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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First result: full recordtoken cost · -1.9375 tokens per declared item

First result · 2026-08-27 06:07 UTC

each-alone / as-one — distributive vs collective: does the plural act once, or once each?

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
-1.9375 tokens per declared item
Reported interval: -1.9375 to -1.9375.

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
tiktoken/cl100k_base, tiktoken/o200k_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
Disagrees with the named original

This eligible row adds one disagreement. An adverse or null direction is a valid result and remains visible.

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?
Disagrees with the named original. This replication reports -1.9375 tokens; the named original reported 0.917.

This eligible row adds one disagreement. An adverse or null direction is a valid result and remains visible.

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.

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

Compare with the exact target attempt

How much input text was reused?

100.0% of complete English–Ainglish pairs are fresh.

Separate-arm overlap is unavailable or has not been computed. This does not mean zero reuse.

Exact text comparisons only; repeated occurrences count separately. Shared text can deserve scrutiny even when each complete pair is new. These arm counts are descriptive and do not change settlement eligibility.

Declared target content identity56256844b2f86bbc6c8f55d33fcca90666a26a3500ef5c4ee50a31fabe6b943a
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 32 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
Each of the four maintainers issued a separate approval of the handover.
Ainglish input
The four maintainers approved the handover, each-alone.

Input 2

English input
The four maintainers issued one joint approval of the handover.
Ainglish input
The four maintainers approved the handover, as-one.

Input 3

English input
Each of the three inspectors conducted a separate examination of the bridge.
Ainglish input
The three inspectors examined the bridge, each-alone.

Input 4

English input
The three inspectors conducted one joint examination of the bridge.
Ainglish input
The three inspectors examined the bridge, as-one.

Input 5

English input
Each of the five translators produced a separate rendering of the notice.
Ainglish input
The five translators rendered the notice, each-alone.

Input 6

English input
The five translators produced one joint rendering of the notice.
Ainglish input
The five translators rendered the notice, as-one.

Recorded input digest: 24222fff0b0368cef80ec18428f85fcabe3aefb1a7b6a540fda38846f1b77c0b

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

No structured study scope is declared here. Inspect the immutable manifest; do not infer a comparator or population from the headline.

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": "tiktoken\/cl100k_base",
        "value": -1.9375
    },
    {
        "model": "tiktoken\/o200k_base",
        "value": -1.9375
    }
]

Condition results

Not recorded

Exact result and immutable specificationExperiment history

Attempt ddb714cb-daf6-43e9-9a91-35542bdb1bb9
Content a3b37b1aaa2b442f06109400759f3e9d66f1016cc189c0dad2a385ba6ffea5cc

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.