DSL

Ground LLMs in Code: Reliable DSL Generation with Typed Languages

LLMs don't just struggle with code; they confidently invent syntax that looks right. Irakli Betchvaia tackles this head-on with Typed Domain Grounding, embedding DSLs inside mainstream typed languages so compilers catch errors before they reach users. His kUML benchmarks and infrastructure-as-code examples show a generate-compile-repair loop that turns unreliable output into validated artifacts. It's a pragmatic, human-centered fix that prioritizes trust over flash. For more on how LLMs structure their output, explore our earlier piece on paragraph structure.