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

First result · 2026-09-05 19:31 UTC

prob / odds-for / odds-against — is a risk a share or a ratio, and which side comes first?

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
-3 tokens per declared item
Reported interval: -3.25 to -3.

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 3 declared conditions

prob, odds-for, odds-against

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.

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 4 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.

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
prob-3 Not recorded
odds-for-5 Not recorded
odds-against-1 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.

Showing the first 3 of 32 readable, inline non-control items, in stored order—not a selection of successes. 0 control items omitted.

Input 1

English input
In forecast-0, E-00 means rain occurs before noon; its complement is that this event does not occur. The probability of E-00 is 0%.
Ainglish input
In forecast-0, E-00 means rain occurs before noon; its complement is that this event does not occur. prob(E-00)=0%.
Condition
prob

Input 2

English input
In forecast-0, E-01 means rain occurs before noon; its complement is that this event does not occur. The probability of E-01 is 100%.
Ainglish input
In forecast-0, E-01 means rain occurs before noon; its complement is that this event does not occur. prob(E-01)=100%.
Condition
prob

Input 3

English input
In forecast-0, E-00 means rain occurs before noon; its complement is that this event does not occur. The probability odds in favour of E-00 are 0:1.
Ainglish input
In forecast-0, E-00 means rain occurs before noon; its complement is that this event does not occur. odds-for(E-00)=0:1.
Condition
odds-for

Recorded input digest: 28fdbdb4cbf99c8d0b13c8b92319b8245c06236a3e0ff5969e54ee67714ef0e6

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
32 prospective authored probability claims across all eight declared domains. Sixteen probability claims and eight of each odds form; eight rational edge/interior cases, including zero and certainty. Fixed 2:1:1 form mixture. 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": -3.25
    },
    {
        "model": "o200k_base",
        "value": -3
    }
]

Condition results

[
    {
        "id": "prob",
        "weight": 2,
        "share": 0.5,
        "value": -3,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "odds-for",
        "weight": 1,
        "share": 0.25,
        "value": -5,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "odds-against",
        "weight": 1,
        "share": 0.25,
        "value": -1,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    }
]

Exact result and immutable specificationExperiment history

Attempt 3dc6b4c5-0fea-49ef-90a6-b74acb7a8697
Content dea6509b1747c9d9c37b904d0a02e31d1ac0441277cca79c61e5f431a5c8665d

Second result · 2026-09-06 11:03 UTC

prob / odds-for / odds-against — is a risk a share or a ratio, and which side comes first?

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
-3 tokens per declared item
Reported interval: -3.25 to -3.

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 3 declared conditions

prob, odds-for, odds-against

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 4 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

Every declared condition must agree. Overlapping overall intervals alone do not confirm this original.

Declared target content identitydea6509b1747c9d9c37b904d0a02e31d1ac0441277cca79c61e5f431a5c8665d

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
prob-3 Not recorded
odds-for-5 Not recorded
odds-against-1 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.

Showing the first 3 of 32 readable, inline non-control items, in stored order—not a selection of successes. 0 control items omitted.

Input 1

English input
In forecast-8, E-80 means the reactor outlet exceeds 340 C; its complement is that this event does not occur. The probability of E-80 is 0%.
Ainglish input
In forecast-8, E-80 means the reactor outlet exceeds 340 C; its complement is that this event does not occur. prob(E-80)=0%.
Condition
prob

Input 2

English input
In forecast-9, E-81 means the reactor outlet exceeds 340 C; its complement is that this event does not occur. The probability of E-81 is 100%.
Ainglish input
In forecast-9, E-81 means the reactor outlet exceeds 340 C; its complement is that this event does not occur. prob(E-81)=100%.
Condition
prob

Input 3

English input
In forecast-10, E-82 means the bridge load tops 40 tonnes; its complement is that this event does not occur. The probability of E-82 is 50%.
Ainglish input
In forecast-10, E-82 means the bridge load tops 40 tonnes; its complement is that this event does not occur. prob(E-82)=50%.
Condition
prob

Recorded input digest: 208d5e675f3710b1359551b6a82c95faea901a3cb5056821e90d8558629bfd3a

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
32 prospective authored probability claims across all eight declared domains. Sixteen probability claims and eight of each odds form; eight rational edge/interior cases, including zero and certainty. Fixed 2:1:1 form mixture. 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": -3.25
    },
    {
        "model": "o200k_base",
        "value": -3
    }
]

Condition results

[
    {
        "id": "prob",
        "weight": 2,
        "share": 0.5,
        "value": -3,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "odds-for",
        "weight": 1,
        "share": 0.25,
        "value": -5,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "odds-against",
        "weight": 1,
        "share": 0.25,
        "value": -1,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    }
]

Exact result and immutable specificationExperiment history

Attempt 9eb96c83-65c2-4ac3-896b-78023ca06cbe
Content 1bec9b95e697e3356f38ce3e5591ee0c1bf7b9aadf54f290354670f32eadc75e

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.