Privacy-Preserving AI Infrastructure

PrivacyCore
Control Plane for Multi-Agent
Systems in Regulated Industries

ZK-verified intent routing. FHE-encrypted execution.
SHA3-256 audit trails. Built for enterprise AI agents that can't afford to fail.

Built on
ZK Zero-Knowledge Proofs FHE Fully Homomorphic Encryption xAI xAI Integration
28
AI Agent Executives
99.9%
Fleet Uptime
<50ms
Latency Overhead
3
Verticals in Production
SHA3-256
Audit Trail Hash

Multi-agent systems expose sensitive data.
Existing frameworks have no built-in privacy layer.

LangChain, CrewAI, and AutoGen were built for prototyping — not compliance. When agents handle patient records, financial transactions, or legal documents, you need more than good intentions.

The Problem

Your agent fleet is a liability.

No intent validation — agents can route to untrusted contexts
No state isolation — one agent can read another's memory
No checkpointing — failures mean data loss with no recovery path
No audit trail — compliance teams can't reconstruct execution history
No encryption at runtime — sensitive data is plaintext in memory
The Solution

PrivacyCore™ wraps your fleet with enterprise-grade guardrails.

Intent Router validates all agent requests against policy before execution
Isolated execution contexts — each agent has its own memory space
Automatic checkpointing — snapshots before every execution
SHA3-256 audit trails — immutable, compliance-ready transcripts
FHE-encrypted execution — data stays encrypted even during computation

Five components. One privacy layer.

PrivacyCore™ intercepts every agent call, validates intent, isolates execution, and logs everything — with less than 50ms overhead.

Agent Request

Any agent in your fleet sends a structured intent to PrivacyCore™

Intent Router

ZK-verified policy enforcement. Only compliant intents proceed.

Execution Engine

FHE-encrypted runtime. Agent operates on encrypted state.

Recovery System

Automatic rollback to last checkpoint on failure. Exponential backoff.

Audit Trail

SHA3-256 transcript. Export JSON/CSV. Cryptographic verification.

<50ms latency overhead — verified on production fleet
View Full Architecture →

Four pillars. Zero compromise.

PrivacyCore™ is built for enterprises where data privacy is a legal requirement, not a feature request.

01

Intent Routing

Structured agent intents validated against configurable policies. Enforces privacy boundaries at the call level — not the application level.

ZK-verified intent signatures Policy-driven routing rules Cross-agent boundary enforcement Configurable trust levels per agent
02

Isolated Execution

Each agent runs in its own protected memory context. State snapshots are taken before every execution — no cross-contamination, no data leakage.

Per-agent memory isolation Pre-execution state snapshots Encrypted context boundaries Zero shared mutable state
03

Automatic Recovery

When an agent fails, PrivacyCore™ automatically rolls back to the last verified checkpoint and retries with configurable exponential backoff.

Automatic rollback to checkpoint Configurable retry policies Failure classification and routing Dead-letter queue for unrecoverable failures
04

Audit Trails

Every execution produces a SHA3-256 hashed transcript. Export in JSON or CSV. Compliance-ready for HIPAA, SOC 2, GDPR, and SEC 17a-4.

SHA3-256 cryptographic transcripts JSON and CSV export formats Chain-of-custody verification Retention policy enforcement

Works with your existing stack.

PrivacyCore™ integrates with LangChain, CrewAI, AutoGen, and any agent framework via REST API.

LC

LangChain

PrivacyCore™ Intent Router as a LangChain callback handler. Wrap any LangChain chain with one line of code.

CA

CrewAI

Agent isolation layer for CrewAI crews. Each agent gets its own PrivacyCore™ execution context.

AG

AutoGen

Privacy-aware AutoGen agents with mandatory intent validation before group chat execution.

REST API

Any agent framework. Any language. PrivacyCore™ REST API works with custom agents via simple HTTP calls.

Eight products. One sovereign OS.

PrivacyCore™ is part of the Automa Labs product ecosystem, running on the KAIOS orchestration engine.

Enterprise-Ready

Ready to make your AI fleet compliance-ready?

PrivacyCore™ is built for enterprise buyers in fintech, healthcare, real estate, and regulated AI. We work with your team to design a POC that maps directly to your compliance requirements.

sales@automa-labs.ai docs.privacycore.automa8.ai github.com/automa-labs/privacycore