An LLM’s default prose is competent but wrong for literary fiction. Here’s the style pipeline, register system, and feedback loop I built to fix it.

Spec-driven planning, media production metaphors, and three-layer architectures in AI novel-writing.

What happens when your AI-assisted manuscript outgrows the context window — and the retrieval infrastructure I built to solve it.

Five months into building an enterprise product almost entirely with AI coding agents. Here’s what I’ve learned about making it work.