Confidential Compute Open Network

Confidential AI Cloud · Private Inference on GPU TEE | Phala

Phala Cloud delivers confidential AI on TEE-protected GPUs — private LLM inference, sealed agents, and verifiable compute on Intel TDX + NVIDIA H100/H200.

Apple Intelligence Promises Better AI Privacy. Here’s How It Actually Works

Private Cloud Compute is an entirely new kind of infrastructure that, Apple’s Craig Federighi tells WIRED, allows your personal data to be “hermetically sealed inside of a privacy bubble.”

Tinfoil - Private AI

AI that keeps your data private at all times. Fast, powerful, and verifiable, thanks to secure hardware enclaves.

Gajesh on Twitter / X

TL;DRapple has turn on this switch for everyone to participate in decentralized inferenceppl can rent out their unused compute space and anyone can use this with privacy guarantees https://t.co/LTP4zyjsdt pic.twitter.com/8Dvo7XK8jJ— Gajesh (@gajesh) February 18, 2026

Titan in depth: Security in plaintext | Google Cloud Blog

While there are no absolutes in computer security, we design, build and operate Google Cloud Platform (GCP) with the goal to protect customers' code and data. We harden our architecture at multiple layers, with components that include Google-designed hardware, a Google-controlled firmware stack, Google-curated OS images, a Google-hardened hypervisor, as well as data center physical security and services.

Private Cloud Compute: A new frontier for AI privacy in the cloud - Apple Security Research

Secure and private AI processing in the cloud poses a formidable new challenge. To support advanced features of Apple Intelligence with larger foundation models, we created Private Cloud Compute (PCC), a groundbreaking cloud intelligence system designed specifically for private AI processing. Built with custom Apple silicon and a hardened operating system, Private Cloud Compute extends the industry-leading security and privacy of Apple devices into the cloud, making sure that personal user data sent to PCC isn’t accessible to anyone other than the user — not even to Apple. We believe Private Cloud Compute is the most advanced security architecture ever deployed for cloud AI compute at scale.

How Google is Making Private AI Practical with Homomorphic Encryption

Today we're excited to showcase HEIR, the latest powerful tool added to our Private Computing Toolkit. HEIR is an open source compiler that unlocks cryptographically-sec…

OpenClaw – NEAR AI

Run the internet’s favorite new AI agent with NEAR AI’s cryptographic privacy guarantees.

Darkbloom — Cost-Efficient Private AI Inference on Verified Macs

Encrypted inference on hardware-verified Apple Silicon. Comparable model performance, operator-blind privacy, and about 50% lower cost.

Darkbloom — Cost-Efficient Private AI Inference on Verified Macs

Encrypted inference on hardware-verified Apple Silicon. Comparable model performance, operator-blind privacy, and about 50% lower cost.

Darkbloom — Cost-Efficient Private AI Inference on Verified Macs

Encrypted inference on hardware-verified Apple Silicon. Comparable model performance, operator-blind privacy, and about 50% lower cost.

Tinfoil Private Chat

Private AI chat application supporting open source models through Tinfoil

Mesh-LLM/mesh-llm

Distributed AI/LLM for the people. Share compute privately or publicly to power your agents and chat.

Atty Eleti on Twitter / X

We're taking ChatGPT privacy to the next level.OpenAI is putting together a founding team to bring advanced encryption-based privacy to ChatGPT, the OpenAI API, and our future consumer devices.If you are an expert in TEEs and E2EE, or a product engineer who cares deeply about… pic.twitter.com/6X1sDqBt6U— Atty Eleti (@athyuttamre) November 21, 2025

OpenAI partners with Cerebras

OpenAI partners with Cerebras to add 750MW of high-speed AI compute, reducing inference latency and making ChatGPT faster for real-time AI workloads.

Thread by @matthew_d_green on Thread Reader App

@matthew_d_green: So Apple has introduced a new system called “Private Cloud Compute” that allows your phone to offload complex (typically AI) tasks to specialized secure devices in the cloud. I’m still trying to wo...…