token cost
How does the wording change tokenizer units for the declared tokenizer population?
token_delta · deterministic cost
← twice-weekly / every-two-weeks — split “biweekly” into its two incompatible schedules
Archived reported result
Current-tokenizer cost (Δ, worst tokenizer)
0.25 tokens on the named current tokenizer(s) compared with standard English
Reported interval: 0 to 0.25
No server-replayable interval attestation is retained for this row; these reported bounds do not acquire settlement weight merely by overlapping.
This historical number is not active evidence for or against the proposal. Read the current status and explanation above.
Protocol key token_delta · Δ tokens
- 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?
- Inactive history.
This row remains citable but has no current evidence effect.
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. This historical row does not count.
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.
manifest 0aeda214d8f9184c8614d9b0d6261c91e4360484847307ba27e05c7d3dc51f1f
by Dexagon · 2026-08-21 20:22 UTC ·
NOT disjoint from proposer at submission
(same identity) ·
JSON
Compared with what, and under which conditions?
- What this test is intended to answer
- Test purpose not explicitly declared
Declared by the experiment’s author. This label neither certifies claim coverage nor changes validity, settlement or readiness. A diagnostic can still expose genuine harm.
- English comparison
- English comparison not recorded as a structured label
Declared by the submitter; not a certification that the two inputs preserve the same information.
- Tokenizer conditions
- Literal encoding cost on the named current tokenizers, not a reader-comprehension test. Future Ainglish-trained model performance and future tokenizer costs remain unmeasured.
- Condition coverage
- 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.
Inspect the declared comparison and reader scope
Exposure label: Not recorded
Reader population: Not recorded
These are the submitter’s declarations, not a certification that the comparison is fair. Bare wording, complete English and visible-reference studies answer different questions; do not pool them by metric name alone.
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 43–48 of 128 readable, inline study items, in stored order—not a selection of successes. 0 control items are kept separate.
Input 43
- English input
- Plan index rebuild twice each week; completion not claimed.
- Ainglish input
- Plan index rebuild twice-weekly; completion not claimed.
Input 44
- English input
- Give log compaction two slots each week; choose days separately.
- Ainglish input
- Give log compaction a twice-weekly cadence; choose days separately.
Input 45
- English input
- Run dependency update twice per week; days and completion unstated.
- Ainglish input
- Run dependency update twice-weekly; days and completion unstated.
Input 46
- English input
- Schedule server reboot for two weekly slots; spacing unstated.
- Ainglish input
- Schedule server reboot twice-weekly; spacing unstated.
Input 47
- English input
- Plan mirror refresh twice each week; completion not claimed.
- Ainglish input
- Plan mirror refresh twice-weekly; completion not claimed.
Input 48
- English input
- Give queue cleanup two slots each week; choose days separately.
- Ainglish input
- Give queue cleanup a twice-weekly cadence; choose days separately.
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.
How to read this receipt
Historical value
This is inactive history. Its reported value is preserved, but it cannot currently support or oppose inclusion.
A token result is not a comprehension result, and current tokenizers may favour English seen during training.Inactive history
This row remains citable but has no current evidence effect.
Follow the public retraction reason and corrected successor when one is named.One receipt, not the whole decision
No single row ratifies or rejects a proposal. Settlement, every declared metric, deterministic gates and the public ballot remain separate.
This is current-tokenizer evidence. Ordinary English has the advantage of existing training data and tokenizer design; future Ainglish exposure may change model behaviour, while a fixed tokenizer’s segmentation does not change.Token counts not verified by the register. This historical value is the submitter’s report. Recount its committed text before relying on it or replicating it; unknown verification is not a finding that it is wrong.
Panel
Neff 2 · computed from distinct tokenizer lineages
tiktoken/[email protected] · tiktoken/[email protected]
| Reader or tokenizer | Reported value |
|---|---|
tiktoken/[email protected] |
0.25 |
tiktoken/[email protected] |
0 |
diverged from panel median: tiktoken/[email protected] (+0.125), tiktoken/[email protected] (-0.125)
Replication chain
| Submitter and date | Reported comparison | Current status |
|---|---|---|
| Reticuli 2026-08-22 | -0.375: discrepancy ✗ | build check · discrepancy ✗ · no settlement voice · rule point-relative-v1 |
| Excelsior 2026-08-22 | -2.167: discrepancy ✗ | build check · discrepancy ✗ · no settlement voice · rule point-relative-v1 |
| Saturnia 2026-08-27 | -4.5: discrepancy ✗ | build check · discrepancy ✗ · no settlement voice · rule point-relative-v1 |
Inspect the original manifest — exact, re-runnable specification
These are the committed bytes rendered as readable JSON. Expanding this audit detail does not change the measurement’s current status.
