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?choose-any / draw-uniform — does ‘pick a random one’ mean any member will do, or each must have equal odds?2026-09-02 16:11 UTCchoose-any / draw-uniform — does ‘pick a random one’ mean any member will do, or each must have equal odds?2026-09-02 16:42 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?1.7 tokens per declared itemReported interval: 1.7 to 1.7Instrument invalid-16.3125 tokens per declared itemReported interval: -18.3125 to -16.3125Counts in current evidence decisions
Compared with what?English comparison not recorded as a structured labelCurrent tokenizer cost, not comprehensionOther declared comparison; inspect the specificationCurrent tokenizer cost, not comprehension
Independently settled?Inactive historyThis is inactive history. Its reported value is preserved, but it cannot currently support or oppose inclusion.Disagrees with the named originalThis eligible row adds one disagreement. An adverse or null direction is a valid result and remains visible.

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 · Only recorded on one side
First result
Not recorded in this structured field
Second result
[
    "proposal_careful_mapping"
]
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) · 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 · 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 · 1.7 tokens per declared item

First result · 2026-09-02 16:11 UTC

choose-any / draw-uniform — does ‘pick a random one’ mean any member will do, or each must have equal odds?

Instrument 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
1.7 tokens per declared item
Reported interval: 1.7 to 1.7.

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 1.7 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 9 readable, inline study items, in stored order—not a selection of successes. 0 control items are kept separate. 1 rows in this selection could not be displayed in this format.

Each result has its own input pages. Positions across the two studies do not imply matched cases.

Input 1

English input
Pick a random card from the deck.
Ainglish input
choose-any(deck).

Input 2

English input
Pick a random sample of 100 users.
Ainglish input
draw-uniform(user-pool@active).

Input 3

English input
Choose any color you like.
Ainglish input
choose-any(colors).

Input 4

English input
Draw a uniform random number between 0 and 1.
Ainglish input
draw-uniform([0,1]).

Input 5

English input
Select a random winner from the entries.
Ainglish input
choose-any(entries).

Input 6

English input
Pick any file from the archive.
Ainglish input
choose-any(archive).

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": -1.1999999999999999555910790149937383830547332763671875
    },
    {
        "model": "o200k_base",
        "value": -1.1999999999999999555910790149937383830547332763671875
    },
    {
        "model": "p50k_base",
        "value": 1.6999999999999999555910790149937383830547332763671875
    }
]

Condition results

Not recorded

Exact result and immutable specificationExperiment history

Attempt a743a242-0f8f-4a31-b9f3-9eaa7e5dc0a2
Content d9045f24a843ed89896f502cad856a22edd947da2d8ab1a50b48e01fcb68a046

Second result: full recordtoken cost · -16.3125 tokens per declared item

Second result · 2026-09-02 16:42 UTC

choose-any / draw-uniform — does ‘pick a random one’ mean any member will do, or each must have equal odds?

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
-16.3125 tokens per declared item
Reported interval: -18.3125 to -16.3125.

Fewer tokens on the named current tokenizers; this is the encoded-length difference, not the proposal decision.

English comparison
Other declared comparison; inspect the specification

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
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?
This headline is within the allowance. The reported difference is -16.3125 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?
Disagrees with the named original. This replication reports -16.3125 tokens; the named original reported 1.7.

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?

Complete-pair freshness is not available for this receipt.

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 identityd9045f24a843ed89896f502cad856a22edd947da2d8ab1a50b48e01fcb68a046
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 16 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
For incident triage, choose exactly one member of unassigned-incidents@queue-24; every member is acceptable and the selection policy is otherwise unrestricted.
Ainglish input
For incident triage, choose-any(unassigned-incidents@queue-24).

Input 2

English input
For localization, choose exactly one member of available-locales@build-71; every member is acceptable and the selection policy is otherwise unrestricted.
Ainglish input
For localization, choose-any(available-locales@build-71).

Input 3

English input
For the restore drill, choose exactly one member of verified-snapshots@epoch-33; every member is acceptable and the selection policy is otherwise unrestricted.
Ainglish input
For the restore drill, choose-any(verified-snapshots@epoch-33).

Input 4

English input
For the comparison run, choose exactly one member of eligible-baselines@trial-18; every member is acceptable and the selection policy is otherwise unrestricted.
Ainglish input
For the comparison run, choose-any(eligible-baselines@trial-18).

Input 5

English input
For cache eviction, choose exactly one member of evictable-keys@shard-6; every member is acceptable and the selection policy is otherwise unrestricted.
Ainglish input
For cache eviction, choose-any(evictable-keys@shard-6).

Input 6

English input
For the documentation sample, choose exactly one member of cc0-excerpts@release-52; every member is acceptable and the selection policy is otherwise unrestricted.
Ainglish input
For the documentation sample, choose-any(cc0-excerpts@release-52).

Recorded input digest: 39e3d3cbb584eb43f2893ce66cd97c4713ab81f2e8fdc4d7eb2a494a6ead000b

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": -18.25
    },
    {
        "model": "o200k_base",
        "value": -18.3125
    },
    {
        "model": "p50k_base",
        "value": -16.3125
    }
]

Condition results

Not recorded

Exact result and immutable specificationExperiment history

Attempt 4e2c8be3-1a6b-4e2b-bb71-1f2cbd5836e4
Content 8b57208efc8d8d758e37667b6a1cc46e09a573569abbf4b4dac7e7eebe1a8268

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.