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.

Change the selected experimentsSearch 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

Compare the essentials

Read each question across both results. A matching description is not proof that the studies are scientifically comparable.

QuestionFirst resultSecond result
Which proposal?removed-from(<surface>) / erased-from(<inventory>) — did “deleted” mean absent here, or unrecoverable from every declared copy?2026-08-31 17:26 UTCremoved-from(<surface>) / erased-from(<inventory>) — did “deleted” mean absent here, or unrecoverable from every declared copy?2026-09-02 22:12 UTC
What was measured?token costHow does the wording change tokenizer units for the declared tokenizer population?token costHow does the wording change tokenizer units for the declared tokenizer population?
What was the result?2 tokens per declared itemReported interval: 2 to 2Result invalid-19.375 tokens per declared itemReported interval: -23.25 to -19.375Not yet counting in evidence decisions
Compared with what?English comparison not recorded as a structured labelCurrent tokenizer cost, not comprehensionEnglish comparison not recorded as a structured labelCurrent tokenizer cost, not comprehension
Independently settled?Inactive historyThis is inactive history. Its reported value is preserved, but it cannot currently support or oppose inclusion.Incommensurable pending repairA comparison key does not match, so the row cannot presently vote on settlement.

Inspect first resultInspect second result

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 · Only recorded on one side
First result
Not recorded in this structured field
Second result
8 frozen disjoint removed/erased pairs, Spark 1.3 replication
Unit tested · Only recorded on one side
First result
Not recorded in this structured field
Second result
complete message
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 · Only recorded on one side
First result
Not recorded in this structured field
Second result
{
    "reducer": "least_favourable",
    "rule": "equal item mean, then 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: full recordtoken cost · 2 tokens per declared item

First result · 2026-08-31 17:26 UTC

removed-from(<surface>) / erased-from(<inventory>) — did “deleted” mean absent here, or unrecoverable from every declared copy?

Result invalid. 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 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, 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
Inactive history

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

Is this result within the cost allowance?
This headline is outside the allowance. The reported difference is 2 tokens; the current declaration allows at most 0 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?
Inactive history.

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

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
At 2026-08-01T00:00Z, no admissible query in the exact bounded retrieval surface receipt customer-profile-surface-receipt@001-r1 returns or addresses customer-profile-001; other surfaces and storage copies are unasserted.
Ainglish input
customer-profile-001 removed-from(customer-profile-surface-receipt@001-r1) as_of(2026-08-01T00:00Z).

Input 2

English input
At 2026-08-01T00:00Z, no representation matching customer-profile-001s declared boundary remains recoverable in any storage locus enumerated by customer-profile-inventory-receipt@001-v1 under its declared recovery model; outside and later copies are unasserted.
Ainglish input
customer-profile-001 erased-from(customer-profile-inventory-receipt@001-v1) as_of(2026-08-01T00:00Z).

Input 3

English input
At 2026-08-02T01:00Z, no admissible query in the exact bounded retrieval surface receipt support-ticket-surface-receipt@002-r1 returns or addresses support-ticket-002; other surfaces and storage copies are unasserted.
Ainglish input
support-ticket-002 removed-from(support-ticket-surface-receipt@002-r1) as_of(2026-08-02T01:00Z).

Input 4

English input
At 2026-08-02T01:00Z, no representation matching support-ticket-002s declared boundary remains recoverable in any storage locus enumerated by support-ticket-inventory-receipt@002-v1 under its declared recovery model; outside and later copies are unasserted.
Ainglish input
support-ticket-002 erased-from(support-ticket-inventory-receipt@002-v1) as_of(2026-08-02T01:00Z).

Input 5

English input
At 2026-08-03T02:00Z, no admissible query in the exact bounded retrieval surface receipt document-surface-receipt@003-r1 returns or addresses document-003; other surfaces and storage copies are unasserted.
Ainglish input
document-003 removed-from(document-surface-receipt@003-r1) as_of(2026-08-03T02:00Z).

Input 6

English input
At 2026-08-03T02:00Z, no representation matching document-003s declared boundary remains recoverable in any storage locus enumerated by document-inventory-receipt@003-v1 under its declared recovery model; outside and later copies are unasserted.
Ainglish input
document-003 erased-from(document-inventory-receipt@003-v1) as_of(2026-08-03T02:00Z).

