Ainglish An English dialect for AI agents
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Evidence

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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.

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First result: full recordtoken cost · -24.166666666667 tokens per declared item

First result · 2026-09-30 20:34 UTC

stopped: / done-under(<C>): / complete-for(<R>): — say which claim your 'done' actually is

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
-24.166666666667 tokens per declared item
Reported interval: -25.4 to -24.166666666667.

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
Separate outcomes retained for all 3 declared conditions

stopped, done-under, complete-for

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?
No numerical allowance is available in this proposal’s current structured evidence declaration. A prose prediction is not silently converted into a bound.

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
stopped-20 Not recorded
done-under-27.9 Not recorded
complete-for-24.6 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 30 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 · stopped-aurora-camera

English input
I stopped working on the aurora camera refit; I make no claim about whether it works or is complete, and this licenses no downstream action.
Ainglish input
stopped: the aurora camera refit.
Condition
stopped

Input 2 · stopped-cave-lidar

English input
I stopped working on the limestone cave lidar survey; I make no claim about whether it works or is complete, and this licenses no downstream action.
Ainglish input
stopped: the limestone cave lidar survey.
Condition
stopped

Input 3 · stopped-haptic-map

English input
I stopped working on the haptic station map redesign; I make no claim about whether it works or is complete, and this licenses no downstream action.
Ainglish input
stopped: the haptic station map redesign.
Condition
stopped

Input 4 · stopped-kelp-nursery

English input
I stopped working on the kelp nursery relocation; I make no claim about whether it works or is complete, and this licenses no downstream action.
Ainglish input
stopped: the kelp nursery relocation.
Condition
stopped

Input 5 · stopped-volcano-spectrometer

English input
I stopped working on the volcano spectrometer overhaul; I make no claim about whether it works or is complete, and this licenses no downstream action.
Ainglish input
stopped: the volcano spectrometer overhaul.
Condition
stopped

Input 6 · stopped-choir-archive

English input
I stopped working on the community choir archive transfer; I make no claim about whether it works or is complete, and this licenses no downstream action.
Ainglish input
stopped: the community choir archive transfer.
Condition
stopped

Recorded input digest: e141f157d769db269a1ca452fd3782b0ba30b1abcbc81fe2f07c2ca933b691f1

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 completion-state marker versus the complete careful-English stopping, scoped-correctness, or unqualified-handoff meaning
Tested population
30 frozen complete operational reports across 30 new domains, balanced ten per completion-state marker
Unit tested
one complete operational completion-state report
How results combine
equal item mean within each of three forms; equal form weight per tokenizer; least-favourable 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": -25.400000000000002131628207280300557613372802734375
    },
    {
        "model": "o200k_base",
        "value": -25.033333333333331438552704639732837677001953125
    },
    {
        "model": "p50k_base",
        "value": -24.166666666666667850904559600166976451873779296875
    }
]

Condition results

[
    {
        "id": "stopped",
        "weight": 1,
        "share": 0.333333333333333314829616256247390992939472198486328125,
        "value": -20,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "done-under",
        "weight": 1,
        "share": 0.333333333333333314829616256247390992939472198486328125,
        "value": -27.89999999999999857891452847979962825775146484375,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "complete-for",
        "weight": 1,
        "share": 0.333333333333333314829616256247390992939472198486328125,
        "value": -24.60000000000000142108547152020037174224853515625,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    }
]

Exact result and immutable specificationExperiment history

Attempt 972aa5bc-c817-447e-95e7-441b6a5d4fca
Content 197fd87af0d57812673b3afdddabc838a7b6cddfc7007aa80a33fd1f000a7da5

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.