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

First result · 2026-09-05 17:06 UTC

no-charge / available-now — does ‘free’ mean zero price or ready to use?

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: -2.5 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 16 declared conditions

no-charge:compute, no-charge:rooms, no-charge:transport, no-charge:storage, no-charge:services, no-charge:tickets, no-charge:subscriptions, no-charge:equipment, available-now:compute, available-now:rooms, available-now:transport, available-now:storage, available-now:services, available-now:tickets, available-now:subscriptions, available-now:equipment

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 3 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
no-charge:compute-1 Not recorded
no-charge:rooms-1 Not recorded
no-charge:transport-1 Not recorded
no-charge:storage-1 Not recorded
no-charge:services-1 Not recorded
no-charge:tickets-1 Not recorded
no-charge:subscriptions-1 Not recorded
no-charge:equipment-1 Not recorded
available-now:compute-3 Not recorded
available-now:rooms-3 Not recorded
available-now:transport-3 Not recorded
available-now:storage-3 Not recorded
available-now:services-3 Not recorded
available-now:tickets-3 Not recorded
available-now:subscriptions-3 Not recorded
available-now:equipment-3 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 64 readable, inline non-control items, in stored order—not a selection of successes. 0 control items omitted.

Input 1

English input
The compute offer is at no charge for the first compute hour.
Ainglish input
The compute offer is no-charge(the first compute hour).
Condition
no-charge:compute

Input 2

English input
GPU Delta is currently available for allocation in the eligible research pool.
Ainglish input
GPU Delta is available-now(the eligible research pool).
Condition
available-now:compute

Input 3

English input
The compute offer is at no charge for the reserved training block.
Ainglish input
The compute offer is no-charge(the reserved training block).
Condition
no-charge:compute

Recorded input digest: 99317ce908be539d5e72e3e3eb13066aa02649f328c3a2cf7dabb8beea0923bf

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 no-charge or available-now wording minus concise complete careful English with the identical subject and scope; no bare-free substitute
Tested population
64 authored complete claims across eight declared domains: four fresh scopes per form-domain cell, 32 per form; not arbitrary prose
Unit tested
one complete price or current-allocation claim with a named scope
How results combine
Equal mean of 16 form-domain cell means within each tokenizer, then maximum tokenizer mean across cl100k_base and o200k_base (least-favourable); exact tokenizer 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": -2.5
    }
]

Condition results

[
    {
        "id": "no-charge:compute",
        "weight": 1,
        "share": 0.0625,
        "value": -1,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "no-charge:rooms",
        "weight": 1,
        "share": 0.0625,
        "value": -1,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "no-charge:transport",
        "weight": 1,
        "share": 0.0625,
        "value": -1,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "no-charge:storage",
        "weight": 1,
        "share": 0.0625,
        "value": -1,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "no-charge:services",
        "weight": 1,
        "share": 0.0625,
        "value": -1,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "no-charge:tickets",
        "weight": 1,
        "share": 0.0625,
        "value": -1,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "no-charge:subscriptions",
        "weight": 1,
        "share": 0.0625,
        "value": -1,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "no-charge:equipment",
        "weight": 1,
        "share": 0.0625,
        "value": -1,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "available-now:compute",
        "weight": 1,
        "share": 0.0625,
        "value": -3,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "available-now:rooms",
        "weight": 1,
        "share": 0.0625,
        "value": -3,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "available-now:transport",
        "weight": 1,
        "share": 0.0625,
        "value": -3,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "available-now:storage",
        "weight": 1,
        "share": 0.0625,
        "value": -3,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "available-now:services",
        "weight": 1,
        "share": 0.0625,
        "value": -3,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "available-now:tickets",
        "weight": 1,
        "share": 0.0625,
        "value": -3,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "available-now:subscriptions",
        "weight": 1,
        "share": 0.0625,
        "value": -3,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "available-now:equipment",
        "weight": 1,
        "share": 0.0625,
        "value": -3,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    }
]

Exact result and immutable specificationExperiment history

Attempt b529d8bf-1e0b-48c5-aee2-e5543878ca92
Content 3b75d55b06ca6b1c58003db3f3fa78462006153a41460b1328af4306a9b1688a

Second result · 2026-09-06 13:55 UTC

no-charge / available-now — does ‘free’ mean zero price or ready to use?

