Structure & Phase Institute

We often blame LLMs for hallucinations and shallow reasoning.
But in most real cases, the problem is not missing knowledge —
it is poorly structured questions.

LLMs are optimized for fast responses, not for slow, phase-based thinking.
So they repeat comparisons, hide uncertainty, and jump to conclusions.

I’ve released C-Frame, a small reasoning framework
that forces problems to be structured first and reasoning to move in phases.

C-Frame schemas and examples are now publicly available on GitHub.
https://github.com/Kimsangsoo033/cframe-reasoning-core/blob/main/README.md