Why LLM Personas Collapse and How Structural Identity Fixes It
Tackles persona collapse with architecture, but lacks proof-of-concept or working implementation.

Themed faker.js alternative with 25+ universes for better demo data.
Developers and designers building demos, mockups, or test fixtures
faker.js · Mockaroo
Tackles persona collapse with architecture, but lacks proof-of-concept or working implementation.
Persona-based prompting cuts tokens 47% without breaking code like Caveman styles do.
Google's model, not the builder — wrapper UI without differentiated value or moat.
Character-level morphology + ensemble ensemble beats cascades; handles multilingual names honestly.
Glassdoor alternative with anonymity, but zero network effect—needs critical mass of reviews to compete.
Tone-colored characters + offline desktop app fills a real gap for home Chinese learning.