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?part-chosen(<rule>) / part-capped(<limiter>) — was the edge of the set you examined your decision or the instrument's?2026-09-03 12:43 UTCpart-chosen(<rule>) / part-capped(<limiter>) — was the edge of the set you examined your decision or the instrument's?2026-09-05 19:31 UTC
What was measured?token costHow does the wording change tokenizer units for the declared tokenizer population?token costHow does the wording change tokenizer units for the declared tokenizer population?
What was the result?-15.5 tokens per declared itemReported interval: -15.5625 to -15.5Counts in current evidence decisions-9 tokens per declared itemReported interval: -9 to -9Not yet counting in evidence decisions
Compared with what?Complete, careful EnglishCurrent tokenizer cost, not comprehensionEnglish comparison not recorded as a structured labelCurrent tokenizer cost, not comprehension
Independently settled?Confirmed, with disagreement visibleA settlement majority confirms this original, while eligible disagreement remains part of the record.Awaiting independent settlementAn original reports one result. It does not confirm itself.

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 · Only recorded on one side
First result
[
    "complete-careful-english-boundary-source-v1"
]
Second result
Not recorded in this structured field
Tested population · Recorded values differ
First result
16 frozen fresh pairs across part-capped and part-chosen
Second result
16 prospective authored coverage claims across all eight declared domains. One chosen and one capped complete claim per domain; all known numerator and denominator information retained. Not random natural prose.
Unit tested · Recorded values differ
First result
complete message
Second result
one complete scoped claim or operation, including identical surrounding context
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 · Recorded values differ
First result
{
    "reducer": "least_favourable",
    "rule": "equal item mean per stratum, weighted by stratum share, then maximum tokenizer mean"
}
Second result
{
    "reducer": "least_favourable",
    "rule": "Declared weighted condition means within each tokenizer; maximum tokenizer mean (least-favourable) across cl100k_base and o200k_base. Bounds are tokenizer member span, not a population confidence interval."
}
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) · Recorded values differ
First result
[
    {
        "id": "part-capped",
        "weight": 1
    },
    {
        "id": "part-chosen",
        "weight": 1
    }
]
Second result
[
    {
        "id": "part-chosen:invoices",
        "weight": 1
    },
    {
        "id": "part-chosen:parcels",
        "weight": 1
    },
    {
        "id": "part-chosen:records",
        "weight": 1
    },
    {
        "id": "part-chosen:folders",
        "weight": 1
    },
    {
        "id": "part-chosen:images",
        "weight": 1
    },
    {
        "id": "part-chosen:entries",
        "weight": 1
    },
    {
        "id": "part-chosen:sensors",
        "weight": 1
    },
    {
        "id": "part-chosen:cases",
        "weight": 1
    },
    {
        "id": "part-capped:invoices",
        "weight": 1
    },
    {
        "id": "part-capped:parcels",
        "weight": 1
    },
    {
        "id": "part-capped:records",
        "weight": 1
    },
    {
        "id": "part-capped:folders",
        "weight": 1
    },
    {
        "id": "part-capped:images",
        "weight": 1
    },
    {
        "id": "part-capped:entries",
        "weight": 1
    },
    {
        "id": "part-capped:sensors",
        "weight": 1
    },
    {
        "id": "part-capped:cases",
        "weight": 1
    }
]
First result: full recordtoken cost · -15.5 tokens per declared item

First result · 2026-09-03 12:43 UTC

part-chosen(<rule>) / part-capped(<limiter>) — was the edge of the set you examined your decision or the instrument's?

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
-15.5 tokens per declared item
Reported interval: -15.5625 to -15.5.

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

English comparison
Complete, careful English

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 2 declared conditions

part-capped, part-chosen

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, with disagreement visible

A settlement majority confirms this original, while eligible disagreement remains part of the record.

Is this result within the cost allowance?
This headline is within the allowance. The reported difference is -15.5 tokens; the current declaration allows at most 8 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, with disagreement visible.

A settlement majority confirms this original, while eligible disagreement remains part of the record.

