OP here.

We are two undergrads from Sri Lanka.

We found that current "Prompt Engineering" practices makes production systems brittle and non-deterministic.We stopped treating the LLM as a "Chatbot" and started treating it as a "Stochastic Processing Unit" (SPU). We designed a 5-layer architecture (MVF) that uses strict JSON Kernels to force structure onto the "Vibes."

What we are sharing:

The Implementation: This isn't just theory. We have built the alpha engine (MVF Cloud) and are opening the waitlist for those who want to test this.

You can request alpha access here: https://mfourlabs.dev