{
"construct": "twice-weekly / every-two-weeks",
"metric": "token_delta",
"formula_version": 1,
"models": [
"tiktoken/[email protected]",
"tiktoken/[email protected]"
],
"baseline_author": "self",
"test_set": [
[
"Run dependency audit twice per week; days and completion unstated.",
"Run dependency audit twice-weekly; days and completion unstated."
],
[
"Schedule access-log review for two weekly slots; spacing unstated.",
"Schedule access-log review twice-weekly; spacing unstated."
],
[
"Plan permission scan twice each week; completion not claimed.",
"Plan permission scan twice-weekly; completion not claimed."
],
[
"Give checksum sweep two slots each week; choose days separately.",
"Give checksum sweep a twice-weekly cadence; choose days separately."
],
[
"Run vulnerability scan twice per week; days and completion unstated.",
"Run vulnerability scan twice-weekly; days and completion unstated."
],
[
"Schedule invoice reconciliation for two weekly slots; spacing unstated.",
"Schedule invoice reconciliation twice-weekly; spacing unstated."
],
[
"Plan policy audit twice each week; completion not claimed.",
"Plan policy audit twice-weekly; completion not claimed."
],
[
"Give retention review two slots each week; choose days separately.",
"Give retention review a twice-weekly cadence; choose days separately."
],
[
"Run backup verification twice per week; days and completion unstated.",
"Run backup verification twice-weekly; days and completion unstated."
],
[
"Schedule inventory count for two weekly slots; spacing unstated.",
"Schedule inventory count twice-weekly; spacing unstated."
],
[
"Plan incident digest twice each week; completion not claimed.",
"Plan incident digest twice-weekly; completion not claimed."
],
[
"Give usage report two slots each week; choose days separately.",
"Give usage report a twice-weekly cadence; choose days separately."
],
[
"Run billing summary twice per week; days and completion unstated.",
"Run billing summary twice-weekly; days and completion unstated."
],
[
"Schedule deployment bulletin for two weekly slots; spacing unstated.",
"Schedule deployment bulletin twice-weekly; spacing unstated."
],
[
"Plan research update twice each week; completion not claimed.",
"Plan research update twice-weekly; completion not claimed."
],
[
"Give compliance memo two slots each week; choose days separately.",
"Give compliance memo a twice-weekly cadence; choose days separately."
],
[
"Run status snapshot twice per week; days and completion unstated.",
"Run status snapshot twice-weekly; days and completion unstated."
],
[
"Schedule forecast note for two weekly slots; spacing unstated.",
"Schedule forecast note twice-weekly; spacing unstated."
],
[
"Plan quality report twice each week; completion not claimed.",
"Plan quality report twice-weekly; completion not claimed."
],
[
"Give roster summary two slots each week; choose days separately.",
"Give roster summary a twice-weekly cadence; choose days separately."
],
[
"Run database backup twice per week; days and completion unstated.",
"Run database backup twice-weekly; days and completion unstated."
],
[
"Schedule archive snapshot for two weekly slots; spacing unstated.",
"Schedule archive snapshot twice-weekly; spacing unstated."
],
[
"Plan key-escrow check twice each week; completion not claimed.",
"Plan key-escrow check twice-weekly; completion not claimed."
],
[
"Give mirror sync two slots each week; choose days separately.",
"Give mirror sync a twice-weekly cadence; choose days separately."
],
[
"Run repository export twice per week; days and completion unstated.",
"Run repository export twice-weekly; days and completion unstated."
],
[
"Schedule photo backup for two weekly slots; spacing unstated.",
"Schedule photo backup twice-weekly; spacing unstated."
],
[
"Plan document archive twice each week; completion not claimed.",
"Plan document archive twice-weekly; completion not claimed."
],
[
"Give ledger snapshot two slots each week; choose days separately.",
"Give ledger snapshot a twice-weekly cadence; choose days separately."
],
[
"Run settings export twice per week; days and completion unstated.",
"Run settings export twice-weekly; days and completion unstated."
],
[
"Schedule mailbox backup for two weekly slots; spacing unstated.",
"Schedule mailbox backup twice-weekly; spacing unstated."
],
[
"Plan release meeting twice each week; completion not claimed.",
"Plan release meeting twice-weekly; completion not claimed."
],
[
"Give operations briefing two slots each week; choose days separately.",
"Give operations briefing a twice-weekly cadence; choose days separately."
],
[
"Run editorial check-in twice per week; days and completion unstated.",
"Run editorial check-in twice-weekly; days and completion unstated."
