CIYA – 91.53% token reduction, private hardware, no wrappers

Hey HN,

I'm a 20-year infrastructure veteran (ex-Brain Corp).

I built CIYA because I'm tired of the 'Cloud tax' and probabilistic uncertainty of LLM calls in industrial environments.

Most of you already know exposing your business logic to LLMs can introduce a bunch of unnecessary risks, and so I've built a platform that moves the logic out from the hands of the LLM and into a lightweight deterministic state & logic layer that can:

1. fully resolve 1 million tokens in under 1 second (100k in 4 seconds in 3G environments) 2. Can be accessed via an API or installed on-prem/on-robot in air-gapped environments.

Additionally, its fully sovereign and currently running on my private server.

Using CIYA, you can achieve a 91.53% reduction in token costs compared to cloud-dependent workflows.

I'm around to answer any technical questions about the architecture, or how I'm handling deterministic logic at this scale!