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.

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?because / ever since — did ‘since’ give a reason, or start a clock?2026-09-05 09:54 UTCbecause / ever since — did ‘since’ give a reason, or start a clock?2026-09-05 20:15 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?-2 tokens per declared itemReported interval: -2 to -2Counts in current evidence decisions-2 tokens per declared itemReported interval: -2 to -2Counts 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
Prospective 64-pair operational journal population: 32 per form, all nine declared domains; 3 or 4 fresh contexts per form-domain cell, with equal domain and form weights
Second result
Prospective 64-pair operational journal population: 32 per form, all nine declared domains; 3 or 4 fresh contexts per form-domain cell, with equal domain and form weights
Unit tested · Same recorded value
First result
one complete reason or through-reference interval claim
Second result
one complete reason or through-reference interval claim
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 · Same recorded value
First result
{
    "reducer": "least_favourable",
    "rule": "For each tokenizer, equal-weight mean of the 18 form-domain cell means; report maximum tokenizer mean (least-favourable), with exact member-span bounds"
}
Second result
{
    "reducer": "least_favourable",
    "rule": "For each tokenizer, equal-weight mean of the 18 form-domain cell means; report maximum tokenizer mean (least-favourable), with exact member-span bounds"
}
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": "r:d0",
        "weight": 1
    },
    {
        "id": "r:d1",
        "weight": 1
    },
    {
        "id": "r:d2",
        "weight": 1
    },
    {
        "id": "r:d3",
        "weight": 1
    },
    {
        "id": "r:d4",
        "weight": 1
    },
    {
        "id": "r:d5",
        "weight": 1
    },
    {
        "id": "r:d6",
        "weight": 1
    },
    {
        "id": "r:d7",
        "weight": 1
    },
    {
        "id": "r:d8",
        "weight": 1
    },
    {
        "id": "i:d0",
        "weight": 1
    },
    {
        "id": "i:d1",
        "weight": 1
    },
    {
        "id": "i:d2",
        "weight": 1
    },
    {
        "id": "i:d3",
        "weight": 1
    },
    {
        "id": "i:d4",
        "weight": 1
    },
    {
        "id": "i:d5",
        "weight": 1
    },
    {
        "id": "i:d6",
        "weight": 1
    },
    {
        "id": "i:d7",
        "weight": 1
    },
    {
        "id": "i:d8",
        "weight": 1
    }
]
Second result
[
    {
        "id": "r:d0",
        "weight": 1
    },
    {
        "id": "r:d1",
        "weight": 1
    },
    {
        "id": "r:d2",
        "weight": 1
    },
    {
        "id": "r:d3",
        "weight": 1
    },
    {
        "id": "r:d4",
        "weight": 1
    },
    {
        "id": "r:d5",
        "weight": 1
    },
    {
        "id": "r:d6",
        "weight": 1
    },
    {
        "id": "r:d7",
        "weight": 1
    },
    {
        "id": "r:d8",
        "weight": 1
    },
    {
        "id": "i:d0",
        "weight": 1
    },
    {
        "id": "i:d1",
        "weight": 1
    },
    {
        "id": "i:d2",
        "weight": 1
    },
    {
        "id": "i:d3",
        "weight": 1
    },
    {
        "id": "i:d4",
        "weight": 1
    },
    {
        "id": "i:d5",
        "weight": 1
    },
    {
        "id": "i:d6",
        "weight": 1
    },
    {
        "id": "i:d7",
        "weight": 1
    },
    {
        "id": "i:d8",
        "weight": 1
    }
]
First result: full recordtoken cost · -2 tokens per declared item

First result · 2026-09-05 09:54 UTC

because / ever since — did ‘since’ give a reason, or start a clock?

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
-2 tokens per declared item
Reported interval: -2 to -2.

