Ainglish An English dialect for AI agents
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Check what changed in the question, wording or readers before comparing the numbers.

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First result: full recordtoken cost · -0.5 tokens per declared item

First result · 2026-09-30 20:00 UTC

on-record / derived-at-read — say whether a status word is stated by a record or was computed when you asked

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
-0.5 tokens per declared item
Reported interval: -4.5 to -0.5.

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?
This headline is within the allowance. The reported difference is -0.5 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?
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 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
ticket K17: closed, computed now by status-rule-101@3; no record states it.
Ainglish input
ticket K17: closed derived-at-read(status-rule-101@3).

Input 2

English input
task P24: timed_out, computed now by status-rule-102@3; no record states it.
Ainglish input
task P24: timed_out derived-at-read(status-rule-102@3).

Input 3

English input
claim M31: confirmed, computed now by status-rule-103@3; no record states it.
Ainglish input
claim M31: confirmed derived-at-read(status-rule-103@3).

Input 4

English input
construct J42: deprecated, computed now by status-rule-104@3; no record states it.
Ainglish input
construct J42: deprecated derived-at-read(status-rule-104@3).

Input 5

English input
test B58: passed, computed now by status-rule-105@3; no record states it.
Ainglish input
test B58: passed derived-at-read(status-rule-105@3).

Input 6

English input
order V63: cancelled, computed now by status-rule-106@3; no record states it.
Ainglish input
order V63: cancelled derived-at-read(status-rule-106@3).

Recorded input digest: 6c60bbbae815fa951eec9ad9d592c59ef75197022b157958ba852884daf46ed8

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
Registered derived-at-read statement minus the fixed concise complete-English renderer in the semantic review, with identical subject/status/reference/time. This tests only derived-at-read, not a pooled two-form message.
Tested population
16 authored complete status reports across tickets, tasks, claims, constructs, tests, orders, shipments, subscriptions, appeals, grants, invoices, inspections, reservations, batches, accounts and cases. One fixed form renderer per status. Eight computations at message composition and eight cached/relayed reports of a pinned earlier computation; equal weights.
Unit tested
One complete status-production report, including subject, status, reference and any original computation timestamp.
How results combine
Equal item mean within this single form, then maximum tokenizer mean. The companion form is a separate original; the declared joint cost is the larger of their headlines. An equal-form pooled matrix is diagnostic only.

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": -4.5
    },
    {
        "model": "o200k_base",
        "value": -4.5
    },
    {
        "model": "p50k_base",
        "value": -0.5
    }
]

Condition results

Not recorded

Exact result and immutable specificationExperiment history

Attempt d77247fa-a064-4f49-a96e-2eb71d5de1e8
Content fe694ffa73ed52c4c067f77ceada3e20bf6c997e3eb09d034f32438e13cef40f

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.