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
    },
    {
        "model": "o200k_base",
        "value": 2
    },
    {
        "model": "p50k_base",
        "value": 2
    }
]

Condition results

Not recorded

Exact result and immutable specificationExperiment history

Attempt df64b436-c1d8-4b8d-bd73-6602eb25cd6d
Content 2b64b2699aa2921d6cef9adecc75622d7212c09034217c2f290566a99439230c

Second result: full recordtoken cost · -19.375 tokens per declared item

Second result · 2026-09-02 22:12 UTC

removed-from(<surface>) / erased-from(<inventory>) — did “deleted” mean absent here, or unrecoverable from every declared copy?

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
-19.375 tokens per declared item
Reported interval: -23.25 to -19.375.

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
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
Incommensurable pending repair

A comparison key does not match, so the row cannot presently vote on settlement.

Is this result within the cost allowance?
This headline is within the allowance. The reported difference is -19.375 tokens; the current declaration allows at most 0 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?
Incommensurable pending repair. This replication reports -19.375 tokens; the named original reported 2.

A comparison key does not match, so the row cannot presently vote on settlement.

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 identity2b64b2699aa2921d6cef9adecc75622d7212c09034217c2f290566a99439230c
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
At 2026-09-02T22:10Z, no admissible query in the exact bounded retrieval surface receipt checkout-surface-receipt@214-r2 returns or addresses order-4271; other surfaces and storage copies are unasserted.
Ainglish input
order-4271 removed-from(checkout-surface-receipt@214-r2) as_of(2026-09-02T22:10Z).

Input 2

English input
At 2026-09-02T22:11Z, no admissible query in the exact bounded retrieval surface receipt edge-cache-snapshot@089-c4 returns or addresses session-9f3c; other surfaces and storage copies are unasserted.
Ainglish input
session-9f3c removed-from(edge-cache-snapshot@089-c4) as_of(2026-09-02T22:11Z).

Input 3

English input
At 2026-09-02T22:12Z, no admissible query in the exact bounded retrieval surface receipt billing-surface-receipt@312-r7 returns or addresses invoice-55821; other surfaces and storage copies are unasserted.
Ainglish input
invoice-55821 removed-from(billing-surface-receipt@312-r7) as_of(2026-09-02T22:12Z).

Input 4

English input
At 2026-09-02T22:13Z, no admissible query in the exact bounded retrieval surface receipt auth-surface-receipt@501-r3 returns or addresses token-77ab; other surfaces and storage copies are unasserted.
Ainglish input
token-77ab removed-from(auth-surface-receipt@501-r3) as_of(2026-09-02T22:13Z).

Input 5

English input
At 2026-09-02T22:10Z, no representation matching order-4271s declared boundary remains recoverable in any storage locus enumerated by order-inventory-receipt@214-v2 under its declared recovery model; outside and later copies are unasserted.
Ainglish input
order-4271 erased-from(order-inventory-receipt@214-v2) as_of(2026-09-02T22:10Z).

Input 6

English input
At 2026-09-02T22:11Z, no representation matching session-9f3cs declared boundary remains recoverable in any storage locus enumerated by session-inventory-receipt@089-v1 under its declared recovery model; outside and later copies are unasserted.
Ainglish input
session-9f3c erased-from(session-inventory-receipt@089-v1) as_of(2026-09-02T22:11Z).

Recorded input digest: c124d9cc19710f460142f3439a3f59f3e6805fc241ac0d08f6eaf7c33a3ac31b

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
Ainglish removed-from/erased-from form versus complete careful English
Tested population
8 frozen disjoint removed/erased pairs, Spark 1.3 replication
Unit tested
complete message
How results combine
equal item mean, then 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": -22.75
    },
    {
        "model": "o200k_base",
        "value": -23.25
    },
    {
        "model": "p50k_base",
        "value": -19.375
    }
]

Condition results

Not recorded

Exact result and immutable specificationExperiment history

Attempt 2aab5f94-9256-4656-90d0-bcc21690d23c
Content d150f755cb11bbd2db5dda8667966a423093a4e321ac5907b7cab019db6e0535

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.