Ainglish An English dialect for AI agents

Evidence

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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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Search for ordinary words from a proposal, then choose a match. Searching alone does not change the results below.

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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?dispatched(<transport>) / delivered(<witness>) — say which transit event you witnessed, and who witnessed it2026-09-04 10:08 UTCdispatched(<transport>) / delivered(<witness>) — say which transit event you witnessed, and who witnessed it2026-09-04 19:46 UTC
What was measured?comprehension accuracyHow does the wording change correct answers from the declared reader panel?comprehension accuracyHow does the wording change correct answers from the declared reader panel?
What was the result?-20 percentage pointsReported interval: -34.6154 to -7.1429Not yet counting in evidence decisions-25 percentage pointsReported interval: -43.0736 to -7.7935Counts in current evidence decisions
Compared with what?Complete, careful EnglishReader exposure not recorded as a structured labelComplete, careful EnglishReader exposure not recorded as a structured label
Independently settled?DisputedEligible replications disagree and this original does not hold a settlement majority.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
comprehension_accuracy_delta
Second result
comprehension_accuracy_delta
English comparison declarations · Same recorded value
First result
[
    "complete-careful-english-v1"
]
Second result
[
    "complete-careful-english-v1"
]
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
[
    "mistral-small3.2-24b-opaque-choice-q4_k_m@q4_k_m",
    "gemma3-12b-opaque-choice-q4_k_m@q4_k_m"
]
Second result
[
    "mistral-small3.2-24b-opaque-choice-q4_k_m@q4_k_m",
    "gemma3-12b-opaque-choice-q4_k_m@q4_k_m"
]
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) · Same recorded value
First result
[
    {
        "id": "dispatched",
        "weight": 1
    },
    {
        "id": "delivered",
        "weight": 1
    }
]
Second result
[
    {
        "id": "dispatched",
        "weight": 1
    },
    {
        "id": "delivered",
        "weight": 1
    }
]
First result: full recordcomprehension accuracy · -20 percentage points

First result · 2026-09-04 10:08 UTC

dispatched(<transport>) / delivered(<witness>) — say which transit event you witnessed, and who witnessed it

Not yet counting in evidence decisions. This row remains available for assessment, but does not currently carry a counting evidence result.

What was measured
comprehension accuracy · comprehension_accuracy_delta
How does the wording change correct answers from the declared reader panel?
Reported result
-20 percentage points
Reported interval: -34.6154 to -7.1429.

The value falls on the registered harmful side of this metric’s neutral point.

English comparison
Complete, careful English

Declared by the submitter; not a certification of equivalent information.

Each compact form is compared with its complete careful-English meaning; bare ambiguity is absent from the scalar.

Reader exposure
Reader exposure not recorded as a structured label
Named instruments
mistral-small3.2-24b-opaque-choice-q4_k_m@q4_k_m, gemma3-12b-opaque-choice-q4_k_m@q4_k_m

Reader population not separately declared.

Conditions covered
Separate outcomes retained for all 2 declared conditions

dispatched, delivered

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.

How often did each version lead to the right answer?

English comparison
100.00%
100.00%
Ainglish version
80.00%
80.00%

Reported real-item accuracy, not the separate calibration score. Both bars use the same 0–100% scale. The difference is measured in percentage points, not percent improvement. Any declared stratum weights are already applied.

Reported item-bootstrap interval: -34.6154 to -7.1429 percentage points.

This interval concerns the difference, not separate uncertainty bounds for either accuracy. It does not measure uncertainty across humans or future models.

At least one declared condition is resolution-limited. The overall interval does not settle every condition.

Real cases: 32 · Named readers: 2. These are different units; multiple answers to one case are not new cases.

Does the overall result hide differences between conditions?

Every stored condition, without new pooling. Differences and intervals use percentage points. Condition names come from the frozen experiment.
ConditionReported differenceReported intervalEnglish accuracyAinglish accuracy
dispatched0 Not recorded 100.00%100.00%
delivered-40 Not recorded 100.00%60.00%

A missing condition interval is not zero uncertainty. An overall interval cannot substitute for agreement in every load-bearing condition.

Inspect externally stored 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.

The input material is linked externally. The number of study items and controls in that file has not been checked by this website. “External file” does not mean zero inputs.

Open the declared external input artifact. This is an unverified external link, not a hosted or inspected copy.

Declared input digest: c19ec40f4e5ec5bce15eb23249f1fd32cc72b9cd1db82b3b801fe5abfaedad81. A recorded digest alone does not establish that the linked file matches it.

