Technology
Semantic tokens
Semantic tokens provide compiler-level symbol classification to code editors, enabling intelligent, context-aware syntax highlighting that transcends basic regex matching.
Semantic tokens deliver a critical layer of accuracy to code editors, moving beyond the limitations of standard TextMate grammars which rely on lexical, regex-based rules. This technology leverages the Language Server Protocol (LSP) to transmit rich, project-contextual data from the language service to the editor. For example, a standard grammar might color all `variable` names the same; a semantic token, however, can correctly distinguish a local `parameter` from a global `class` or `function` declaration. This compiler-informed understanding allows themes to apply precise styling, significantly improving code readability and developer experience.
What builders pair with Semantic tokens
Projects using both technologies. Select a pairing to see a project.
Pairing: Early fusion
Llama3s Speech Understanding - v2.0 improvements
Pairing: Hugging Face
Llama3s Speech Understanding - v2.0 improvements
Pairing: Llama3-S
Llama3s Speech Understanding - v2.0 improvements
Pairing: Multimodal AI
Llama3s Speech Understanding - v2.0 improvements
Recent Talks & Demos
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