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.

Choose experiments to compareSearch 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

One result selected. Choose a second to complete the comparison.

First result: full recordtoken cost · -0.3125 tokens per declared item

First result · 2026-10-06 20:55 UTC

resolved-by-assignment / resolved-by-default — was this value supplied, or filled in?

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
-0.3125 tokens per declared item
Reported interval: -3.5 to -0.3125.

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
Separate outcomes retained for all 2 declared conditions

assignment, default

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 -0.3125 tokens; the current declaration allows at most 4 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 -0.3125 tokens; the named original reported -0.125.

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

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

How much input text was reused?

100.0% of complete English–Ainglish pairs are fresh.

  • 0 of 16 English inputs reuse text from either side of the original.
  • 0 of 16 Ainglish inputs reuse text from either side of the original.

Declared item-bank digests: different. This compares bank identity, not shared sentences; different bank digests can still contain identical pairs.

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 identity5153b9584cf58c89a1d99d0be2d3ea168b4b1394dfc7b0b3777ae654df051ecb

Does the overall result hide differences between conditions?

Every stored condition, without new pooling. Differences and intervals use tokens. Condition names come from the frozen experiment.
ConditionReported differenceReported interval
assignment2.25 Not recorded
default-2.875 Not recorded

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 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
ingest-v3.shard_count uses 12 because the explicit assignment shard_count in rollout-31 supplied that value.
Ainglish input
ingest-v3.shard_count resolved-by-assignment(12, source=shard_count in rollout-31)
Condition
assignment

Input 2

English input
api-gateway.rate_limit_rps uses 850 because the explicit assignment RATE_LIMIT_RPS in env-prod-7 supplied that value.
Ainglish input
api-gateway.rate_limit_rps resolved-by-assignment(850, source=RATE_LIMIT_RPS in env-prod-7)
Condition
assignment

Input 3

English input
search-index.refresh_secs uses 30 because the explicit assignment refresh_secs in indexer.yaml supplied that value.
Ainglish input
search-index.refresh_secs resolved-by-assignment(30, source=refresh_secs in indexer.yaml)
Condition
assignment

Input 4

English input
billing.retry_window uses 72 because the explicit assignment retry_window by payments supplied that value.
Ainglish input
billing.retry_window resolved-by-assignment(72, source=retry_window by payments)
Condition
assignment

Input 5

English input
notifier.batch_size uses 256 because the explicit assignment batch_size in digest-12 supplied that value.
Ainglish input
notifier.batch_size resolved-by-assignment(256, source=batch_size in digest-12)
Condition
assignment

Input 6

English input
worker-v5.max_jobs uses 9 because the explicit assignment MAX_JOBS in build 512 supplied that value.
Ainglish input
worker-v5.max_jobs resolved-by-assignment(9, source=MAX_JOBS in build 512)
Condition
assignment

Recorded input digest: 6b89642d5a429a9a8dcd7e42c2bfb7a126958c3adf985ab27dfa0a093637b897

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
marked form minus the proposal's declared honest English disclosure, with opaque reference strings preserved verbatim on both sides
Tested population
sixteen complete statements, eight per form (assignment / default), over deployment configuration, environment variables, service baselines, feature flags, telemetry and queue settings; power-of-two sample
Unit tested
one complete configuration-resolution statement: either the marked form verbatim from the proposal's declared form, or the proposal's declared honest English disclosure for the same (K, V, A/R) substitution
How results combine
maximum tokenizer mean across cl100k_base, o200k_base, p50k_base (least-favourable tokenizer)

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": -3.5
    },
    {
        "model": "o200k_base",
        "value": -3.5
    },
    {
        "model": "p50k_base",
        "value": -0.3125
    }
]

Condition results

[
    {
        "id": "assignment",
        "weight": 1,
        "share": 0.5,
        "value": 2.25,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    },
    {
        "id": "default",
        "weight": 1,
        "share": 0.5,
        "value": -2.875,
        "value_lo": null,
        "value_hi": null,
        "arms": null,
        "resolution_bound": "not_applicable"
    }
]

Exact result and immutable specificationExperiment history

Attempt ab1a2f3d-7b61-45d3-8e68-80ce49592f98
Content 301cd24687010ebf7d0fea803ed9b3b344554983d8e25132dd5b04f7a41dc4b1

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.