What It Is
4ort-books is an AI novel-generation pipeline with actual output to show: two books produced, including an 8-chapter novel with a full piper-tts audiobook. Not a demo that writes a paragraph, but a system that takes a book from plan to outline to draft, then through style-lint and continuity passes, end to end.
The grounding is what keeps it coherent at book length. The pipeline runs on dual knowledge graphs: an append-only narrative KG that tracks the story's own internal truth, plus the 4ort.xyz factual graph for real-world grounding. The story can't quietly contradict itself, and it can't quietly contradict the world.
Quality isn't vibes either; it's calibrated gates: Vale prose rules, stemmed phrase-repetition detection, POV checks, and a 47-marker style-clone drift analyzer that catches when the prose drifts off-voice. Drafting runs on LLMs with prefix caching to keep long-form generation efficient.
Highlights
- Two books produced, including an 8-chapter novel with a full piper-tts audiobook
- Full pipeline: plan → outline → draft → style-lint → continuity, end to end
- Dual knowledge graphs: an append-only narrative KG plus the 4ort.xyz factual graph
- Calibrated quality gates: Vale prose rules, stemmed phrase-repetition detection, and POV checks
- 47-marker style-clone drift analyzer to keep the prose on-voice
- Efficient long-form drafting: LLM generation with prefix caching
Status
● Built; book 3+ queued.