We gave Gemini a language spec for a DSL that was designed specifically for LLMs to generate plus a textual description of what we wanted it to write. The DSL is specific to our app, and therefore no model has it in training data. While a little slow (maybe ~30s per request), Gemini did a great job at learning the new DSL in-context and producing valid outputs that fit the description.
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