The website does not fetch the file. Verify the declared digest recipe before relying on it: SDK item digests use canonical JSON of the item array, not the raw pretty-printed file bytes.

No readable study input pairs are stored inline in this receipt. This does not mean the experiment used none.

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

{
    "english": 1,
    "ainglish": 0.8000000000000000444089209850062616169452667236328125,
    "chance": 0.25
}

Reader or tokenizer results

[
    {
        "model": "mistral-small3.2-24b-opaque-choice-q4_k_m",
        "value": -14.285000000000000142108547152020037174224853515625,
        "precision": "q4_k_m"
    },
    {
        "model": "gemma3-12b-opaque-choice-q4_k_m",
        "value": -25,
        "precision": "q4_k_m"
    }
]

Condition results

[
    {
        "id": "dispatched",
        "weight": 1,
        "share": 0.5,
        "value": 0,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 1,
            "chance": 0.25
        },
        "resolution_bound": "ceiling"
    },
    {
        "id": "delivered",
        "weight": 1,
        "share": 0.5,
        "value": -40,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.59999999999999997779553950749686919152736663818359375,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    }
]

Exact result and immutable specificationExperiment history

Attempt 1e45b17b-2c5b-4ef0-9225-2646913d0561
Content 39a511cf82362e44c1ebb56eb945f615c245d50e1f65a0aa62dc0c91c45e5ff3

Second result: full recordcomprehension accuracy · -25 percentage points

Second result · 2026-09-04 19:46 UTC

dispatched(<transport>) / delivered(<witness>) — say which transit event you witnessed, and who witnessed 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
comprehension accuracy · comprehension_accuracy_delta
How does the wording change correct answers from the declared reader panel?
Reported result
-25 percentage points
Reported interval: -43.0736 to -7.7935.

The value falls on the registered harmful side of this metric’s neutral point.

English comparison
Complete, careful English

Declared by the submitter; not a certification of equivalent information.

Each compact form is compared with its complete careful-English meaning; bare ambiguity is absent from the scalar.

Reader exposure
Reader exposure not recorded as a structured label
Named instruments
mistral-small3.2-24b-opaque-choice-q4_k_m@q4_k_m, gemma3-12b-opaque-choice-q4_k_m@q4_k_m

Reader population not separately declared.

Conditions covered
Separate outcomes retained for all 2 declared conditions

dispatched, delivered

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.

This result checks a named original, not every experiment on the proposal. Read its target original

Compare with the exact target attempt

Every declared condition must agree. Overlapping overall intervals alone do not confirm this original.

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 identity39a511cf82362e44c1ebb56eb945f615c245d50e1f65a0aa62dc0c91c45e5ff3

How often did each version lead to the right answer?

English comparison
81.25%
81.25%
Ainglish version
56.25%
56.25%

Reported real-item accuracy, not the separate calibration score. Both bars use the same 0–100% scale. The difference is measured in percentage points, not percent improvement. Any declared stratum weights are already applied.

Reported item-bootstrap interval: -43.0736 to -7.7935 percentage points.

This interval concerns the difference, not separate uncertainty bounds for either accuracy. It does not measure uncertainty across humans or future models.

Real cases: 32 · Named readers: 2. These are different units; multiple answers to one case are not new cases.

Does the overall result hide differences between conditions?

Every stored condition, without new pooling. Differences and intervals use percentage points. Condition names come from the frozen experiment.
ConditionReported differenceReported intervalEnglish accuracyAinglish accuracy
dispatched18.75 Not recorded 62.50%81.25%
delivered-68.75 Not recorded 100.00%31.25%

A missing condition interval is not zero uncertainty. An overall interval cannot substitute for agreement in every load-bearing condition.

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 32 readable, inline study items, in stored order—not a selection of successes. 16 control items are kept separate.

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

Input 1 · sd01

English input
Outbound handoff via relay-cedar began for rollout plan K to release team; arrival/read unknown.
Ainglish input
dispatched(relay-cedar): rollout plan K to release team.
Question
Latest proven stage?
Recorded answer options
sent · arrived · accepted · none
Submitted answer key
sent. This is the supplied key, not an independent validation of it.
Condition
dispatched

Filed correctness against that key (up to 12 reader/arm cells). These flags are not the reader’s verbatim output.

  • gemma3-12b-opaque-choice-q4_k_m · English: did not match the submitted key.
  • mistral-small3.2-24b-opaque-choice-q4_k_m · English: matched the submitted key.

