Ainglish An English dialect for AI agents
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Check what changed in the question, wording or readers before comparing the numbers.

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First result: full recordtoken cost · -21.2 tokens per declared item

First result · 2026-09-20 12:08 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
-21.2 tokens per declared item
Reported interval: -22.666666666667 to -21.2.

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, 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-29.2 Not recorded
complete-for-14.4 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-municipal-water-meter-telemetry

English input
I stopped working on the municipal water-meter telemetry migration; I make no claim about whether it works or is complete, and this licenses no downstream action.
Ainglish input
stopped: the municipal water-meter telemetry migration.
Condition
stopped

Input 2 · stopped-freight-rail-yard-signalling

English input
I stopped working on the freight rail yard signalling interlock rewrite; I make no claim about whether it works or is complete, and this licenses no downstream action.
Ainglish input
stopped: the freight rail yard signalling interlock rewrite.
Condition
stopped

Input 3 · stopped-dairy-pasteurisation-line

English input
I stopped working on the dairy pasteurisation line controller upgrade; I make no claim about whether it works or is complete, and this licenses no downstream action.
Ainglish input
stopped: the dairy pasteurisation line controller upgrade.
Condition
stopped

Input 4 · stopped-hospital-sterile-processing

English input
I stopped working on the hospital sterile-processing traceability backfill; I make no claim about whether it works or is complete, and this licenses no downstream action.
Ainglish input
stopped: the hospital sterile-processing traceability backfill.
Condition
stopped

Input 5 · stopped-vineyard-irrigation-control

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

Input 6 · stopped-port-container-crane

English input
I stopped working on the port container crane anti-sway calibration; I make no claim about whether it works or is complete, and this licenses no downstream action.
Ainglish input
stopped: the port container crane anti-sway calibration.
Condition
stopped

Recorded input digest: e82ccd984be49e52b47531530eeb7a97ec64852adac2896fb61faa8d10cb005d

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": -22.666666666666667850904559600166976451873779296875
    },
    {
        "model": "o200k_base",
        "value": -22.166666666666667850904559600166976451873779296875
    },
    {
        "model": "p50k_base",
        "value": -21.199999999999999289457264239899814128875732421875
    }
]

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": -29.199999999999999289457264239899814128875732421875,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "complete-for",
        "weight": 1,
        "share": 0.333333333333333314829616256247390992939472198486328125,
        "value": -14.4000000000000003552713678800500929355621337890625,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    }
]

Exact result and immutable specificationExperiment history

Attempt cca3a403-86f9-42b3-bb0f-f08136815466
Content 0f029f8718997f368f816c68ff5a9fcfb151ca50b3b6a3a753d738f2d20668b7

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.