Fiction
Novel4 tiers
Director plans the ending first, then parallel scene writers and chapter reviewers produce coherent long-form novels (~300 pages).
DirectorPlannerWriterReviewer
Local LLM · Multi-agent · Book-length output
Agentic Parallel Book Writing
Seven publishing modes—fiction, textbooks, hardbacks, language courses, and media-rich STEM PDFs—powered by hierarchical local LLM agents.
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Book publishing modes
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Words per novel draft
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Wall-clock on M2 Ultra
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Completion with retry logic
How it works
Specialized agents share a single canon—synopsis, curriculum, or language guide—then draft in parallel with tier-specific concurrency tuned for local Ollama pools.
Fiction · 4 tiers
Director
→Planner
→Writer
→Reviewer
Textbook, hardback & language · 6 tiers
Director
→Planner
→Writer
→Reviewer
→Exercises
→Answers
Media-rich textbooks · 7 tiers
Director
→Planner
→Writer
→Reviewer
→Media
→Exercises
→Answers
Seven book modes
One orchestration engine—from novels and STEM textbooks to university hardbacks, bilingual courses, and media-rich PDFs with Ollama figures, embedded video, and ManimRedux animations.
Textbook
STEM6 tiers
Instructional books with curriculum outlines, section-level lessons, end-of-chapter problems, and a separate answer key.
DirectorPlannerWriterReviewerExercisesAnswers
Hardback textbook
University6 tiers
Full-length university texts with rigorous curriculum, multi-step worked examples, print-ready 7×10″ hardback PDF layout.
DirectorPlannerWriterReviewerExercisesAnswers
Language textbook
Bilingual6 tiers
Vocabulary tables, example sentences, typed drills (fill-in-the-blank, multiple choice, matching), and model answers.
DirectorPlannerWriterReviewerExercisesAnswers
Textbook + pictures
Ollama images7 tiers
Illustrated STEM texts: Ollama x/z-image-turbo generates PNG figures sprayed at pseudo-random paragraph positions in each section.
DirectorPlannerWriterReviewerMediaExercisesAnswers
Textbook + video
media97 tiers
Digital PDFs with embedded MP4 demonstrations via \includemedia. ffmpeg placeholders today; text-to-video hook reserved.
DirectorPlannerWriterReviewerMediaExercisesAnswers
Textbook + animated
ManimRedux7 tiers
Animated diagram MP4s rendered by ManimRedux (Rust Manim port), transcoded with ffmpeg, embedded in LaTeX for Adobe Reader.
DirectorPlannerWriterReviewerMediaExercisesAnswers
Explore the research
Read the full industrial-track paper with algorithms, benchmarks, and engineering findings—without digging through implementation source.