Fewer 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 18 declared conditions

r:d0, r:d1, r:d2, r:d3, r:d4, r:d5, r:d6, r:d7, r:d8, i:d0, i:d1, i:d2, i:d3, i:d4, i:d5, i:d6, i:d7, i:d8

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 within the allowance. The reported difference is -2 tokens; the current declaration allows at most 0 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
r:d00 Not recorded
r:d10 Not recorded
r:d20 Not recorded
r:d30 Not recorded
r:d40 Not recorded
r:d50 Not recorded
r:d60 Not recorded
r:d70 Not recorded
r:d80 Not recorded
i:d0-4 Not recorded
i:d1-4 Not recorded
i:d2-4 Not recorded
i:d3-4 Not recorded
i:d4-4 Not recorded
i:d5-4 Not recorded
i:d6-4 Not recorded
i:d7-4 Not recorded
i:d8-4 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 64 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
Record T12100, now: the relay reset explains why the alarms have stayed quiet.
Ainglish input
Record T12100, now: Because the relay reset, the alarms have stayed quiet.
Condition
r:d0

Input 2

English input
Record T12100, now: the alarms have stayed quiet throughout the interval from when the relay reset through now.
Ainglish input
Record T12100, now: Ever since the relay reset, the alarms have stayed quiet.
Condition
i:d0

Input 3

English input
Record T12101, now: the route patch landed explains why the service has answered successfully.
Ainglish input
Record T12101, now: Because the route patch landed, the service has answered successfully.
Condition
r:d1

Input 4

English input
Record T12101, now: the service has answered successfully throughout the interval from when the route patch landed through now.
Ainglish input
Record T12101, now: Ever since the route patch landed, the service has answered successfully.
Condition
i:d1

Input 5

English input
Record T12102, now: the access rule changed explains why the account has remained locked.
Ainglish input
Record T12102, now: Because the access rule changed, the account has remained locked.
Condition
r:d2

Input 6

English input
Record T12102, now: the account has remained locked throughout the interval from when the access rule changed through now.
Ainglish input
Record T12102, now: Ever since the access rule changed, the account has remained locked.
Condition
i:d2

Recorded input digest: 8b0c410112708b0aaab797dad339814d2668acbbc7d67b6e773dfe7487605751

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 ordinary Because/Ever since wording minus concise complete English with the same reason or interval assertion; no invented marker syntax, bare-since comparison or explicit no-cause padding
Tested population
Prospective 64-pair operational journal population: 32 per form, all nine declared domains; 3 or 4 fresh contexts per form-domain cell, with equal domain and form weights
Unit tested
one complete reason or through-reference interval claim
How results combine
For each tokenizer, equal-weight mean of the 18 form-domain cell means; report maximum tokenizer mean (least-favourable), with exact member-span bounds

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
    },
    {
        "model": "o200k_base",
        "value": -2
    }
]

Condition results

[
    {
        "id": "r:d0",
        "weight": 1,
        "share": 0.0555555555555555524716027093745651654899120330810546875,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "r:d1",
        "weight": 1,
        "share": 0.0555555555555555524716027093745651654899120330810546875,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "r:d2",
        "weight": 1,
        "share": 0.0555555555555555524716027093745651654899120330810546875,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "r:d3",
        "weight": 1,
        "share": 0.0555555555555555524716027093745651654899120330810546875,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "r:d4",
        "weight": 1,
        "share": 0.0555555555555555524716027093745651654899120330810546875,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "r:d5",
        "weight": 1,
        "share": 0.0555555555555555524716027093745651654899120330810546875,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "r:d6",
        "weight": 1,
        "share": 0.0555555555555555524716027093745651654899120330810546875,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "r:d7",
        "weight": 1,
        "share": 0.0555555555555555524716027093745651654899120330810546875,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "r:d8",
        "weight": 1,
        "share": 0.0555555555555555524716027093745651654899120330810546875,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "i:d0",
        "weight": 1,
        "share": 0.0555555555555555524716027093745651654899120330810546875,
        "value": -4,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "i:d1",
        "weight": 1,
        "share": 0.0555555555555555524716027093745651654899120330810546875,
        "value": -4,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "i:d2",
        "weight": 1,
        "share": 0.0555555555555555524716027093745651654899120330810546875,
        "value": -4,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "i:d3",
        "weight": 1,
        "share": 0.0555555555555555524716027093745651654899120330810546875,
        "value": -4,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "i:d4",
        "weight": 1,
        "share": 0.0555555555555555524716027093745651654899120330810546875,
        "value": -4,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "i:d5",
        "weight": 1,
        "share": 0.0555555555555555524716027093745651654899120330810546875,
        "value": -4,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "i:d6",
        "weight": 1,
        "share": 0.0555555555555555524716027093745651654899120330810546875,
        "value": -4,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "i:d7",
        "weight": 1,
        "share": 0.0555555555555555524716027093745651654899120330810546875,
        "value": -4,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "i:d8",
        "weight": 1,
        "share": 0.0555555555555555524716027093745651654899120330810546875,
        "value": -4,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    }
]

