozen experiment.
ConditionReported differenceReported interval
subject1.3333333333333 Not recorded
verb0.83333333333333 Not recorded
object-nominal1.1666666666667 Not recorded
adjunct1.3333333333333 Not recorded

A missing condition interval is not zero uncertainty. An overall interval cannot substitute for agreement in every load-bearing condition.

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 24 readable, inline study items, in stored order—not a selection of successes. 0 control items are kept separate.

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

Input 1

English input
only Dexagon approved the release.
Ainglish input
only-Dexagon approved the release.
Condition
subject

Input 2

English input
only Rosetta reopened the review.
Ainglish input
only-Rosetta reopened the review.
Condition
subject

Input 3

English input
only the safety lead entered the chamber.
Ainglish input
only-the-safety-lead entered the chamber.
Condition
subject

Input 4

English input
only two reviewers challenged the tally.
Ainglish input
only-two-reviewers challenged the tally.
Condition
subject

Input 5

English input
only our night operator acknowledged the alarm.
Ainglish input
only-our-night-operator acknowledged the alarm.
Condition
subject

Input 6

English input
only the audit chair signed the exception.
Ainglish input
only-the-audit-chair signed the exception.
Condition
subject

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

Not recorded

Reader or tokenizer results

[
    {
        "model": "cl100k_base",
        "value": 1.0833333333333332593184650249895639717578887939453125
    },
    {
        "model": "o200k_base",
        "value": 1.1666666666666667406815349750104360282421112060546875
    }
]

Condition results

[
    {
        "id": "subject",
        "weight": 1,
        "share": 0.25,
        "value": 1.3333333333333332593184650249895639717578887939453125,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "verb",
        "weight": 1,
        "share": 0.25,
        "value": 0.83333333333333337034076748750521801412105560302734375,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "object-nominal",
        "weight": 1,
        "share": 0.25,
        "value": 1.1666666666666667406815349750104360282421112060546875,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "adjunct",
        "weight": 1,
        "share": 0.25,
        "value": 1.3333333333333332593184650249895639717578887939453125,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    }
]

Exact result and immutable specificationExperiment history

Attempt 284e5426-8459-460b-b2e2-c028b3900753
Content 0508f019dae135d82437c2a794276f0d3b5da53d1f4068440e61297d7b570cec

Second result: full recordtoken cost · 1.5 tokens per declared item

Second result · 2026-09-03 09:31 UTC

only-<focus> — weld "only" to the words it excludes over: speech carried the binding as stress, writing dropped it

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

What was measured
token cost · token_delta
How does the wording change tokenizer units for the declared tokenizer population?
Reported result
1.5 tokens per declared item
Reported interval: 1.375 to 1.5.

More tokens on the named current tokenizers; this is the encoded-length difference, not the proposal decision.

English comparison
English comparison not recorded as a structured label

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

Tokenizer conditions
Literal encoding cost on the named current tokenizers; not comprehension.
Named instruments
cl100k_base, o200k_base

Reader population not separately declared.

Conditions covered
Separate outcomes retained for all 4 declared conditions

subject, verb, object-nominal, adjunct

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
Incommensurable pending repair

A comparison key does not match, so the row cannot presently vote on settlement.

Is this result within the cost allowance?
This headline is within the allowance. The reported difference is 1.5 tokens; the current declaration allows at most 3 tokens.

This compares Ainglish minus English with the current declaration, which may differ from the declaration when the result was filed. It checks the headline only: inspect any required per-form and per-tokenizer results too.

Has the original estimate been independently reproduced?
Incommensurable pending repair. This replication reports 1.5 tokens; the named original reported 1.1666666666667.

A comparison key does not match, so the row cannot presently vote on settlement.

Reproduction asks whether fresh-input findings agree under the settlement rule. It does not ask whether either value satisfies the cost allowance.

Being within the cost allowance is not a completed prerequisite. Reproducing an original estimate is a separate check, not proof that the allowance is met. Current evidence status, settlement and every declared result still determine readiness.

How can one check pass while the other does not?

For example, an allowance of at most +3 tokens and an original estimate of +3 ask different questions. A replication of −0.5 is within that allowance but may disagree with the original. A replication of +3.25 may reproduce +3 within the settlement tolerance while exceeding the allowance.

These are illustrative numbers, not a new settlement rule. A cost saving is not a comprehension result, and a reproduced premium does not by itself mean a proposal should be adopted or rejected.

This result checks a named original, not every experiment on the proposal. Read its target original

Compare with the exact target attempt

Every declared condition must agree. Overlapping overall intervals alone do not confirm this original.

How much input text was reused?

100.0% of complete English–Ainglish pairs are fresh.

Separate-arm overlap is unavailable or has not been computed. This does not mean zero reuse.

Exact text comparisons only; repeated occurrences count separately. Shared text can deserve scrutiny even when each complete pair is new. These arm counts are descriptive and do not change settlement eligibility.

Declared target content identity0508f019dae135d82437c2a794276f0d3b5da53d1f4068440e61297d7b570cec

Does the overall result hide differences between conditions?

Every stored condition, without new pooling. Differences and intervals use tokens. Condition names come from the frozen experiment.
ConditionReported differenceReported interval
subject1.5 Not recorded
verb1 Not recorded
object-nominal1.5 Not recorded
adjunct2 Not recorded

A missing condition interval is not zero uncertainty. An overall interval cannot substitute for agreement in every load-bearing condition.

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. 0 control items are kept separate.

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

Input 1

English input
only Harbor signed the manifest.
Ainglish input
only-Harbor signed the manifest.
Condition
subject

Input 2

English input
only quartermaster opened the vault.
Ainglish input
only-quartermaster opened the vault.
Condition
subject

Input 3

English input
only three clerks tallied the votes.
Ainglish input
only-three-clerks tallied the votes.
Condition
verb

Input 4

English input
only brass key turns the lock.
Ainglish input
only-brass-key turns the lock.
Condition
verb

Input 5

English input
only Lyra answered the hail.
Ainglish input
only-Lyra answered the hail.
Condition
object-nominal

Input 6

English input
only night auditor stays late.
Ainglish input
only-night-auditor stays late.
Condition
object-nominal

Recorded input digest: 15e30957411f0e69caa2da5cc13d27c793f6eb3e475508db9cf4e2155332b523

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
Compared with
Ainglish hyphenated only-X versus spaced gloss
Tested population
8 frozen disjoint only-focus pairs over 4 focus-site strata, Spark replication
Unit tested
complete message
How results combine
equal stratum mean, then maximum tokenizer mean

These are the study author’s declarations. A finding applies to this tested scope; this summary does not establish that another study is comparable.

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

Not recorded

Reader or tokenizer results

[
    {
        "model": "cl100k_base",
        "value": 1.5
    },
    {
        "model": "o200k_base",
        "value": 1.375
    }
]

Condition results

[
    {
        "id": "subject",
        "weight": 1,
        "share": 0.25,
        "value": 1.5,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "verb",
        "weight": 1,
        "share": 0.25,
        "value": 1,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "object-nominal",
        "weight": 1,
        "share": 0.25,
        "value": 1.5,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "adjunct",
        "weight": 1,
        "share": 0.25,
        "value": 2,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    }
]

Exact result and immutable specificationExperiment history

Attempt e1fc481e-3459-4deb-a36b-8c48286aecb9
Content edd3f70304aff4b9a622ebfdda4eae825fab376b715a0f63f06492986bdfe36d

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.