Process v2.4.3

AI surpasses humans in many ways. Writing isn't one of them.

Below is the v2.4.3 specification of a manuscript-enhancement pipeline I built, ran end-to-end on my own novel-in-progress, and walked away from. Twenty-one named agents, nine phases, schema-validated artifacts, hash-pinned plan invalidation, cycle-tiered thresholds, escalation packets, override format. Implementation lives at github.com/RobThePCGuy/KaizenRW (private). A patent application covering this approach was filed and is not being pursued.

The pipeline works. End-to-end runs produced clean, polished prose. Too polished. The output is good in the way an article is good, not in the way a novel is good. It is too polished to feel like mine. That is the actual problem. AI succeeded at generation, well enough that the result stopped being recognizable as the author's. A pipeline that rewrites prose normalizes prose, and normalized prose is no longer the writer's.

I built a different thing instead. A reader where the AI marks passages worth attention and doesn't rewrite your book. That is at app.kaizenrw.com.

Leaving the spec, the implementation reference, and the IP claim together. Take what is useful. The patterns inside (schema versioning, foundation-lock hashes, cycle-tiered thresholds, constraint registry plus mechanical-sign verification, escalation packets) hold up in domains where AI generation is appropriate. Writing isn't.

Raw text: praxis.txt.