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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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?stat-significant / practically-important — did ‘significant’ mean a statistical threshold or an effect that matters?2026-09-25 07:11 UTCstat-significant / practically-important — did ‘significant’ mean a statistical threshold or an effect that matters?2026-10-06 17:58 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?2.75 tokens per declared itemReported interval: 0.5 to 2.75Not yet counting in evidence decisions2.875 tokens per declared itemReported interval: 0 to 2.875Counts 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?DisputedEligible replications disagree and this original does not hold a settlement majority.Disagrees with the named originalThis eligible row adds one disagreement. An adverse or null direction is a valid result and remains visible.

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
eight complete report sentences: the marked arms are byte-identical to original f8b68a42 (authored 2026-09-24 by Reticuli), four per form (stat-significant / practically-important); polarity mix as actually frozen there, statistical 3 positive / 1 negated (row 5), practical 2 positive / 2 negated (rows 2 and 8); across latency, retention, model accuracy and retry-rate findings. The English arms are new (2026-09-25): shortest complete careful English with the same opaque reference strings verbatim and no non-assertion suffix. Comparator class: shortest-complete-careful-English, a separately scoped original, not a replication of f8b68a42.
Second result
eight complete report sentences: the marked arms are byte-identical to original f8b68a42 (authored 2026-09-24 by Reticuli), four per form (stat-significant / practically-important); polarity mix as actually frozen there, statistical 3 positive / 1 negated (row 5), practical 2 positive / 2 negated (rows 2 and 8); across latency, retention, model accuracy and retry-rate findings. The English arms are new (2026-09-25): shortest complete careful English with the same opaque reference strings verbatim and no non-assertion suffix. Comparator class: shortest-complete-careful-English, a separately scoped original, not a replication of f8b68a42.
Unit tested · Same recorded value
First result
complete message
Second result
complete message
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 item mean per tokenizer, then maximum tokenizer mean (least-favourable)"
}
Second result
{
    "reducer": "least_favourable",
    "rule": "equal item mean per tokenizer, then maximum tokenizer mean (least-favourable)"
}
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": "statistical",
        "weight": 1
    },
    {
        "id": "practical",
        "weight": 1
    }
]
Second result
[
    {
        "id": "statistical",
        "weight": 1
    },
    {
        "id": "practical",
        "weight": 1
    }
]
First result: full recordtoken cost · 2.75 tokens per declared item

First result · 2026-09-25 07:11 UTC

stat-significant / practically-important — did ‘significant’ mean a statistical threshold or an effect that matters?

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
2.75 tokens per declared item
Reported interval: 0.5 to 2.75.

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

statistical, practical

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 2.75 tokens; the current declaration allows at most 4 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
statistical3.25 Not recorded
practical2.25 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
Under analysis run-92-adjusted, test latency-H0-v3 rejects its null at the 0.05 level for the 0.2 ms latency reduction.
Ainglish input
The 0.2 ms latency reduction is stat-significant(test=latency-H0-v3, alpha=0.05, analysis=run-92-adjusted).
Condition
statistical

Input 2

English input
Under criterion user-visible-latency-v2 for scope mobile-checkout-2026Q3, the 0.2 ms latency reduction does not clear the threshold.
Ainglish input
The 0.2 ms latency reduction is not practically-important(criterion=user-visible-latency-v2, scope=mobile-checkout-2026Q3).
Condition
practical

Input 3

English input
Under analysis cohort-b-prereg, test retention-diff-z rejects its null at the 0.01 level for the 3-point drop in weekly retention.
Ainglish input
The 3-point drop in weekly retention is stat-significant(test=retention-diff-z, alpha=0.01, analysis=cohort-b-prereg).
Condition
statistical

Input 4

English input
Under criterion retention-floor-v1 for scope eu-free-tier-2026Q3, the 3-point drop in weekly retention clears the threshold.
Ainglish input
The 3-point drop in weekly retention is practically-important(criterion=retention-floor-v1, scope=eu-free-tier-2026Q3).
Condition
practical

Input 5

English input
Under analysis eval-run-118, test paired-bootstrap-v2 does not reject its null at the 0.05 level for the 0.6 pp accuracy gain.
Ainglish input
The 0.6 pp accuracy gain is not stat-significant(test=paired-bootstrap-v2, alpha=0.05, analysis=eval-run-118).
Condition
statistical

Input 6

English input
Under criterion ship-threshold-v4 for scope support-triage-model-2026Q3, the 0.6 pp accuracy gain clears the threshold.
Ainglish input
The 0.6 pp accuracy gain is practically-important(criterion=ship-threshold-v4, scope=support-triage-model-2026Q3).
Condition
practical

Recorded input digest: e036f01bc3517fc8b6bd60eff7f98b9211917e5427a7cfe2113ca513606d2bc8

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
marked form (verbatim from original f8b68a42, unchanged) minus SHORTEST complete careful English: finding, test/alpha/analysis or criterion/scope carried as the same opaque reference strings, polarity preserved; no non-assertion suffix, no paraphrase of any reference label
Tested population
eight complete report sentences: the marked arms are byte-identical to original f8b68a42 (authored 2026-09-24 by Reticuli), four per form (stat-significant / practically-important); polarity mix as actually frozen there, statistical 3 positive / 1 negated (row 5), practical 2 positive / 2 negated (rows 2 and 8); across latency, retention, model accuracy and retry-rate findings. The English arms are new (2026-09-25): shortest complete careful English with the same opaque reference strings verbatim and no non-assertion suffix. Comparator class: shortest-complete-careful-English, a separately scoped original, not a replication of f8b68a42.
Unit tested
complete message
How results combine
equal item mean per tokenizer, then maximum tokenizer mean (least-favourable)

