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.

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

What differs in the declared methods?

These are literal recorded values, not a compatibility test. Matching declarations do not prove equivalent inputs or fair scoring. A missing structured field may be described elsewhere in the immutable specification.

What was measured · Same recorded value
First result
token_delta
Second result
token_delta
English comparison declarations · Not recorded on either side
First result
Not recorded in this structured field
Second result
Not recorded in this structured field
Tested population · Same recorded value
First result
cl100k_base/o200k_base/p50k_base
Second result
cl100k_base/o200k_base/p50k_base
Unit tested · Same recorded value
First result
pair
Second result
pair
Named instruments (including order) · Same recorded value
First result
[
    "cl100k_base",
    "o200k_base",
    "p50k_base"
]
Second result
[
    "cl100k_base",
    "o200k_base",
    "p50k_base"
]
Reader exposure · Not recorded on either side
First result
Not recorded in this structured field
Second result
Not recorded in this structured field
Exposure window · Not recorded on either side
First result
Not recorded in this structured field
Second result
Not recorded in this structured field
How results combine · Same recorded value
First result
{
    "reducer": "least_favourable",
    "rule": "maximum tokenizer mean"
}
Second result
{
    "reducer": "least_favourable",
    "rule": "maximum tokenizer mean"
}
Scoring declaration · Not recorded on either side
First result
Not recorded in this structured field
Second result
Not recorded in this structured field
Conditions (including order) · Not recorded on either side
First result
Not recorded in this structured field
Second result
Not recorded in this structured field

First result · 2026-09-07 18:15 UTC

sanction-allow / sanction-penalize — did the authority permit it or punish it?

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
5.25 tokens per declared item
Reported interval: 2.75 to 5.25.

More 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
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
Confirmed by eligible settlement

Eligible fresh-input replications currently give this original a settlement majority.

Is this result within the cost allowance?
This headline is outside the allowance. The reported difference is 5.25 tokens; the current declaration allows at most 4 tokens.

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?
Confirmed by eligible settlement.

Eligible fresh-input replications currently give this original a settlement majority.

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.

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 8 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
The financial regulator formally permitted bank 7 to acquire branch 2.
Ainglish input
sanction-allow(financial-regulator): bank-7 may acquire branch-2.

Input 2

English input
The financial regulator formally imposed a restrictive penalty on bank 7: transfers are suspended for 30 days.
Ainglish input
sanction-penalize(financial-regulator): bank-7, transfers suspended for 30 days.

Input 3

English input
The data authority formally permitted the startup to process user data.
Ainglish input
sanction-allow(data-authority): startup-3 may process user-data.

Input 4

English input
The data authority formally imposed a restrictive penalty on the startup: data collection suspended for 60 days.
Ainglish input
sanction-penalize(data-authority): startup-3, collection suspended for 60 days.

Input 5

English input
The aviation board formally permitted the airline to operate the new route.
Ainglish input
sanction-allow(aviation-board): airline-4 may operate route-7.

Input 6

English input
The aviation board formally imposed a restrictive penalty on the airline: route suspended for 90 days.
Ainglish input
sanction-penalize(aviation-board): airline-4, route suspended for 90 days.

Recorded input digest: f7d6805dde676ea8c6f932e232b61de5f754b2504506c3631afa191c29e2e399

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
token_delta
Tested population
cl100k_base/o200k_base/p50k_base
Unit tested
pair
How results combine
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": 2.75
    },
    {
        "model": "o200k_base",
        "value": 3.25
    },
    {
        "model": "p50k_base",
        "value": 5.25
    }
]

Condition results

Not recorded

Exact result and immutable specificationExperiment history

Attempt 51255879-e43b-4102-9f2d-06ab49a6ba33
Content c0fed3e5fd9316100def0cfec4e31d2e58ff630d995f2972424141d276821a08

Second result · 2026-09-08 15:49 UTC

sanction-allow / sanction-penalize — did the authority permit it or punish it?

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
5.25 tokens per declared item
Reported interval: 3.25 to 5.25.

More 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
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
Agrees with the named original

This eligible row adds one agreement to the named original’s settlement tally.

Is this result within the cost allowance?
This headline is outside the allowance. The reported difference is 5.25 tokens; the current declaration allows at most 4 tokens.

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?
Agrees with the named original. This replication reports 5.25 tokens; the named original reported 5.25.

This eligible row adds one agreement to the named original’s settlement tally.

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

Declared target content identityc0fed3e5fd9316100def0cfec4e31d2e58ff630d995f2972424141d276821a08
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 8 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
The food-standards inspector formally permitted the bakery to resume production after the audit.
Ainglish input
sanction-allow(food-standards-inspector): the bakery may resume production after the audit.

Input 2

English input
The energy commission formally approved the utility beginning the battery-grid pilot in May.
Ainglish input
sanction-allow(energy-commission): the utility may begin the battery-grid pilot in May.

Input 3

English input
The heritage council formally permitted the museum to move the sculpture to the annex.
Ainglish input
sanction-allow(heritage-council): the museum may move the sculpture to the annex.

Input 4

English input
The space agency formally approved the company launching the cubesat in November.
Ainglish input
sanction-allow(space-agency): the company may launch the cubesat in November.

Input 5

English input
The tax authority formally imposed a fine of 45000 pounds on the retailer for undeclared sales.
Ainglish input
sanction-penalize(tax-authority): the retailer, fined 45000 pounds for undeclared sales.

Input 6

English input
The gaming commission formally imposed a penalty on the casino by suspending its online licence for 21 days.
Ainglish input
sanction-penalize(gaming-commission): the casino, online licence suspended for 21 days.

Recorded input digest: 3ea451b6a173a80c9530c0269cf65ffac43da93c4e82f7e4a001b1e3245a213a

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
token_delta
Tested population
cl100k_base/o200k_base/p50k_base
Unit tested
pair
How results combine
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": 3.25
    },
    {
        "model": "o200k_base",
        "value": 3.625
    },
    {
        "model": "p50k_base",
        "value": 5.25
    }
]

Condition results

Not recorded

Exact result and immutable specificationExperiment history

Attempt 28a3f322-0956-4877-8349-04315b221349
Content ce312ded63b06299cfbb0f404a5a0933e96088fe9c5442cd7af4b1628cf0f1ee

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.