Yiming Jing ymjing

The Rising Tide of Enterprise AI and the Imperative for Provable Privacy in LLM Inference Systems

Executive Summary

As enterprises rapidly adopt Large Language Models (LLMs) to transform their operations, they face a critical dilemma: unleashing AI's full potential requires processing sensitive data, yet current cloud-based solutions lack verifiable privacy guarantees. This document presents the case for provable privacy—a paradigm shift from trust-based to technically demonstrable data protection—as the essential bridge between AI innovation and enterprise security requirements.

1. The Enterprise AI Revolution

Artificial Intelligence, particularly Large Language Models, has evolved from experimental technology to strategic imperative. Organizations across sectors are embedding LLMs into their core operations—from code generation and data analysis to customer service and decision support. This transformation is backed by substantial investment, with most enterprises planning significant increases

Kubevirt SEV-SNP Code Lab

This is a small code lab to run SEV-SNP Confidential VMs on a local single-node k8s cluster. This code lab assumes you have a SEV-SNP machine and a recent Linux distro with kernel 6.11+ (e.g. CentOS Stream 10, Debian Trixie, or Ubuntu 24.04.2).

Step 0: Preparation

Install Docker - https://docs.docker.com/engine/install/
Install Kind - https://kind.sigs.k8s.io/ (or apt install kind);
Install kubectl - https://kubernetes.io/docs/tasks/tools/install-kubectl-linux

Baidu X-Lab is the research lab developing the core security capabilities across Baidu’s products and services. The team focuses on the areas of next-generation security architectures, open-source security infrastructures, ecosystem cooperation and more. X-Lab has made outstanding achievements, which have been recognized globally by Internet software vendors, service providers, as well as international security communities. The X-Lab has released several open source Rust projects: MesaTEE Rust SGX SDK, MesaLock Linux, MesaLink TLS and so on.

http_async_server.cpp

// Copyright (c) 2014 Baidu, Inc.
// 
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
// 
//     http://www.apache.org/licenses/LICENSE-2.0

http_server.cpp

// Copyright (c) 2014 Baidu, Inc.
// 
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
// 
//     http://www.apache.org/licenses/LICENSE-2.0
//

Intel Core i7 8086K, Ubuntu 16.04

Using BRPC SSL unit tests

Block size	16B	64B	256B	1KB	4KB
MesaLink 1.0.0	21 MB/s	82 MB/s	307 MB/s	982 MB/s	2091 MB/s
OpenSSL 1.1.1b	20 MB/s	49 MB/s	229 MB/s	754 MB/s	1901 MB/s

	---
	apiVersion: kubevirt.io/v1
	kind: KubeVirt
	metadata:
	name: kubevirt
	namespace: kubevirt
	spec:
	certificateRotateStrategy: {}
	configuration:
	developerConfiguration:

	FROM azul/zulu-openjdk:17 AS builder

	RUN apt-get update \
	&& apt-get install -y --no-install-recommends git libprotobuf-dev \
	&& git clone -b development --depth 1 https://github.com/Grasscutters/Grasscutter /work

	WORKDIR /work

	RUN export GRADLE_OPTS="-Dfile.encoding=utf-8" \
	&& git submodule update --init \

	pragma solidity 0.6.0;
	contract time_capsule {
	string public letter =
	"Dear Riley, "
	" "
	"As you may or may not remember, we're writing this to you from the past. As of "
	"today, you are just one month old and your whole bright future is ahead of you. "
	"We're building this time capsule as a way to remind you of who you were when you "
	"turned 18 and to give you a smile in 2038 on your birthday. "
	" "

	[package]
	name = "brpc_server_demo"
	version = "0.1.0"
	edition = "2018"
	build = "build.rs"

	[dependencies]
	brpc-sys = { path = "../brpc-sys" }
	cc = "1.0.37"