Ad-Hoc Chat, Simply Put...
- Private Messaging: The private access layer for Agentic AI and secure messaging.
- Agentic AI Infrastructure: Private connectivity for self-hosted AI systems.
- AI Privacy: Local inference with no telemetry or training exhaust.
- Self-Hosted VPN: User-controlled networking without cloud intermediaries.
- Zero-Configuration: Instant VPN connectivity with no setup or configuration required.
- Zero-Registration: No cloud accounts or third-party service reliance.
- Zero-Tracking: No profiling or metadata collection.
The Solution to the Problem
Problem: Private AI requires private communications.
Private Agentic AI systems often rely on third-party cloud intermediaries for remote access and communication, exposing prompts, commands, operator identity, usage patterns, and metadata. Likewise, many messaging platforms remain dependent on centralized cloud infrastructure, creating privacy and security risks through advertising, message retention, metadata collection, and infrastructure breaches.
Solution:
Ad-Hoc Chat introduces a Zero-Platform-Reliance architecture that enables direct signaling and participant connectivity without centralized room assignment or third-party session coordination. By leveraging LAN-mode applications, Ad-Hoc Chat complements Agentic AI with a private communication layer that enables secure interaction between users and self-hosted AI systems. Built on zero-registration, zero-trust, and zero-tracking principles, it minimizes third-party visibility and eliminates dependence on cloud-based intermediaries.
Primes Lab's Core Technology
- Zero-Configuration: Primes Lab's Ad-Hoc Chat relies on a self-hosted VPN server with zero-configuration, eliminating the need to configure the router for VPN server setup, Dynamic DNS (DDNS) services, or port forwarding.
- VMS: A Virtual Machine Server (VMS) is deployed by the service provider in the cloud, acting as the primary VPN server.
- Zero-Platform-Reliance: No centralized "Hotel Lobby" to register your identity. Users download and install an OpenVPN Connect app and an Ad-Hoc Chat app with no user registration.
- Zero-trust: Participants find each other without a third party managing the "room assignment".
- Metadata Erasure: Since there is no central guest log, the who, when, and how long remains invisible to third parties.
- Zero-Tracking: Secure VPN access + session-based passcodes enable private text, voice, and video communications with minimal setup.
- Patent Moat: This zero-configuration functionality is backed by 29 US and international patents.
To be Tracked or Not to be Tracked
The "Hotel-Managed Conference Room" Model
Most cloud-based messaging applications rely on user registration and route communications through intermediary cloud infrastructure. While these platforms may provide secure messaging features, they also retain control over identity management, communication paths, and session activity, creating inherent privacy and traceability concerns. Cloud-based messaging is analogous to conducting a meeting in a hotel-managed conference room. Although participants may communicate privately inside the room, the hotel still controls the entrance, manages access, and remains positioned within the operational flow of the session.
The "Private Residence" Model
Rather than relying on centralized room management, Ad-Hoc Chat operates more like a private residence within a gated community. Users receive secure access credentials to enter their own private communication environment, where invited participants may communicate directly without a centralized cloud intermediary positioned on the session path. This Zero-Platform-Reliance architecture is designed to reduce third-party visibility into communication relationships, session timing, and interaction metadata.
Applications
Stealth Agentic AI Communication:
Private-LAN access to self-hosted Agentic AI services without public-cloud registration, enabling deployment control and reduced third-party exposure.
Stealth Ad-Hoc Chat:
It is like meeting in a private house inside a gated neighborhood. The VPN credential opens the gate, the session number finds the house, and the passcode unlocks the door. Once inside, invited participants communicate directly in the virtual private space.
Other Applications
Primes Lab’s solutions can be implemented in many sectors, such as automotive, industrial, medical, finance, etc.
Automotive
Industrial
Medical
Finance

Founder
Primes Lab is headquartered in Silicon Valley and was founded by Mr. Ben Chen. Mr. Chen served over 17 years at Kingston Technology, where he was its Chief Technology Officer until January 2022. Mr. Chen holds 40+ US and 50+ international patents in system, networking, memory, storage, and software. It has been Mr. Chen’s lifetime passion to empower people through technological innovation.