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AI Espionage is Here. Sovereignty is the Answer.

Jan 26, 2026

Alex Chiocchi

Anthropic’s recent analysis, Disrupting the AI Espionage Attack Surface, validates a critical reality: as AI models become powerful assets, they become primary targets for state-level actors.

The report highlights a vulnerability inherent in traditional AI: centralization. When you move petabytes of sensitive context from corporate sources to a central cluster, you create a massive, singular target.

At Interval, we believe the only effective defense is Data Sovereignty.

Here is how we solve the espionage risk by redesigning the architecture of intelligence.

1. Don't Move the Data 

The safest way to protect data is to not move the data out of your infra. 

Traditional models demand you ship your data to them. We invert this. Interval’s Harvest platform keeps your data in a Private Lakehouse—on your premises or in your private cloud region.

We deploy our Intelligence Agents to your data. If an actor intercepts the network, they find no raw records—only agents traveling to a secure perimeter. You cannot steal what isn't there.

2. Verify Every Action

Espionage thrives in the shadows. We operate in the light of immutable verification.

Insider threats and compromised admins can scrub server logs, but they cannot alter a blockchain. Interval anchors critical data events to the EVM Blockchain.

Every insight generated creates a permanent, tamper-proof audit trail. We replace "trust us" with cryptographic proof.

3. Share Cyphers, Not Data

The industry fears the theft of model weights and data breaches. Our solution is to ensure the "secret sauce" never leaves the vault.

Through our privacy preserving patents, organizations share "cyphered data"——without ever exposing the underlying source material or model artifacts.

The Sovereign Future

We are entering an era where security cannot be a software wrapper; it must be the architecture itself. By combining private infrastructure, verifiable agentic workflows, and privacy preserving techniques, Interval delivers global intelligence with minimized risk.

Take back control of your data

Take back control of your data

© 2025 K2 Network Labs, Inc. All rights reserved

© 2025 K2 Network Labs, Inc. All rights reserved

© 2025 K2 Network Labs, Inc. All rights reserved