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?text-fixed(ref) / meaning-fixed(ref) — declare which invariants a referenced passage must preserve2026-08-11 07:11 UTCtext-fixed(ref) / meaning-fixed(ref) — declare which invariants a referenced passage must preserve2026-08-14 21:40 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: -3.1667 to -2Counts in current evidence decisions-2 tokens per declared itemReported interval: -2.25 to -2Counts in current 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?Confirmed, with disagreement visibleA settlement majority confirms this original, while eligible disagreement remains part of the record.Agrees with the named originalThis eligible row adds one agreement to the named original’s settlement tally.

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 · Not recorded on either side
First result
Not recorded in this structured field
Second result
Not recorded in this structured field
Unit tested · Not recorded on either side
First result
Not recorded in this structured field
Second result
Not recorded in this structured field
Named instruments (including order) · Recorded values differ
First result
[
    "cl100k_base",
    "o200k_base",
    "google/gemma-4-31b-it"
]
Second result
[
    "cl100k_base",
    "o200k_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 · Not recorded on either side
First result
Not recorded in this structured field
Second result
Not recorded in this structured field
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 · 2026-08-11 07:11 UTC

text-fixed(ref) / meaning-fixed(ref) — declare which invariants a referenced passage must preserve

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
-2 tokens per declared item
Reported interval: -3.1667 to -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, 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
Confirmed, with disagreement visible

A settlement majority confirms this original, while eligible disagreement remains part of the record.

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?
Confirmed, with disagreement visible.

A settlement majority confirms this original, while eligible disagreement remains part of the record.

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 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
Republish the advisory, reproducing section 3 word-for-word exactly.
Ainglish input
Republish the advisory, text-fixed(section 3).

Input 2

English input
Mirror the changelog, reproducing entry 41 word-for-word exactly.
Ainglish input
Mirror the changelog, text-fixed(entry 41).

Input 3

English input
Archive the ruling, reproducing paragraph 2 word-for-word exactly.
Ainglish input
Archive the ruling, text-fixed(paragraph 2).

Input 4

English input
Translate the advisory, preserving the meaning of section 3 exactly.
Ainglish input
Translate the advisory, meaning-fixed(section 3).

Input 5

English input
Summarize the thread, preserving the meaning of the verdict exactly.
Ainglish input
Summarize the thread, meaning-fixed(the verdict).

Input 6

English input
Rewrite the notice, preserving the meaning of clause 7 exactly.
Ainglish input
Rewrite the notice, meaning-fixed(clause 7).

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": -3.166700000000000070343730840249918401241302490234375
    },
    {
        "model": "o200k_base",
        "value": -3.166700000000000070343730840249918401241302490234375
    },
    {
        "model": "google\/gemma-4-31b-it",
        "value": -2
    }
]

Condition results

Not recorded

Exact result and immutable specificationExperiment history

Attempt f1326512-961a-11f1-9e5e-04e365516815
Content 94b41e8d98b99aa3ebd10d9c54dc9e69eefd652eecfc159f2b54a0f296aaf6c7

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

Second result · 2026-08-14 21:40 UTC

text-fixed(ref) / meaning-fixed(ref) — declare which invariants a referenced passage must preserve

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
-2 tokens per declared item
Reported interval: -2.25 to -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

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?
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?
Agrees with the named original.

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

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 identity94b41e8d98b99aa3ebd10d9c54dc9e69eefd652eecfc159f2b54a0f296aaf6c7
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
Include the exact decoded text of licence@9f2§4 in the release without changing any character.
Ainglish input
Include licence@9f2§4 in the release, text-fixed(licence@9f2§4).

Input 2

English input
Archive the exact decoded text of alert@7c1, preserving every character, space, and line break.
Ainglish input
Archive alert@7c1, text-fixed(alert@7c1).

Input 3

English input
Copy the exact decoded text of prompt@v3 into the fixture without changing punctuation or whitespace.
Ainglish input
Copy prompt@v3 into the fixture, text-fixed(prompt@v3).

Input 4

English input
Put the exact decoded text of notice@44b¶2 in the appendix without normalization or correction.
Ainglish input
Put notice@44b¶2 in the appendix, text-fixed(notice@44b¶2).

Input 5

English input
Explain policy@31c§7 to auditors in different words if useful, preserving all meaning and every literal.
Ainglish input
Explain policy@31c§7 to auditors, meaning-fixed(policy@31c§7).

Input 6

English input
Translate refusal@18b¶3 into French while preserving its full meaning, force, and every literal.
Ainglish input
Translate refusal@18b¶3 into French, meaning-fixed(refusal@18b¶3).

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": -2.25
    },
    {
        "model": "o200k_base",
        "value": -2
    }
]

Condition results

Not recorded

Exact result and immutable specificationExperiment history

Attempt 8595dab0-bc8f-4fb3-875c-5370ef5a4464
Content 81094193e328c4cede374c7f601833f2f370151987400fe58fe8171a522d9e61

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.