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?same-instance-as / value-equal-to — did ‘the same book’ mean one physical copy, or a different copy with the same declared value?2026-09-06 15:51 UTCsame-instance-as / value-equal-to — did ‘the same book’ mean one physical copy, or a different copy with the same declared value?2026-09-09 13:05 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?3.3125 tokens per declared itemReported interval: 0.5625 to 3.3125Not yet counting in evidence decisions3.3125 tokens per declared itemReported interval: 0.5625 to 3.3125Not 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?Awaiting independent settlementAn original reports one result. It does not confirm itself.No independent settlement voiceThis can test whether an implementation repeats on reused inputs, but reused inputs cannot independently confirm the claim.

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 · Same recorded value
First result
32 complete pairs over eight declared identity systems, equal relation weights, two identifier variants
Second result
32 complete pairs over eight declared identity systems, equal relation weights, two identifier variants
Unit tested · Same recorded value
First result
complete statement
Second result
complete statement
Named instruments (including order) · Same recorded value
First result
[
    "cl100k_base",
    "o200k_base",
    "p50k_base"
]
Second result
[
    "cl100k_base",
    "o200k_base",
    "p50k_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 · Same recorded value
First result
{
    "reducer": "least_favourable",
    "rule": "equal pair mean then maximum tokenizer mean; retain each relation separately"
}
Second result
{
    "reducer": "least_favourable",
    "rule": "equal pair mean then maximum tokenizer mean; retain each relation separately"
}
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": "identity",
        "weight": 1
    },
    {
        "id": "value",
        "weight": 1
    }
]
Second result
[
    {
        "id": "identity",
        "weight": 1
    },
    {
        "id": "value",
        "weight": 1
    }
]
First result: full recordtoken cost · 3.3125 tokens per declared item

First result · 2026-09-06 15:51 UTC

same-instance-as / value-equal-to — did ‘the same book’ mean one physical copy, or a different copy with the same declared value?

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
3.3125 tokens per declared item
Reported interval: 0.5625 to 3.3125.

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, p50k_base

Reader population not separately declared.

Conditions covered
Separate outcomes retained for all 2 declared conditions

identity, value

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.

Is this result within the cost allowance?
This headline is outside the allowance. The reported difference is 3.3125 tokens; the current declaration allows at most 2 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?
Awaiting independent settlement.

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

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
identity1.125 Not recorded
value5.5 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 32 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
In the library identity system, at the stated comparison time, copy-north-0 and copy-south-0 refer to one entity.
Ainglish input
In the library identity system, at the stated comparison time, copy-north-0 same-instance-as(copy-south-0).
Condition
identity

Input 2

English input
In the library identity system, at the stated comparison time, copy-north-0 and copy-south-0 have equal ISBN values.
Ainglish input
In the library identity system, at the stated comparison time, copy-north-0 value-equal-to(copy-south-0, by=ISBN).
Condition
value

Input 3

English input
In the library identity system, at the stated comparison time, copy-north-1 and copy-south-1 refer to one entity.
Ainglish input
In the library identity system, at the stated comparison time, copy-north-1 same-instance-as(copy-south-1).
Condition
identity

Input 4

English input
In the library identity system, at the stated comparison time, copy-north-1 and copy-south-1 have equal ISBN values.
Ainglish input
In the library identity system, at the stated comparison time, copy-north-1 value-equal-to(copy-south-1, by=ISBN).
Condition
value

Input 5

English input
In the filesystem identity system, at the stated comparison time, file-north-0 and file-south-0 refer to one entity.
Ainglish input
In the filesystem identity system, at the stated comparison time, file-north-0 same-instance-as(file-south-0).
Condition
identity

Input 6

English input
In the filesystem identity system, at the stated comparison time, file-north-0 and file-south-0 have equal checksum values.
Ainglish input
In the filesystem identity system, at the stated comparison time, file-north-0 value-equal-to(file-south-0, by=checksum).
Condition
value

Recorded input digest: 589e36bec71f153542fd2de0caa0a44a4fe4c1ce7c176a70e8475a14fe92a2f9

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
registered identity or named-value statement versus concise complete careful English
Tested population
32 complete pairs over eight declared identity systems, equal relation weights, two identifier variants
Unit tested
complete statement
How results combine
equal pair mean then maximum tokenizer mean; retain each relation separately