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
part-capped-15.25 Not recorded
part-chosen-15.75 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 16 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
I examined the 48 alerts that the severity-quartile rule chose, out of the 193 recorded; the rule picked which alerts to examine.
Ainglish input
part-chosen(severity-quartile): the 48 alerts.
Condition
part-chosen

Input 2

English input
I reviewed the 72 suppliers that the alphabetic-slice rule chose, out of the 418 listed; the rule picked which suppliers to review.
Ainglish input
part-chosen(alphabetic-slice): the 72 suppliers.
Condition
part-chosen

Input 3

English input
I inspected the 96 sessions that random seed 77 chose, out of the 630 captured; that rule picked which sessions to inspect.
Ainglish input
part-chosen(random-seed-77): the 96 sessions.
Condition
part-chosen

Input 4

English input
I checked the 35 clinics that the region rule chose, out of the 204 registered; the rule picked which clinics to check.
Ainglish input
part-chosen(region-rule): the 35 clinics.
Condition
part-chosen

Input 5

English input
I audited the 60 certificates that the age-window rule chose, out of the 355 issued; the rule picked which certificates to audit.
Ainglish input
part-chosen(age-window): the 60 certificates.
Condition
part-chosen

Input 6

English input
I traced the 44 deliveries that the weekday rule chose, out of the 287 logged; the rule picked which deliveries to trace.
Ainglish input
part-chosen(weekday-rule): the 44 deliveries.
Condition
part-chosen

Recorded input digest: fe2831507843811435c7a3511d420c9e83d0981eacdf1ee197ef62cb5de333a0

Prompts, reference material and other context can live elsewhere in the specification. Inputs and keys alone do not reconstruct every reader call or establish a fair comparison.

Declared population, method and retained outcomes
Compared with
Ainglish form versus complete careful English
Tested population
16 frozen fresh pairs across part-capped and part-chosen
Unit tested
complete message
How results combine
equal item mean per stratum, weighted by stratum share, then maximum tokenizer mean

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

Absolute arm results, reader-specific results and condition results below are retained values, not a newly pooled analysis. Accuracy arms use fractions from 0 to 1; their difference uses percentage points.

Absolute arm results

Not recorded

Reader or tokenizer results

[
    {
        "model": "cl100k_base",
        "value": -15.5625
    },
    {
        "model": "o200k_base",
        "value": -15.5
    }
]

Condition results

[
    {
        "id": "part-capped",
        "weight": 1,
        "share": 0.5,
        "value": -15.25,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "part-chosen",
        "weight": 1,
        "share": 0.5,
        "value": -15.75,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    }
]

Exact result and immutable specificationExperiment history

Attempt 8dbf38ab-f6db-4a80-848a-ecc32fb2cdab
Content 13a722dd4d8b0206a42ff6450c5de1fea05a0f828d14254c61889bd7af894e83

Second result: full recordtoken cost · -9 tokens per declared item

Second result · 2026-09-05 19:31 UTC

part-chosen(<rule>) / part-capped(<limiter>) — was the edge of the set you examined your decision or the instrument's?

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
-9 tokens per declared item
Reported interval: -9 to -9.

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 16 declared conditions

part-chosen:invoices, part-chosen:parcels, part-chosen:records, part-chosen:folders, part-chosen:images, part-chosen:entries, part-chosen:sensors, part-chosen:cases, part-capped:invoices, part-capped:parcels, part-capped:records, part-capped:folders, part-capped:images, part-capped:entries, part-capped:sensors, part-capped:cases

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 within the allowance. The reported difference is -9 tokens; the current declaration allows at most 8 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
part-chosen:invoices-8 Not recorded
part-chosen:parcels-8 Not recorded
part-chosen:records-8 Not recorded
part-chosen:folders-8 Not recorded
part-chosen:images-8 Not recorded
part-chosen:entries-8 Not recorded
part-chosen:sensors-8 Not recorded
part-chosen:cases-8 Not recorded
part-capped:invoices-10 Not recorded
part-capped:parcels-10 Not recorded
part-capped:records-10 Not recorded
part-capped:folders-10 Not recorded
part-capped:images-10 Not recorded
part-capped:entries-10 Not recorded
part-capped:sensors-10 Not recorded
part-capped:cases-10 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 16 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
The inspected set S-0-0 contains 23 of the 204 invoices; the rest were not inspected. I deliberately limited the inspection to this set by rule-invoices-0; I did not want to inspect further.
Ainglish input
The inspected set S-0-0 contains 23 of the 204 invoices; the rest were not inspected. part-chosen(rule-invoices-0): S-0-0.
Condition
part-chosen:invoices

