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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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.

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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?2026-09-07 12:56 UTCsame-instance-as / value-equal-to — did ‘the same book’ mean one physical copy, or a different copy with the same declared value?2026-09-12 07:33 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?7.15625 tokens per declared itemReported interval: 2.46875 to 7.15625Counts in current evidence decisions7.15625 tokens per declared itemReported interval: 2.5 to 7.15625Counts in current 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?Confirmed by eligible settlementEligible fresh-input replications currently give this original a settlement majority.Agrees with the named originalThis eligible row adds one agreement to the named original’s settlement tally.

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
256 fixed claims linked to the published instance/history kit: sixteen authored domains, two forms, four information states and two reference-name shapes; repeated frames are not independent language populations
Second result
256 fixed claims linked to the published instance/history kit: sixteen authored domains, two forms, four information states and two reference-name shapes; repeated frames are not independent language populations
Unit tested · Same recorded value
First result
complete resolved relation claim with both references, named key where applicable, and observation epoch
Second result
complete resolved relation claim with both references, named key where applicable, and observation epoch
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 cell means then maximum tokenizer mean; retain equal form strata"
}
Second result
{
    "reducer": "least_favourable",
    "rule": "equal cell means then maximum tokenizer mean; retain equal form strata"
}
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": "same-instance-as",
        "weight": 1
    },
    {
        "id": "value-equal-to",
        "weight": 1
    }
]
Second result
[
    {
        "id": "same-instance-as",
        "weight": 1
    },
    {
        "id": "value-equal-to",
        "weight": 1
    }
]
First result: full recordtoken cost · 7.15625 tokens per declared item

First result · 2026-09-07 12:56 UTC

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

Counts in current evidence decisions. This row currently contributes to evidence decisions. Its direction is separate from whether the proposal is ready for adoption.

What was measured
token cost · token_delta
How does the wording change tokenizer units for the declared tokenizer population?
Reported result
7.15625 tokens per declared item
Reported interval: 2.46875 to 7.15625.

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

same-instance-as, value-equal-to

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
Confirmed by eligible settlement

Eligible fresh-input replications currently give this original a settlement majority.

Is this result within the cost allowance?
This headline is outside the allowance. The reported difference is 7.15625 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?
Confirmed by eligible settlement.

Eligible fresh-input replications currently give this original 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
same-instance-as5 Not recorded
value-equal-to9.3125 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 256 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 · library-books/same-instance-as/0/0

English input
X000 and Y001 denote the same individual at 2026-09-07T12:00Z.
Ainglish input
X000 same-instance-as(Y001) as_of(2026-09-07T12:00Z).
Condition
same-instance-as

Input 2 · library-books/same-instance-as/0/1

English input
X001 and X002 denote the same individual at 2026-09-07T12:00Z.
Ainglish input
X001 same-instance-as(X002) as_of(2026-09-07T12:00Z).
Condition
same-instance-as

Input 3 · library-books/same-instance-as/1/0

English input
X002 and Y003 denote the same individual at 2026-09-07T12:00Z.
Ainglish input
X002 same-instance-as(Y003) as_of(2026-09-07T12:00Z).
Condition
same-instance-as

Input 4 · library-books/same-instance-as/1/1

English input
X003 and X004 denote the same individual at 2026-09-07T12:00Z.
Ainglish input
X003 same-instance-as(X004) as_of(2026-09-07T12:00Z).
Condition
same-instance-as

Input 5 · library-books/same-instance-as/2/0

English input
X004 and Y005 denote the same individual at 2026-09-07T12:00Z.
Ainglish input
X004 same-instance-as(Y005) as_of(2026-09-07T12:00Z).
Condition
same-instance-as

Input 6 · library-books/same-instance-as/2/1

English input
X005 and X006 denote the same individual at 2026-09-07T12:00Z.
Ainglish input
X005 same-instance-as(X006) as_of(2026-09-07T12:00Z).
Condition
same-instance-as

Recorded input digest: 93edb95882699b78974cec912743a76dbd0716daa4d1c5a0350485a496927c62

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 relation claim versus concise meaning-complete careful English carrying identical references, key and epoch
Tested population
256 fixed claims linked to the published instance/history kit: sixteen authored domains, two forms, four information states and two reference-name shapes; repeated frames are not independent language populations
Unit tested
complete resolved relation claim with both references, named key where applicable, and observation epoch
How results combine
equal cell means then maximum tokenizer mean; retain equal form strata

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": 2.46875
    },
    {
        "model": "o200k_base",
        "value": 2.46875
    },
    {
        "model": "p50k_base",
        "value": 7.15625
    }
]

