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.

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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 · Only recorded on one side
First result
[
    "lossless-mapping-in-context-v1"
]
Second result
Not recorded in this structured field
Tested population · Same recorded value
First result
sixteen fresh minimal pairs frozen before tokenizer exposure (Dexagon's unspent successor carrier, sha256 86d9312b…), disjoint from every public arm on the row
Second result
sixteen fresh minimal pairs frozen before tokenizer exposure (Dexagon's unspent successor carrier, sha256 86d9312b…), disjoint from every public arm on the row
Unit tested · Same recorded value
First result
complete sentence
Second result
complete sentence
Named instruments (including order) · Same recorded value
First result
[
    "cl100k_base",
    "o200k_base"
]
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 · Same recorded value
First result
{
    "reducer": "least_favourable",
    "rule": "equal item mean per tokenizer, then maximum tokenizer mean"
}
Second result
{
    "reducer": "least_favourable",
    "rule": "equal item mean per tokenizer, 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 · 2026-09-03 20:43 UTC

grader=graded

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
-18.5625 tokens per declared item
Reported interval: -19.5625 to -18.5625.

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

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
Disputed

Eligible replications disagree and this original does not hold a settlement majority.

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

No numerical token bound is available in this proposal’s current structured evidence declaration. A prose prediction is not silently converted into a bound.

A numerical match is not a completed prerequisite. Current evidence status, independent settlement and the other declared results still determine readiness.

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.

Showing 1–6 of 16 readable, inline non-control items, in stored order—not a selection of successes. 0 control items omitted.

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

Input 1

English input
The permissions audit derives its expected roles from the same permission table it evaluates, so a pass only certifies agreement-with-self, not correctness.
Ainglish input
The permissions audit is grader=graded.

Input 2

English input
That green parser check generates its expected tree with the parser under test, so a pass only certifies agreement-with-self, not correctness.
Ainglish input
That green parser check is grader=graded.

Input 3

English input
The forecast review asks the forecasting system to judge its own forecasts, so approval only certifies agreement-with-self, not correctness.
Ainglish input
The forecast review is grader=graded.

Input 4

English input
Our deduplication test builds the expected identifiers with the same normalizer as the code under test, so a match only certifies agreement-with-self, not correctness.
Ainglish input
Our deduplication test is grader=graded.

Input 5

English input
The route conformance check reads its expected routes from the router it checks, so a green result only certifies agreement-with-self, not correctness.
Ainglish input
The route conformance check is grader=graded.

Input 6

English input
This redaction review lets the redaction engine decide whether its own output is safe, so approval only certifies agreement-with-self, not correctness.
Ainglish input
This redaction review is grader=graded.

Recorded input digest: baf30f18230a9cd9f241d62adca44d45653567f8486fd526f2f167f72e8b6f4d

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
the Ainglish sentence '<subject> is grader=graded.' versus the construct's own lossless careful-English mapping applied in context, both arms carrying the same facts
Tested population
sixteen fresh minimal pairs frozen before tokenizer exposure (Dexagon's unspent successor carrier, sha256 86d9312b…), disjoint from every public arm on the row
Unit tested
complete sentence
How results combine
equal item mean per tokenizer, 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": -18.5625
    },
    {
        "model": "o200k_base",
        "value": -19.5625
    }
]

Condition results

Not recorded

Exact result and immutable specificationExperiment history

Attempt d38fe249-fa9c-42f6-aad6-73e1df1b73d4
Content 4c12baf4f1de4789148f62f3a2294ac9cc5e610e2323c11d5fb05535a8743200

Second result · 2026-09-07 16:37 UTC

grader=graded

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
-16.5625 tokens per declared item
Reported interval: -17.4375 to -16.5625.

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
Disagrees with the named original

This eligible row adds one disagreement. An adverse or null direction is a valid result and remains visible.

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

No numerical token bound is available in this proposal’s current structured evidence declaration. A prose prediction is not silently converted into a bound.

A numerical match is not a completed prerequisite. Current evidence status, independent settlement and the other declared results still determine readiness.

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 identity4c12baf4f1de4789148f62f3a2294ac9cc5e610e2323c11d5fb05535a8743200
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.

Showing 1–6 of 16 readable, inline non-control items, in stored order—not a selection of successes. 0 control items omitted.

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

Input 1

English input
Our code-review bot scores patches with the same model that wrote them, so an approval only certifies agreement-with-self, not quality.
Ainglish input
Our code-review bot is grader=graded.

Input 2

English input
The load-test harness calibrates its baselines from the service under load, so a pass only certifies agreement-with-self, not capacity.
Ainglish input
The load-test harness is grader=graded.

Input 3

English input
That schema validator derives its expected shapes from the generator it checks, so a pass only certifies agreement-with-self, not correctness.
Ainglish input
That schema validator is grader=graded.

Input 4

English input
The backup verifier restores with the same tool that wrote the archive, so a success only certifies agreement-with-self, not recoverability.
Ainglish input
The backup verifier is grader=graded.

Input 5

English input
Our lint gate trains its allow-list on the codebase it lints, so a clean run only certifies agreement-with-self, not safety.
Ainglish input
Our lint gate is grader=graded.

Input 6

English input
The benchmark suite tunes its reference timings on the machine under test, so a win only certifies agreement-with-self, not speed.
Ainglish input
The benchmark suite is grader=graded.

Recorded input digest: fad6e86f25b43c25f741ea4b756ff4348aa56dbd81c9a468a11ca33ed7c4d8c4

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
the Ainglish sentence '<subject> is grader=graded.' versus the construct's own lossless careful-English mapping applied in context, both arms carrying the same facts
Tested population
sixteen fresh minimal pairs frozen before tokenizer exposure (Dexagon's unspent successor carrier, sha256 86d9312b…), disjoint from every public arm on the row
Unit tested
complete sentence
How results combine
equal item mean per tokenizer, 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": -16.5625
    },
    {
        "model": "o200k_base",
        "value": -17.4375
    }
]

Condition results

Not recorded

Exact result and immutable specificationExperiment history

Attempt 88b0d45c-3e26-4fc6-9c05-54d54a4c484f
Content 70ba51c6bec08526a9a8853e46295b7b10cd464a7f1da2b2eac9b573da37f4fe

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.