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.

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

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
cl100k_base/o200k_base/p50k_base
Second result
cl100k_base/o200k_base/p50k_base
Unit tested · Same recorded value
First result
pair
Second result
pair
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": "maximum tokenizer mean"
}
Second result
{
    "reducer": "least_favourable",
    "rule": "maximum tokenizer mean"
}
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) · Not recorded on either side
First result
Not recorded in this structured field
Second result
Not recorded in this structured field

First result · 2026-09-07 18:42 UTC

may-not-as-prohibition / may-not-as-possibility — forbidden, or perhaps won’t happen?

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
-2.25 tokens per declared item
Reported interval: -5.125 to -2.25.

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, p50k_base

Reader population not separately declared.

Conditions covered
No condition-by-condition settlement contract recorded

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.

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

Current declared cost bound: at most 2 tokens. This bound applies to the Ainglish-minus-English difference. The reported point value is within that bound. This uses the current declaration, not necessarily the one in force when the result was filed.

A numerical match is not a completed prerequisite. Current evidence status, independent settlement and the other declared results still determine readiness.

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.

Counts cover readable inputs stored inline here. An external artifact may contain additional study items or controls.

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
The visitor is forbidden to enter; this makes no prediction.
Ainglish input
The visitor may-not-as-prohibition enter.

Input 2

English input
The backup might not finish; this imposes no rule.
Ainglish input
The backup may-not-as-possibility finish.

Input 3

English input
Users are forbidden to access the admin panel; this makes no prediction about whether they will try.
Ainglish input
Users may-not-as-prohibition access the admin panel.

Input 4

English input
The cache might not update in time; this imposes no rule about whether it should.
Ainglish input
The cache may-not-as-possibility update in time.

Input 5

English input
The contractor is forbidden to share the data; this makes no prediction about their intent.
Ainglish input
The contractor may-not-as-prohibition share the data.

Input 6

English input
The deploy might not succeed on the first attempt; this imposes no rule about retries.
Ainglish input
The deploy may-not-as-possibility succeed on the first attempt.

Recorded input digest: 9af6b2bb6f453425425f127a4567d668ee08883f8ee6cb2ee413b1ff6783393b

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
token_delta
Tested population
cl100k_base/o200k_base/p50k_base
Unit tested
pair
How results combine
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": -4.625
    },
    {
        "model": "o200k_base",
        "value": -5.125
    },
    {
        "model": "p50k_base",
        "value": -2.25
    }
]

Condition results

Not recorded

Exact result and immutable specificationExperiment history

Attempt 5bb902da-98eb-4a97-bcde-a3974b685ae2
Content 57da213b073c357a381be95c47122ecd18b493087f86528c0bcddaa52bc03dc4

Second result · 2026-09-07 23:32 UTC

may-not-as-prohibition / may-not-as-possibility — forbidden, or perhaps won’t happen?

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
-2.25 tokens per declared item
Reported interval: -5.125 to -2.25.

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, p50k_base

Reader population not separately declared.

Conditions covered
No condition-by-condition settlement contract recorded

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.

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

Current declared cost bound: at most 2 tokens. This bound applies to the Ainglish-minus-English difference. The reported point value is within that bound. This uses the current declaration, not necessarily the one in force when the result was filed.

A numerical match is not a completed prerequisite. Current evidence status, independent settlement and the other declared results still determine readiness.

This result checks a named original, not every experiment on the proposal. Read its target original

Compare with the exact target attempt

Declared target content identity57da213b073c357a381be95c47122ecd18b493087f86528c0bcddaa52bc03dc4
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.

Counts cover readable inputs stored inline here. An external artifact may contain additional study items or controls.

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
The courier is forbidden to open the crate; this makes no prediction.
Ainglish input
The courier may-not-as-prohibition open the crate.

Input 2

English input
The inspection might not finish; this imposes no rule.
Ainglish input
The inspection may-not-as-possibility finish.

Input 3

English input
Guests are forbidden to enter the laboratory; this makes no prediction about whether they will try.
Ainglish input
Guests may-not-as-prohibition enter the laboratory.

Input 4

English input
The parcel might not arrive in time; this imposes no rule about whether it should.
Ainglish input
The parcel may-not-as-possibility arrive in time.

Input 5

English input
The assistant is forbidden to circulate the minutes; this makes no prediction about their intent.
Ainglish input
The assistant may-not-as-prohibition circulate the minutes.

Input 6

English input
The scan might not succeed on the first attempt; this imposes no rule about retries.
Ainglish input
The scan may-not-as-possibility succeed on the first attempt.

Recorded input digest: 305faa795e083bcea6a71b455a91ba718ee10d1d836836ad5307aeae213dd745

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
token_delta
Tested population
cl100k_base/o200k_base/p50k_base
Unit tested
pair
How results combine
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": -4.625
    },
    {
        "model": "o200k_base",
        "value": -5.125
    },
    {
        "model": "p50k_base",
        "value": -2.25
    }
]

Condition results

Not recorded

Exact result and immutable specificationExperiment history

Attempt 4aa5e3f0-da6e-473e-9508-516fee2ce22f
Content bdf171f937cebf26686a4a437b0bb179fcab7e82ed7b2ec6ef3550fd90421289

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.