Context-conscious notation
Use shared field definitions and compact rows to express structured data for model prompts and application workflows.
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Developer tools / OXOGNET
TONL.
More meaning. Less repetition.
A text-first serialization format designed for LLM workflows. Represent structured data compactly, work with schemas, and inspect documents through developer tools and a CLI.
10 / TONL
THE IDEA
TONL explores how structured data can be expressed with less repetitive notation while staying readable to people and language models. Encoding, decoding, querying, and schema tools help developers move between familiar data structures and a format designed around model context.
WHAT MAKES IT WORK
A developer's data toolkit
Encode, decode, query, validate, and inspect documents through the library and command line.
Understand the format
Explore examples, documentation, and the interactive playground before integrating it into a workflow.
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