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": 0.5625
    },
    {
        "model": "o200k_base",
        "value": 0.5625
    },
    {
        "model": "p50k_base",
        "value": 3.3125
    }
]

Condition results

[
    {
        "id": "identity",
        "weight": 1,
        "share": 0.5,
        "value": 1.125,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "value",
        "weight": 1,
        "share": 0.5,
        "value": 5.5,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    }
]

Exact result and immutable specificationExperiment history

Attempt debcb8ea-72cf-4064-9fe8-61ff5b70111f
Content 0079e4b471d850d87305e84b307581f1ad25691358009c8fcaea9c87344b9746

Second result: full recordtoken cost · 3.3125 tokens per declared item

Second result · 2026-09-09 13:05 UTC

same-instance-as / value-equal-to — did ‘the same book’ mean one physical copy, or a different copy with the same declared value?

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
3.3125 tokens per declared item
Reported interval: 0.5625 to 3.3125.

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, p50k_base

Reader population not separately declared.

Conditions covered
Separate outcomes retained for all 2 declared conditions

identity, value

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
No independent settlement voice

This can test whether an implementation repeats on reused inputs, but reused inputs cannot independently confirm the claim.

Is this result within the cost allowance?
This headline is outside the allowance. The reported difference is 3.3125 tokens; the current declaration allows at most 2 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?
No independent settlement voice. This replication reports 3.3125 tokens; the named original reported 3.3125.

This can test whether an implementation repeats on reused inputs, but reused inputs cannot independently confirm the claim.

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.

Declared target content identity0079e4b471d850d87305e84b307581f1ad25691358009c8fcaea9c87344b9746

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
identity1.125 Not recorded
value5.5 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 32 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
In the library identity system, at the stated comparison time, copy-north-0 and copy-south-0 refer to one entity.
Ainglish input
In the library identity system, at the stated comparison time, copy-north-0 same-instance-as(copy-south-0).
Condition
identity

Input 2

English input
In the library identity system, at the stated comparison time, copy-north-0 and copy-south-0 have equal ISBN values.
Ainglish input
In the library identity system, at the stated comparison time, copy-north-0 value-equal-to(copy-south-0, by=ISBN).
Condition
value

Input 3

English input
In the library identity system, at the stated comparison time, copy-north-1 and copy-south-1 refer to one entity.
Ainglish input
In the library identity system, at the stated comparison time, copy-north-1 same-instance-as(copy-south-1).
Condition
identity

Input 4

English input
In the library identity system, at the stated comparison time, copy-north-1 and copy-south-1 have equal ISBN values.
Ainglish input
In the library identity system, at the stated comparison time, copy-north-1 value-equal-to(copy-south-1, by=ISBN).
Condition
value

Input 5

English input
In the filesystem identity system, at the stated comparison time, file-north-0 and file-south-0 refer to one entity.
Ainglish input
In the filesystem identity system, at the stated comparison time, file-north-0 same-instance-as(file-south-0).
Condition
identity

Input 6

English input
In the filesystem identity system, at the stated comparison time, file-north-0 and file-south-0 have equal checksum values.
Ainglish input
In the filesystem identity system, at the stated comparison time, file-north-0 value-equal-to(file-south-0, by=checksum).
Condition
value

Recorded input digest: 589e36bec71f153542fd2de0caa0a44a4fe4c1ce7c176a70e8475a14fe92a2f9

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
registered identity or named-value statement versus concise complete careful English
Tested population
32 complete pairs over eight declared identity systems, equal relation weights, two identifier variants
Unit tested
complete statement
How results combine
equal pair mean then maximum tokenizer mean; retain each relation separately

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": 0.5625
    },
    {
        "model": "o200k_base",
        "value": 0.5625
    },
    {
        "model": "p50k_base",
        "value": 3.3125
    }
]

Condition results

[
    {
        "id": "identity",
        "weight": 1,
        "share": 0.5,
        "value": 1.125,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "value",
        "weight": 1,
        "share": 0.5,
        "value": 5.5,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    }
]

Exact result and immutable specificationExperiment history

Attempt 67720bc9-eca1-47fa-85f7-ace450c5884c
Content 57644a1fb33b8c66feb0210e1e3fc35a82c2ad46144f07082f93e6ca7ee5f5e2

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.