],
[
"Schedule research seminar for two weekly slots; spacing unstated.",
"Schedule research seminar twice-weekly; spacing unstated."
],
[
"Plan planning call twice each week; completion not claimed.",
"Plan planning call twice-weekly; completion not claimed."
],
[
"Give safety review two slots each week; choose days separately.",
"Give safety review a twice-weekly cadence; choose days separately."
],
[
"Run budget meeting twice per week; days and completion unstated.",
"Run budget meeting twice-weekly; days and completion unstated."
],
[
"Schedule handoff session for two weekly slots; spacing unstated.",
"Schedule handoff session twice-weekly; spacing unstated."
],
[
"Plan training workshop twice each week; completion not claimed.",
"Plan training workshop twice-weekly; completion not claimed."
],
[
"Give community forum two slots each week; choose days separately.",
"Give community forum a twice-weekly cadence; choose days separately."
],
[
"Run cache purge twice per week; days and completion unstated.",
"Run cache purge twice-weekly; days and completion unstated."
],
[
"Schedule certificate rotation for two weekly slots; spacing unstated.",
"Schedule certificate rotation twice-weekly; spacing unstated."
],
[
"Plan index rebuild twice each week; completion not claimed.",
"Plan index rebuild twice-weekly; completion not claimed."
],
[
"Give log compaction two slots each week; choose days separately.",
"Give log compaction a twice-weekly cadence; choose days separately."
],
[
"Run dependency update twice per week; days and completion unstated.",
"Run dependency update twice-weekly; days and completion unstated."
],
[
"Schedule server reboot for two weekly slots; spacing unstated.",
"Schedule server reboot twice-weekly; spacing unstated."
],
[
"Plan mirror refresh twice each week; completion not claimed.",
"Plan mirror refresh twice-weekly; completion not claimed."
],
[
"Give queue cleanup two slots each week; choose days separately.",
"Give queue cleanup a twice-weekly cadence; choose days separately."
],
[
"Run database vacuum twice per week; days and completion unstated.",
"Run database vacuum twice-weekly; days and completion unstated."
],
[
"Schedule key rotation for two weekly slots; spacing unstated.",
"Schedule key rotation twice-weekly; spacing unstated."
],
[
"Plan latency probe twice each week; completion not claimed.",
"Plan latency probe twice-weekly; completion not claimed."
],
[
"Give integrity check two slots each week; choose days separately.",
"Give integrity check a twice-weekly cadence; choose days separately."
],
[
"Run uptime poll twice per week; days and completion unstated.",
"Run uptime poll twice-weekly; days and completion unstated."
],
[
"Schedule drift check for two weekly slots; spacing unstated.",
"Schedule drift check twice-weekly; spacing unstated."
],
[
"Plan quota inspection twice each week; completion not claimed.",
"Plan quota inspection twice-weekly; completion not claimed."
],
[
"Give alert review two slots each week; choose days separately.",
"Give alert review a twice-weekly cadence; choose days separately."
],
[
"Run anomaly scan twice per week; days and completion unstated.",
"Run anomaly scan twice-weekly; days and completion unstated."
],
[
"Schedule replication check for two weekly slots; spacing unstated.",
"Schedule replication check twice-weekly; spacing unstated."
],
[
"Plan freshness probe twice each week; completion not claimed.",
"Plan freshness probe twice-weekly; completion not claimed."
],
[
"Give endpoint test two slots each week; choose days separately.",
"Give endpoint test a twice-weekly cadence; choose days separately."
],
[
"Run garden watering twice per week; days and completion unstated.",
"Run garden watering twice-weekly; days and completion unstated."
],
[
"Schedule grocery delivery for two weekly slots; spacing unstated.",
"Schedule grocery delivery twice-weekly; spacing unstated."
],
[
"Plan room cleaning twice each week; completion not claimed.",
"Plan room cleaning twice-weekly; completion not claimed."
],
[
"Give exercise session two slots each week; choose days separately.",
"Give exercise session a twice-weekly cadence; choose days separately."
],
[
"From its anchor, run dependency audit once every two weeks; completion unstated.",
"From its anchor, run dependency audit every-two-weeks; completion unstated."
],
[
"Schedule access-log review at two-week intervals from its anchor; time unstated.",
"Schedule access-log review every-two-weeks from its anchor; time unstated."
],
[
"Plan one permission scan run per two weeks from the anchor.",
"Plan permission scan every-two-weeks from the anchor."
],
[
"Give checksum sweep one slot every two weeks from its anchor.",
"Give checksum sweep an every-two-weeks cadence from its anchor."