Input 2

English input
The inspected set S-0-0 contains 23 of the 204 invoices; the rest were not inspected. quota-invoices-0, not my choice, limited the inspection to this set; I would have inspected further without that limit.
Ainglish input
The inspected set S-0-0 contains 23 of the 204 invoices; the rest were not inspected. part-capped(quota-invoices-0): S-0-0.
Condition
part-capped:invoices

Input 3

English input
The inspected set S-1-0 contains 32 of the 226 parcels; the rest were not inspected. I deliberately limited the inspection to this set by rule-parcels-0; I did not want to inspect further.
Ainglish input
The inspected set S-1-0 contains 32 of the 226 parcels; the rest were not inspected. part-chosen(rule-parcels-0): S-1-0.
Condition
part-chosen:parcels

Input 4

English input
The inspected set S-1-0 contains 32 of the 226 parcels; the rest were not inspected. quota-parcels-0, not my choice, limited the inspection to this set; I would have inspected further without that limit.
Ainglish input
The inspected set S-1-0 contains 32 of the 226 parcels; the rest were not inspected. part-capped(quota-parcels-0): S-1-0.
Condition
part-capped:parcels

Input 5

English input
The inspected set S-2-0 contains 41 of the 248 records; the rest were not inspected. I deliberately limited the inspection to this set by rule-records-0; I did not want to inspect further.
Ainglish input
The inspected set S-2-0 contains 41 of the 248 records; the rest were not inspected. part-chosen(rule-records-0): S-2-0.
Condition
part-chosen:records

Input 6

English input
The inspected set S-2-0 contains 41 of the 248 records; the rest were not inspected. quota-records-0, not my choice, limited the inspection to this set; I would have inspected further without that limit.
Ainglish input
The inspected set S-2-0 contains 41 of the 248 records; the rest were not inspected. part-capped(quota-records-0): S-2-0.
Condition
part-capped:records

Recorded input digest: 8c315bfb2d912fc36e5174b4e2095f51fcb5eee8856a1a66113d9cabff84f131

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
Current registered forms minus concise complete English carrying the same event, direction, scope, force and known quantities; no unqualified ambiguous substitute
Tested population
16 prospective authored coverage claims across all eight declared domains. One chosen and one capped complete claim per domain; all known numerator and denominator information retained. Not random natural prose.
Unit tested
one complete scoped claim or operation, including identical surrounding context
How results combine
Declared weighted condition means within each tokenizer; maximum tokenizer mean (least-favourable) across cl100k_base and o200k_base. Bounds are tokenizer member span, not a population confidence interval.

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": -9
    },
    {
        "model": "o200k_base",
        "value": -9
    }
]

Condition results

[
    {
        "id": "part-chosen:invoices",
        "weight": 1,
        "share": 0.0625,
        "value": -8,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "part-chosen:parcels",
        "weight": 1,
        "share": 0.0625,
        "value": -8,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "part-chosen:records",
        "weight": 1,
        "share": 0.0625,
        "value": -8,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "part-chosen:folders",
        "weight": 1,
        "share": 0.0625,
        "value": -8,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "part-chosen:images",
        "weight": 1,
        "share": 0.0625,
        "value": -8,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "part-chosen:entries",
        "weight": 1,
        "share": 0.0625,
        "value": -8,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "part-chosen:sensors",
        "weight": 1,
        "share": 0.0625,
        "value": -8,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "part-chosen:cases",
        "weight": 1,
        "share": 0.0625,
        "value": -8,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "part-capped:invoices",
        "weight": 1,
        "share": 0.0625,
        "value": -10,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "part-capped:parcels",
        "weight": 1,
        "share": 0.0625,
        "value": -10,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "part-capped:records",
        "weight": 1,
        "share": 0.0625,
        "value": -10,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "part-capped:folders",
        "weight": 1,
        "share": 0.0625,
        "value": -10,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "part-capped:images",
        "weight": 1,
        "share": 0.0625,
        "value": -10,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "part-capped:entries",
        "weight": 1,
        "share": 0.0625,
        "value": -10,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "part-capped:sensors",
        "weight": 1,
        "share": 0.0625,
        "value": -10,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "part-capped:cases",
        "weight": 1,
        "share": 0.0625,
        "value": -10,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    }
]

Exact result and immutable specificationExperiment history

Attempt cc066309-c33f-418d-b2dc-f503ebc36925
Content f9e53686a823125f64a328c264c9b49089eaebece8ab9a5e9c7c6464a21172c5

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.