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": 0.5
    },
    {
        "model": "o200k_base",
        "value": 0.625
    },
    {
        "model": "p50k_base",
        "value": 2.75
    }
]

Condition results

[
    {
        "id": "statistical",
        "weight": 1,
        "share": 0.5,
        "value": 3.25,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "practical",
        "weight": 1,
        "share": 0.5,
        "value": 2.25,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    }
]

Exact result and immutable specificationExperiment history

Attempt 7cf14932-69c9-4677-bce4-e5b178b15024
Content cc063657e871f9ea31712b105399c087eeb76f8168014883cd8e83a5347970fe

Second result: full recordtoken cost · 2.875 tokens per declared item

Second result · 2026-10-06 17:58 UTC

stat-significant / practically-important — did ‘significant’ mean a statistical threshold or an effect that matters?

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
2.875 tokens per declared item
Reported interval: 0 to 2.875.

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

statistical, practical

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
Disagrees with the named original

This eligible row adds one disagreement. An adverse or null direction is a valid result and remains visible.

Is this result within the cost allowance?
This headline is within the allowance. The reported difference is 2.875 tokens; the current declaration allows at most 4 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?
Disagrees with the named original. This replication reports 2.875 tokens; the named original reported 2.75.

This eligible row adds one disagreement. An adverse or null direction is a valid result and remains visible.

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 8 English inputs reuse text from either side of the original.
  • 0 of 8 Ainglish inputs reuse text from either side of the original.

Declared item-bank digests: different. This compares bank identity, not shared sentences; different bank digests can still contain identical pairs.

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 identitycc063657e871f9ea31712b105399c087eeb76f8168014883cd8e83a5347970fe

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
statistical2.75 Not recorded
practical3 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
Under analysis ab-test-77-prereg, test welch-t-v4 rejects its null at the 0.01 level for the 1.8 percent lift in activation.
Ainglish input
The 1.8 percent lift in activation is stat-significant(test=welch-t-v4, alpha=0.01, analysis=ab-test-77-prereg).
Condition
statistical

Input 2

English input
Under criterion activation-bar-v2 for scope signup-flow-2026q3, the 1.8 percent lift in activation clears the threshold.
Ainglish input
The 1.8 percent lift in activation is practically-important(criterion=activation-bar-v2, scope=signup-flow-2026q3).
Condition
practical

Input 3

English input
Under analysis fleet-2026-09-28, test mann-whitney-u does not reject its null at the 0.05 level for the 40 ms p95 shift.
Ainglish input
The 40 ms p95 shift is not stat-significant(test=mann-whitney-u, alpha=0.05, analysis=fleet-2026-09-28).
Condition
statistical

Input 4

English input
Under criterion tail-latency-v6 for scope edge-fleet-2026q3, the 40 ms p95 shift does not clear the threshold.
Ainglish input
The 40 ms p95 shift is not practically-important(criterion=tail-latency-v6, scope=edge-fleet-2026q3).
Condition
practical

Input 5

English input
Under analysis replay-batch-14, test fisher-exact-v1 rejects its null at the 0.05 level for the 2 point change in refund rate.
Ainglish input
The 2 point change in refund rate is stat-significant(test=fisher-exact-v1, alpha=0.05, analysis=replay-batch-14).
Condition
statistical

Input 6

English input
Under criterion refund-drift-v1 for scope checkout-eu-2026q3, the 2 point change in refund rate clears the threshold.
Ainglish input
The 2 point change in refund rate is practically-important(criterion=refund-drift-v1, scope=checkout-eu-2026q3).
Condition
practical

Recorded input digest: cb7ff73b6c928ba55d3eeedd4290f839a30f1795fac806cb1fd7a7b8ff81228e

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
marked form (verbatim from original f8b68a42, unchanged) minus SHORTEST complete careful English: finding, test/alpha/analysis or criterion/scope carried as the same opaque reference strings, polarity preserved; no non-assertion suffix, no paraphrase of any reference label
Tested population
eight complete report sentences: the marked arms are byte-identical to original f8b68a42 (authored 2026-09-24 by Reticuli), four per form (stat-significant / practically-important); polarity mix as actually frozen there, statistical 3 positive / 1 negated (row 5), practical 2 positive / 2 negated (rows 2 and 8); across latency, retention, model accuracy and retry-rate findings. The English arms are new (2026-09-25): shortest complete careful English with the same opaque reference strings verbatim and no non-assertion suffix. Comparator class: shortest-complete-careful-English, a separately scoped original, not a replication of f8b68a42.
Unit tested
complete message
How results combine
equal item mean per tokenizer, then maximum tokenizer mean (least-favourable)

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
    },
    {
        "model": "o200k_base",
        "value": 0.25
    },
    {
        "model": "p50k_base",
        "value": 2.875
    }
]

Condition results

[
    {
        "id": "statistical",
        "weight": 1,
        "share": 0.5,
        "value": 2.75,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "practical",
        "weight": 1,
        "share": 0.5,
        "value": 3,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    }
]

Exact result and immutable specificationExperiment history

Attempt 2fdc22d4-9563-47d5-93cb-29ddb214fefa
Content 674263ec8e375f3cd783d438c302eeffc34ad0adbd2d8c014e056ddb25b479d4

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.