encrypted inferencing, meaning homomorphic encryption: no, it's not solved.

cryptographic confirmation of zero knowledge: yes.

the latter, based on trust in the hardware manufacturer and their root ca. so, encrypted if you trust intel/nvidia to sign it.

there are a few services, phala, tinfoil, near ai, redpill is an aggregator of those