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grammar-constrained-decoding

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Twenty Raspberry Pi projects that pair a small local language model with a two-line control rule and publish the agreement table between them. Honest tokens-per-second figures measured on the boards, llama.cpp pinned at one tag, C, C++, Rust or Python chosen per project. A project where the model adds nothing is a valid result.

  • Updated Oct 18, 2026
  • C

Hybrid neurosymbolic stack for modeling semiconductor process-flow sequences (Infineon / Zero One Hack_01). Symbolic rule validator + grammar-constrained decoder + k-NN retrieval + compositionally-tokenized multi-task transformer with validity & rule-attribution heads. Trained from scratch on EuroHPC Leonardo.

  • Updated May 31, 2026
  • Python

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