],
[
"From its anchor, run vulnerability scan once every two weeks; completion unstated.",
"From its anchor, run vulnerability scan every-two-weeks; completion unstated."
],
[
"Schedule invoice reconciliation at two-week intervals from its anchor; time unstated.",
"Schedule invoice reconciliation every-two-weeks from its anchor; time unstated."
],
[
"Plan one policy audit run per two weeks from the anchor.",
"Plan policy audit every-two-weeks from the anchor."
],
[
"Give retention review one slot every two weeks from its anchor.",
"Give retention review an every-two-weeks cadence from its anchor."
],
[
"From its anchor, run backup verification once every two weeks; completion unstated.",
"From its anchor, run backup verification every-two-weeks; completion unstated."
],
[
"Schedule inventory count at two-week intervals from its anchor; time unstated.",
"Schedule inventory count every-two-weeks from its anchor; time unstated."
],
[
"Plan one incident digest run per two weeks from the anchor.",
"Plan incident digest every-two-weeks from the anchor."
],
[
"Give usage report one slot every two weeks from its anchor.",
"Give usage report an every-two-weeks cadence from its anchor."
],
[
"From its anchor, run billing summary once every two weeks; completion unstated.",
"From its anchor, run billing summary every-two-weeks; completion unstated."
],
[
"Schedule deployment bulletin at two-week intervals from its anchor; time unstated.",
"Schedule deployment bulletin every-two-weeks from its anchor; time unstated."
],
[
"Plan one research update run per two weeks from the anchor.",
"Plan research update every-two-weeks from the anchor."
],
[
"Give compliance memo one slot every two weeks from its anchor.",
"Give compliance memo an every-two-weeks cadence from its anchor."
],
[
"From its anchor, run status snapshot once every two weeks; completion unstated.",
"From its anchor, run status snapshot every-two-weeks; completion unstated."
],
[
"Schedule forecast note at two-week intervals from its anchor; time unstated.",
"Schedule forecast note every-two-weeks from its anchor; time unstated."
],
[
"Plan one quality report run per two weeks from the anchor.",
"Plan quality report every-two-weeks from the anchor."
],
[
"Give roster summary one slot every two weeks from its anchor.",
"Give roster summary an every-two-weeks cadence from its anchor."
],
[
"From its anchor, run database backup once every two weeks; completion unstated.",
"From its anchor, run database backup every-two-weeks; completion unstated."
],
[
"Schedule archive snapshot at two-week intervals from its anchor; time unstated.",
"Schedule archive snapshot every-two-weeks from its anchor; time unstated."
],
[
"Plan one key-escrow check run per two weeks from the anchor.",
"Plan key-escrow check every-two-weeks from the anchor."
],
[
"Give mirror sync one slot every two weeks from its anchor.",
"Give mirror sync an every-two-weeks cadence from its anchor."
],
[
"From its anchor, run repository export once every two weeks; completion unstated.",
"From its anchor, run repository export every-two-weeks; completion unstated."
],
[
"Schedule photo backup at two-week intervals from its anchor; time unstated.",
"Schedule photo backup every-two-weeks from its anchor; time unstated."
],
[
"Plan one document archive run per two weeks from the anchor.",
"Plan document archive every-two-weeks from the anchor."
],
[
"Give ledger snapshot one slot every two weeks from its anchor.",
"Give ledger snapshot an every-two-weeks cadence from its anchor."
],
[
"From its anchor, run settings export once every two weeks; completion unstated.",
"From its anchor, run settings export every-two-weeks; completion unstated."
],
[
"Schedule mailbox backup at two-week intervals from its anchor; time unstated.",
"Schedule mailbox backup every-two-weeks from its anchor; time unstated."
],
[
"Plan one release meeting run per two weeks from the anchor.",
"Plan release meeting every-two-weeks from the anchor."
],
[
"Give operations briefing one slot every two weeks from its anchor.",
"Give operations briefing an every-two-weeks cadence from its anchor."
],
[
"From its anchor, run editorial check-in once every two weeks; completion unstated.",
"From its anchor, run editorial check-in every-two-weeks; completion unstated."
],
[
"Schedule research seminar at two-week intervals from its anchor; time unstated.",
"Schedule research seminar every-two-weeks from its anchor; time unstated."
],
[
"Plan one planning call run per two weeks from the anchor.",
"Plan planning call every-two-weeks from the anchor."
],
[
"Give safety review one slot every two weeks from its anchor.",
"Give safety review an every-two-weeks cadence from its anchor."
],
[
"From its anchor, run budget meeting once every two weeks; completion unstated.",
"From its anchor, run budget meeting every-two-weeks; completion unstated."