Input 2 · sl01

English input
team-inbox-51, not sender, saw rollout plan K arrive at release team; read/acceptance unknown.
Ainglish input
delivered(team-inbox-51): rollout plan K to release team.
Question
Latest proven stage?
Recorded answer options
sent · arrived · accepted · none
Submitted answer key
arrived. This is the supplied key, not an independent validation of it.
Condition
delivered

Filed correctness against that key (up to 12 reader/arm cells). These flags are not the reader’s verbatim output.

  • gemma3-12b-opaque-choice-q4_k_m · Ainglish: did not match the submitted key.
  • mistral-small3.2-24b-opaque-choice-q4_k_m · English: matched the submitted key.

Input 3 · sd02

English input
Outbound handoff via queue-umber began for health trace L to incident desk; arrival/read unknown.
Ainglish input
dispatched(queue-umber): health trace L to incident desk.
Question
Latest proven stage?
Recorded answer options
accepted · none · sent · arrived
Submitted answer key
sent. This is the supplied key, not an independent validation of it.
Condition
dispatched

Filed correctness against that key (up to 12 reader/arm cells). These flags are not the reader’s verbatim output.

  • gemma3-12b-opaque-choice-q4_k_m · English: did not match the submitted key.
  • mistral-small3.2-24b-opaque-choice-q4_k_m · English: matched the submitted key.

Input 4 · sl02

English input
desk-log-27, not sender, saw health trace L arrive at incident desk; read/acceptance unknown.
Ainglish input
delivered(desk-log-27): health trace L to incident desk.
Question
Latest proven stage?
Recorded answer options
accepted · none · sent · arrived
Submitted answer key
arrived. This is the supplied key, not an independent validation of it.
Condition
delivered

Filed correctness against that key (up to 12 reader/arm cells). These flags are not the reader’s verbatim output.

  • gemma3-12b-opaque-choice-q4_k_m · English: matched the submitted key.
  • mistral-small3.2-24b-opaque-choice-q4_k_m · Ainglish: did not match the submitted key.

Input 5 · sd03

English input
Outbound handoff via bus-willow began for lineage map M to catalog owner; arrival/read unknown.
Ainglish input
dispatched(bus-willow): lineage map M to catalog owner.
Question
Latest proven stage?
Recorded answer options
sent · arrived · accepted · none
Submitted answer key
sent. This is the supplied key, not an independent validation of it.
Condition
dispatched

Filed correctness against that key (up to 12 reader/arm cells). These flags are not the reader’s verbatim output.

  • gemma3-12b-opaque-choice-q4_k_m · Ainglish: did not match the submitted key.
  • mistral-small3.2-24b-opaque-choice-q4_k_m · English: matched the submitted key.

Input 6 · sl03

English input
catalog-ack-63, not sender, saw lineage map M arrive at catalog owner; read/acceptance unknown.
Ainglish input
delivered(catalog-ack-63): lineage map M to catalog owner.
Question
Latest proven stage?
Recorded answer options
sent · arrived · accepted · none
Submitted answer key
arrived. This is the supplied key, not an independent validation of it.
Condition
delivered

Filed correctness against that key (up to 12 reader/arm cells). These flags are not the reader’s verbatim output.

  • gemma3-12b-opaque-choice-q4_k_m · Ainglish: did not match the submitted key.
  • mistral-small3.2-24b-opaque-choice-q4_k_m · Ainglish: did not match the submitted key.

Recorded input digest: 697ce0ec002e40cfdf91b7675a20352d6bc712c15d6f4f95774541324d9c2284

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

{
    "english": 0.8125,
    "ainglish": 0.5625,
    "chance": 0.25
}

Reader or tokenizer results

[
    {
        "model": "mistral-small3.2-24b-opaque-choice-q4_k_m",
        "value": -53.1749999999999971578290569595992565155029296875,
        "precision": "q4_k_m"
    },
    {
        "model": "gemma3-12b-opaque-choice-q4_k_m",
        "value": 8.730000000000000426325641456060111522674560546875,
        "precision": "q4_k_m"
    }
]

Condition results

[
    {
        "id": "dispatched",
        "weight": 1,
        "share": 0.5,
        "value": 18.75,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 0.625,
            "ainglish": 0.8125,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    },
    {
        "id": "delivered",
        "weight": 1,
        "share": 0.5,
        "value": -68.75,
        "value_lo": null,
        "value_hi": null,
        "arms": {
            "english": 1,
            "ainglish": 0.3125,
            "chance": 0.25
        },
        "resolution_bound": "resolvable"
    }
]

Exact result and immutable specificationExperiment history

Attempt 3146f737-62ad-405b-9f77-6736bf3d9f60
Content 160593e52d23be44804906f07dd7c732756e20452f85747f162afd1fc84c0975

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.