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Prepare text, check data against your rules, or trace the effects of a change. Each tool has a defined scope and a private result.

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Small Corpus Byte Pair Trainer

Train deterministic character-start BPE merges on a small weighted printable-ASCII word corpus.

Train deterministic character-start BPE merges on a small weighted printable-ASCII word corpus. U+0000 is a reserved end marker; adjacency counts include overlaps while replacements are non-overlapping. This is not a provider tokenizer. Input text is processed as data and never executed. Use authorized, non-sensitive data. The report describes supplied records and does not change external systems.

Agent API guide → · Website orders show the report on your private order page.

The complete checkout request must fit within 40,000 UTF-8 bytes. Your input is validated again before an order is created.

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Use non-sensitive information you are authorized to process. Do not include passwords, wallet keys, personal records or confidential material. Examples stay in your browser until you submit checkout.

Payment options appear only when available for your selected service. Confirmed payment starts processing. Save your private order link to retrieve the JSON result during its 30-day access period. These checks do not establish factual accuracy, regulatory compliance or complete dependency coverage.

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