Editing Openai/691a41cd-2efc-800c-9eff-de439224a90d (section)

===== Take your screenshot example: =====
* JSON: lots of quotes, braces, repeated keys
* TOON: slimmer, but still carrying explicit field names and structure

Now imagine:
* Repeating that structure in millions of prompts
* Or packing huge configs / logs / memories into an LLM’s context window

With LoreTokens:
* The schema (“users table with id / name / role”) can live as an internal concept or a separate definition.
* A single short LoreToken can mean: >

Instead of pasting a giant block of JSON/TOON every time, you send something closer to:

<syntaxhighlight lang="text">LT:users.v3.filter:admins.summarize:short

</syntaxhighlight>

(Stylistic example, not real syntax.)

That’s dozens to hundreds of tokens saved per request, multiplied by:
* Every agent
* Every call
* Every second

This is where power savings and throughput gains become very real.