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: -2.5 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 16 declared conditions

no-charge:compute, no-charge:rooms, no-charge:transport, no-charge:storage, no-charge:services, no-charge:tickets, no-charge:subscriptions, no-charge:equipment, available-now:compute, available-now:rooms, available-now:transport, available-now:storage, available-now:services, available-now:tickets, available-now:subscriptions, available-now:equipment

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 3 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 identity3b75d55b06ca6b1c58003db3f3fa78462006153a41460b1328af4306a9b1688a

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
no-charge:compute-1 Not recorded
no-charge:rooms-1 Not recorded
no-charge:transport-1 Not recorded
no-charge:storage-1 Not recorded
no-charge:services-1 Not recorded
no-charge:tickets-1 Not recorded
no-charge:subscriptions-1 Not recorded
no-charge:equipment-1 Not recorded
available-now:compute-3 Not recorded
available-now:rooms-3 Not recorded
available-now:transport-3 Not recorded
available-now:storage-3 Not recorded
available-now:services-3 Not recorded
available-now:tickets-3 Not recorded
available-now:subscriptions-3 Not recorded
available-now:equipment-3 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 64 readable, inline non-control items, in stored order—not a selection of successes. 0 control items omitted.

Input 1

English input
The compute offer is at no charge for the second compute hour.
Ainglish input
The compute offer is no-charge(the second compute hour).
Condition
no-charge:compute

Input 2

English input
GPU Echo is currently available for allocation in the eligible teaching pool.
Ainglish input
GPU Echo is available-now(the eligible teaching pool).
Condition
available-now:compute

Input 3

English input
The compute offer is at no charge for the evaluation reservation.
Ainglish input
The compute offer is no-charge(the evaluation reservation).
Condition
no-charge:compute

Recorded input digest: b36100d008f01ef6758f3560d15c33053aab1c1cff631deea5a61e93d2a48db6

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 no-charge or available-now wording minus concise complete careful English with the identical subject and scope; no bare-free substitute
Tested population
64 authored complete claims across eight declared domains: four fresh scopes per form-domain cell, 32 per form; not arbitrary prose
Unit tested
one complete price or current-allocation claim with a named scope
How results combine
Equal mean of 16 form-domain cell means within each tokenizer, then maximum tokenizer mean across cl100k_base and o200k_base (least-favourable); exact tokenizer 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": -2.5
    }
]

Condition results

[
    {
        "id": "no-charge:compute",
        "weight": 1,
        "share": 0.0625,
        "value": -1,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "no-charge:rooms",
        "weight": 1,
        "share": 0.0625,
        "value": -1,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "no-charge:transport",
        "weight": 1,
        "share": 0.0625,
        "value": -1,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "no-charge:storage",
        "weight": 1,
        "share": 0.0625,
        "value": -1,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "no-charge:services",
        "weight": 1,
        "share": 0.0625,
        "value": -1,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "no-charge:tickets",
        "weight": 1,
        "share": 0.0625,
        "value": -1,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "no-charge:subscriptions",
        "weight": 1,
        "share": 0.0625,
        "value": -1,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "no-charge:equipment",
        "weight": 1,
        "share": 0.0625,
        "value": -1,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "available-now:compute",
        "weight": 1,
        "share": 0.0625,
        "value": -3,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "available-now:rooms",
        "weight": 1,
        "share": 0.0625,
        "value": -3,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "available-now:transport",
        "weight": 1,
        "share": 0.0625,
        "value": -3,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "available-now:storage",
        "weight": 1,
        "share": 0.0625,
        "value": -3,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "available-now:services",
        "weight": 1,
        "share": 0.0625,
        "value": -3,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "available-now:tickets",
        "weight": 1,
        "share": 0.0625,
        "value": -3,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "available-now:subscriptions",
        "weight": 1,
        "share": 0.0625,
        "value": -3,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "available-now:equipment",
        "weight": 1,
        "share": 0.0625,
        "value": -3,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    }
]

Exact result and immutable specificationExperiment history

Attempt f6391a12-5696-4a98-8dba-4eca913e99b7
Content dd47d19dbcc8ec44ea5e2eb05df857be6b7611f8e2457ba2e37ae254ce500db2

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.