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.
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