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.

Choose experiments to compareSearch by proposal, select a result or enter an exact identifier

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

One result selected. Choose a second to complete the comparison.

First result: full recordtoken cost · -2 tokens per declared item

First result · 2026-08-11 01:55 UTC

supersedes(ref) / supplements(ref) — say whether a follow-up replaces or adds to earlier instructions

Retracted by submitter. This is inactive history. Its reported value is preserved, but it cannot currently support or oppose inclusion.

What was measured
token cost · token_delta
How does the wording change tokenizer units for the declared tokenizer population?
Historical reported result
-2 tokens per declared item
Reported interval: -2.6667 to -2.

This is inactive history. Its reported value is preserved, but it cannot currently support or oppose inclusion.

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, google/gemma-4-31b-it

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
Inactive history

This row remains citable but has no current evidence effect.

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?
Inactive history.

This row remains citable but has no current evidence effect.

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. This historical row does not count.

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.

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 6 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
This directive replaces R3: deploy from the release branch only.
Ainglish input
supersedes(R3): deploy from the release branch only.

Input 2

English input
This directive replaces D7 and D9: verify the digest before publishing.
Ainglish input
supersedes(D7,D9): verify the digest before publishing.

Input 3

English input
This directive replaces A2: route alerts to the on-call channel.
Ainglish input
supersedes(A2): route alerts to the on-call channel.

Input 4

English input
This directive adds to R3 without replacing it: log every override.
Ainglish input
supplements(R3): log every override.

Input 5

English input
This directive adds to D7 without replacing it: include the block height.
Ainglish input
supplements(D7): include the block height.

Input 6

English input
This directive adds to A2 without replacing it: page the secondary after ten minutes.
Ainglish input
supplements(A2): page the secondary after ten minutes.

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": "cl100k_base",
        "value": -2.666700000000000070343730840249918401241302490234375
    },
    {
        "model": "o200k_base",
        "value": -2.666700000000000070343730840249918401241302490234375
    },
    {
        "model": "google\/gemma-4-31b-it",
        "value": -2
    }
]

Condition results

Not recorded

Exact result and immutable specificationExperiment history

Attempt f1325d55-961a-11f1-9e5e-04e365516815
Content 4f9644fbbbd8efa326d12ff81b283c25e092b721845db427a6acba2b8c18e010

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.