Exact result and immutable specificationExperiment history

Attempt 17ef36dd-f605-4901-981b-eaf1d8e87365
Content 27915cc2d620aa197cc163223069497f834a0fb5dbcd503e942a96d3d75429a5

Second result: full recordtoken cost · -2 tokens per declared item

Second result · 2026-09-05 20:15 UTC

because / ever since — did ‘since’ give a reason, or start a clock?

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
-2 tokens per declared item
Reported interval: -2 to -2.

Fewer 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 18 declared conditions

r:d0, r:d1, r:d2, r:d3, r:d4, r:d5, r:d6, r:d7, r:d8, i:d0, i:d1, i:d2, i:d3, i:d4, i:d5, i:d6, i:d7, i:d8

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 within the allowance. The reported difference is -2 tokens; the current declaration allows at most 0 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 -2 tokens; the named original reported -2.

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.

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 identity27915cc2d620aa197cc163223069497f834a0fb5dbcd503e942a96d3d75429a5

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
r:d00 Not recorded
r:d10 Not recorded
r:d20 Not recorded
r:d30 Not recorded
r:d40 Not recorded
r:d50 Not recorded
r:d60 Not recorded
r:d70 Not recorded
r:d80 Not recorded
i:d0-4 Not recorded
i:d1-4 Not recorded
i:d2-4 Not recorded
i:d3-4 Not recorded
i:d4-4 Not recorded
i:d5-4 Not recorded
i:d6-4 Not recorded
i:d7-4 Not recorded
i:d8-4 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 64 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
Record T13001, now: the pager fired explains why the bridge stayed staffed.
Ainglish input
Record T13001, now: Because the pager fired, the bridge stayed staffed.
Condition
r:d0

Input 2

English input
Record T13002, now: the bridge stayed staffed throughout the interval from when the pager fired through now.
Ainglish input
Record T13002, now: Ever since the pager fired, the bridge stayed staffed.
Condition
i:d0

Input 3

English input
Record T13003, now: the alert cleared explains why the dashboard stayed green.
Ainglish input
Record T13003, now: Because the alert cleared, the dashboard stayed green.
Condition
r:d0

Input 4

English input
Record T13004, now: the dashboard stayed green throughout the interval from when the alert cleared through now.
Ainglish input
Record T13004, now: Ever since the alert cleared, the dashboard stayed green.
Condition
i:d0

Input 5

English input
Record T13005, now: the rollback finished explains why the error budget recovered.
Ainglish input
Record T13005, now: Because the rollback finished, the error budget recovered.
Condition
r:d0

Input 6

English input
Record T13006, now: the error budget recovered throughout the interval from when the rollback finished through now.
Ainglish input
Record T13006, now: Ever since the rollback finished, the error budget recovered.
Condition
i:d0

Recorded input digest: 8b2dc2b8c4fb9453f039ac5337b2aaf75a2a4f70c6cd8ef2160e8ac86d80eb56

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 ordinary Because/Ever since wording minus concise complete English with the same reason or interval assertion; no invented marker syntax, bare-since comparison or explicit no-cause padding
Tested population
Prospective 64-pair operational journal population: 32 per form, all nine declared domains; 3 or 4 fresh contexts per form-domain cell, with equal domain and form weights
Unit tested
one complete reason or through-reference interval claim
How results combine
For each tokenizer, equal-weight mean of the 18 form-domain cell means; report maximum tokenizer mean (least-favourable), with exact member-span bounds

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
    },
    {
        "model": "o200k_base",
        "value": -2
    }
]

Condition results

[
    {
        "id": "r:d0",
        "weight": 1,
        "share": 0.0555555555555555524716027093745651654899120330810546875,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "r:d1",
        "weight": 1,
        "share": 0.0555555555555555524716027093745651654899120330810546875,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
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]

Exact result and immutable specificationExperiment history

Attempt 554a9f5c-5035-49be-ae61-2173d50bd419
Content c7f77dcd953fb9f489efe4d7f8a08e6a205856f95803f8dfb782f044c9c856fa

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.