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SpineDigest is an open-source CLI tool that uses a multi-stage AI pipeline to distill long books into structured summaries, generating chapter topology maps and knowledge graphs, and displaying them with the Inkora reader.
The author shares four specific improvements to their automated content engine, including smaller context packets, viral postmortems, folder-based state management, and bookmarkability scoring.
ConlangCrafter is a multi-hop LLM pipeline that automates constructed language (conlang) creation by decomposing the process into modular stages including phonology, morphology, syntax, lexicon generation, and translation. The system leverages LLMs' metalinguistic reasoning with randomness injection and self-refinement to produce coherent and typologically diverse constructed languages.