],
[
"Schedule handoff session at two-week intervals from its anchor; time unstated.",
"Schedule handoff session every-two-weeks from its anchor; time unstated."
],
[
"Plan one training workshop run per two weeks from the anchor.",
"Plan training workshop every-two-weeks from the anchor."
],
[
"Give community forum one slot every two weeks from its anchor.",
"Give community forum an every-two-weeks cadence from its anchor."
],
[
"From its anchor, run cache purge once every two weeks; completion unstated.",
"From its anchor, run cache purge every-two-weeks; completion unstated."
],
[
"Schedule certificate rotation at two-week intervals from its anchor; time unstated.",
"Schedule certificate rotation every-two-weeks from its anchor; time unstated."
],
[
"Plan one index rebuild run per two weeks from the anchor.",
"Plan index rebuild every-two-weeks from the anchor."
],
[
"Give log compaction one slot every two weeks from its anchor.",
"Give log compaction an every-two-weeks cadence from its anchor."
],
[
"From its anchor, run dependency update once every two weeks; completion unstated.",
"From its anchor, run dependency update every-two-weeks; completion unstated."
],
[
"Schedule server reboot at two-week intervals from its anchor; time unstated.",
"Schedule server reboot every-two-weeks from its anchor; time unstated."
],
[
"Plan one mirror refresh run per two weeks from the anchor.",
"Plan mirror refresh every-two-weeks from the anchor."
],
[
"Give queue cleanup one slot every two weeks from its anchor.",
"Give queue cleanup an every-two-weeks cadence from its anchor."
],
[
"From its anchor, run database vacuum once every two weeks; completion unstated.",
"From its anchor, run database vacuum every-two-weeks; completion unstated."
],
[
"Schedule key rotation at two-week intervals from its anchor; time unstated.",
"Schedule key rotation every-two-weeks from its anchor; time unstated."
],
[
"Plan one latency probe run per two weeks from the anchor.",
"Plan latency probe every-two-weeks from the anchor."
],
[
"Give integrity check one slot every two weeks from its anchor.",
"Give integrity check an every-two-weeks cadence from its anchor."
],
[
"From its anchor, run uptime poll once every two weeks; completion unstated.",
"From its anchor, run uptime poll every-two-weeks; completion unstated."
],
[
"Schedule drift check at two-week intervals from its anchor; time unstated.",
"Schedule drift check every-two-weeks from its anchor; time unstated."
],
[
"Plan one quota inspection run per two weeks from the anchor.",
"Plan quota inspection every-two-weeks from the anchor."
],
[
"Give alert review one slot every two weeks from its anchor.",
"Give alert review an every-two-weeks cadence from its anchor."
],
[
"From its anchor, run anomaly scan once every two weeks; completion unstated.",
"From its anchor, run anomaly scan every-two-weeks; completion unstated."
],
[
"Schedule replication check at two-week intervals from its anchor; time unstated.",
"Schedule replication check every-two-weeks from its anchor; time unstated."
],
[
"Plan one freshness probe run per two weeks from the anchor.",
"Plan freshness probe every-two-weeks from the anchor."
],
[
"Give endpoint test one slot every two weeks from its anchor.",
"Give endpoint test an every-two-weeks cadence from its anchor."
],
[
"From its anchor, run garden watering once every two weeks; completion unstated.",
"From its anchor, run garden watering every-two-weeks; completion unstated."
],
[
"Schedule grocery delivery at two-week intervals from its anchor; time unstated.",
"Schedule grocery delivery every-two-weeks from its anchor; time unstated."
],
[
"Plan one room cleaning run per two weeks from the anchor.",
"Plan room cleaning every-two-weeks from the anchor."
],
[
"Give exercise session one slot every two weeks from its anchor.",
"Give exercise session an every-two-weeks cadence from its anchor."
]
],
"test_set_note": "128 ordered meaning-matched careful-English pairs: first 64 twice-weekly, final 64 every-two-weeks. The scalar prices the proposed forms against their complete mappings, not against bare biweekly.",
"method": "With tiktoken 0.13.0, compute len(encode(ainglish)) - len(encode(english)) for every test_set row under cl100k_base and o200k_base. The per-member values are arithmetic means across all 128 equally weighted rows. The registered value is the maximum (least favourable) tokenizer mean; value_lo/value_hi are the minimum/maximum member means. Form-specific means and every item delta are retained in the local receipt.",
"analysis_plan": "This prerequisite makes no compression claim against the single word biweekly. Every finite outcome is filed regardless of sign.",
"seed": "none — deterministic tokenisation"
}