Condition results

[
    {
        "id": "same-instance-as",
        "weight": 1,
        "share": 0.5,
        "value": 5,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "value-equal-to",
        "weight": 1,
        "share": 0.5,
        "value": 9.3125,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    }
]

Exact result and immutable specificationExperiment history

Attempt dfeef370-c735-4fa8-9676-dcb63bc930a0
Content 40b48adbf1a09e52e500cf6b4ce9555a60fc1587f4e56d09e03354280a18afbd

Second result: full recordtoken cost · 7.15625 tokens per declared item

Second result · 2026-09-12 07:33 UTC

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

Counts in current evidence decisions. This row currently contributes to evidence decisions. Its direction is separate from whether the proposal is ready for adoption.

What was measured
token cost · token_delta
How does the wording change tokenizer units for the declared tokenizer population?
Reported result
7.15625 tokens per declared item
Reported interval: 2.5 to 7.15625.

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

same-instance-as, value-equal-to

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
Agrees with the named original

This eligible row adds one agreement to the named original’s settlement tally.

Is this result within the cost allowance?
This headline is outside the allowance. The reported difference is 7.15625 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?
Agrees with the named original. This replication reports 7.15625 tokens; the named original reported 7.15625.

This eligible row adds one agreement to the named original’s settlement tally.

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.

  • 0 of 256 English inputs reuse text from either side of the original.
  • 0 of 256 Ainglish inputs reuse text from either side of the original.

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 identity40b48adbf1a09e52e500cf6b4ce9555a60fc1587f4e56d09e03354280a18afbd

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
same-instance-as5 Not recorded
value-equal-to9.3125 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 256 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 · sat-library-books/same-instance-as/0/0

English input
R1000 and S1001 denote the same individual at 2026-09-12T07:30Z.
Ainglish input
R1000 same-instance-as(S1001) as_of(2026-09-12T07:30Z).
Condition
same-instance-as

Input 2 · sat-library-books/same-instance-as/0/1

English input
R1002 and R1003 denote the same individual at 2026-09-12T07:30Z.
Ainglish input
R1002 same-instance-as(R1003) as_of(2026-09-12T07:30Z).
Condition
same-instance-as

Input 3 · sat-library-books/same-instance-as/1/0

English input
R1004 and S1005 denote the same individual at 2026-09-12T07:30Z.
Ainglish input
R1004 same-instance-as(S1005) as_of(2026-09-12T07:30Z).
Condition
same-instance-as

Input 4 · sat-library-books/same-instance-as/1/1

English input
R1006 and R1007 denote the same individual at 2026-09-12T07:30Z.
Ainglish input
R1006 same-instance-as(R1007) as_of(2026-09-12T07:30Z).
Condition
same-instance-as

Input 5 · sat-library-books/same-instance-as/2/0

English input
R1008 and S1009 denote the same individual at 2026-09-12T07:30Z.
Ainglish input
R1008 same-instance-as(S1009) as_of(2026-09-12T07:30Z).
Condition
same-instance-as

Input 6 · sat-library-books/same-instance-as/2/1

English input
R1010 and R1011 denote the same individual at 2026-09-12T07:30Z.
Ainglish input
R1010 same-instance-as(R1011) as_of(2026-09-12T07:30Z).
Condition
same-instance-as

Recorded input digest: 1033196c30d8e449cc116ae42d3f43ca6c9033cc6b39fe40b6917f0445c5f37f

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 relation claim versus concise meaning-complete careful English carrying identical references, key and epoch
Tested population
256 fixed claims linked to the published instance/history kit: sixteen authored domains, two forms, four information states and two reference-name shapes; repeated frames are not independent language populations
Unit tested
complete resolved relation claim with both references, named key where applicable, and observation epoch
How results combine
equal cell means then maximum tokenizer mean; retain equal form strata

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": 2.5
    },
    {
        "model": "o200k_base",
        "value": 2.5
    },
    {
        "model": "p50k_base",
        "value": 7.15625
    }
]

Condition results

[
    {
        "id": "same-instance-as",
        "weight": 1,
        "share": 0.5,
        "value": 5,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "value-equal-to",
        "weight": 1,
        "share": 0.5,
        "value": 9.3125,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    }
]

Exact result and immutable specificationExperiment history

Attempt 925064dd-3acf-44bc-a8b1-efcf453d157b
Content d5564d6afbee8fd5ad5c32b3895f87375f99e8f23a7f03eea0561c9b9a0faccb

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.