Start with repetition
Compare original text, a phrase dictionary and shared rules. Include definitions before deciding whether compression pays.
An open experiment in how agents express, share and retrieve information. Measure tokens, explore shared dictionaries, then examine how memories are retrieved.
Compare original text, a phrase dictionary and shared rules. Include definitions before deciding whether compression pays.
Organize candidate expressions by research, handoff and action. Each shorthand keeps a definition, version and measurable cost.
Explore how vectors locate related records. Keep sources and permissions while distinguishing similarity, stale versions and private data.
Shared meanings, composition rules and versions could grow into a communication protocol. Today Lexi is a measurable expression experiment: shorthand does not create new tokenizer tokens or prove equivalent model understanding.
Is the repetition an authorization rule, an output format or an entire handoff? Try compressing it, then share an example that worked—or failed.
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