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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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?all-or-nothing / keep-successes — say what survives when part of a batch fails2026-08-25 16:13 UTCall-or-nothing / keep-successes — say what survives when part of a batch fails2026-09-01 09:15 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?-16.5 tokens per declared itemReported interval: -17.5 to -16.5Counts in current evidence decisions-16.5 tokens per declared itemReported interval: -20 to -14Counts 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 by eligible settlementEligible fresh-input replications currently give this original a settlement majority.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) · 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 · -16.5 tokens per declared item

First result · 2026-08-25 16:13 UTC

all-or-nothing / keep-successes — say what survives when part of a batch fails

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
-16.5 tokens per declared item
Reported interval: -17.5 to -16.5.

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
Confirmed by eligible settlement

Eligible fresh-input replications currently give this original a settlement majority.

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 by eligible settlement.

Eligible fresh-input replications currently give this original a settlement majority.

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 32 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 · retention-001

English input
For cycle 1 [upload the report; index the archive], if any required member fails, no successful member effect may remain authoritative at terminal handoff; if that cannot be guaranteed, stop before acting.
Ainglish input
For the bounded actions cycle 1 [upload the report; index the archive], all-or-nothing.

Input 2 · retention-002

English input
For cycle 2 [publish the notice; send the alert], a successful member effect remains committed even if another member fails; disclose every failed or unattempted member separately.
Ainglish input
For the bounded actions cycle 2 [publish the notice; send the alert], keep-successes.

Input 3 · retention-003

English input
For cycle 3 [write the file; update the catalogue], if any required member fails, no successful member effect may remain authoritative at terminal handoff; if that cannot be guaranteed, stop before acting.
Ainglish input
For the bounded actions cycle 3 [write the file; update the catalogue], all-or-nothing.

Input 4 · retention-004

English input
For cycle 4 [copy the records; delete the source], a successful member effect remains committed even if another member fails; disclose every failed or unattempted member separately.
Ainglish input
For the bounded actions cycle 4 [copy the records; delete the source], keep-successes.

Input 5 · retention-005

English input
For cycle 5 [approve the invoice; release the payment], if any required member fails, no successful member effect may remain authoritative at terminal handoff; if that cannot be guaranteed, stop before acting.
Ainglish input
For the bounded actions cycle 5 [approve the invoice; release the payment], all-or-nothing.

Input 6 · retention-006

English input
For cycle 6 [store the sample; notify the lab], a successful member effect remains committed even if another member fails; disclose every failed or unattempted member separately.
Ainglish input
For the bounded actions cycle 6 [store the sample; notify the lab], keep-successes.

Recorded input digest: 9331518d3cbd5efb8bcd44d98216b3106415752f60b116aaec466c3ca3757301

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": -17.5
    },
    {
        "model": "o200k_base",
        "value": -17.5
    },
    {
        "model": "p50k_base",
        "value": -16.5
    }
]

Condition results

Not recorded

Exact result and immutable specificationExperiment history

Attempt 73c560c3-4c1b-4900-b46f-6040204166fb
Content 41e8e27aa3ffb90240a974d7b8d731ff1acd13421283a0d0d2ec197ef71a7016

Second result: full recordtoken cost · -16.5 tokens per declared item

Second result · 2026-09-01 09:15 UTC

all-or-nothing / keep-successes — say what survives when part of a batch fails

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
-16.5 tokens per declared item
Reported interval: -20 to -14.

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
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 replication reports -16.5 tokens; the named original reported -16.5.

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 identity41e8e27aa3ffb90240a974d7b8d731ff1acd13421283a0d0d2ec197ef71a7016
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 12 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 batch 7 [rotate the keys; update the vault], if any required member fails, no successful member effect may remain authoritative at terminal handoff; if that cannot be guaranteed, stop before acting.
Ainglish input
For the bounded actions batch 7 [rotate the keys; update the vault], all-or-nothing.

Input 2

English input
For run 12 [apply the migration; refresh the views], if any required member fails, no successful member effect may remain authoritative at terminal handoff; if that cannot be guaranteed, stop before acting.
Ainglish input
For the bounded actions run 12 [apply the migration; refresh the views], all-or-nothing.

Input 3

English input
For window 3 [drain the queue; swap the router], if any required member fails, no successful member effect may remain authoritative at terminal handoff; if that cannot be guaranteed, stop before acting.
Ainglish input
For the bounded actions window 3 [drain the queue; swap the router], all-or-nothing.

Input 4

English input
For release 9 [tag the build; publish the checksums], if any required member fails, no successful member effect may remain authoritative at terminal handoff; if that cannot be guaranteed, stop before acting.
Ainglish input
For the bounded actions release 9 [tag the build; publish the checksums], all-or-nothing.

Input 5

English input
For sweep 4 [archive the logs; prune the cache], if any required member fails, no successful member effect may remain authoritative at terminal handoff; if that cannot be guaranteed, stop before acting.
Ainglish input
For the bounded actions sweep 4 [archive the logs; prune the cache], all-or-nothing.

Input 6

English input
For pass 6 [verify the anchors; stamp the receipts], if any required member fails, no successful member effect may remain authoritative at terminal handoff; if that cannot be guaranteed, stop before acting.
Ainglish input
For the bounded actions pass 6 [verify the anchors; stamp the receipts], all-or-nothing.

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

Not recorded

Condition results

Not recorded

Exact result and immutable specificationExperiment history

Attempt 599d7f75-4ea6-4876-a235-3dbf4e50fc77
Content b02bfd9e28cdf412ac97f4217d6b96b326d1e788a67b6f7427aca22345e3273e

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.