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Nada Amin

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#artificial intelligence Preprint Sep 2026

Djinnlang: Higher-Level Programming by Unambiguous Specification with an LLM in the Compiler

Programmers write formal specifications, and LLMs implement them, proving that each implementation matches its spec. Taken to its extreme, this makes specification languages the new programming languages. We argue that an unambiguity constraint is key: in addition to proving that its implementation satisfies the specif...

Simon Henniger, Stephen Chong, Nada Amin · 0 citations
Preprint Jul 2026

Formal Disco: Scalable Open-Ended Generation of Formally Verified Programs

This work proposes Formal Disco: a distributed system for coordination of LLM-based workers that can be easily applied to open-ended synthetic data generation at scale and proposes a principle of maximum entropy for synthetic program generation.

Gabriel Poesia, Simon Henniger, Tzu-Han Hsu et al. · 0 citations

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