frontpage.
newsnewestaskshowjobs

Made with ♥ by @iamnishanth

Open Source @Github

fp.

Open in hackernews

Keystone Titles: Organize 100–500 Variants and Prevent LLM Looping

https://lightcapai.medium.com/keystone-titles-as-gravity-wells-clustering-hundreds-of-variants-loop-proofing-ai-writing-71f2ca158acb
1•WASDAai•4mo ago

Comments

WASDAai•4mo ago
TL;DR: A single, well-scoped keystone title can anchor 100–500 focused variants, while loop‑breakers (constraint pivots, perspective swaps, anti‑bigram caps) keep LLM ideation and drafting from echoing templates.