---
title: "Whitepaper:  Reinventing prevention with Deep Learning"
description: This whitepaper explain the different dynamics in the market along the years, why the industry had to move to EDR-based solutions and its challenges, and why DL-based solutions will enable real-time unknown threat prevention.
---

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# Reinventing Cybersecurity Prevention with Deep Learning

The cybersecurity world is very diverse and includes many different segments – all of which include many different solutions. Yet none have had as much diversity in their protection approaches as much as the Endpoint.

The reason for this is mostly due to the cat and mouse chase between the defenders and attackers, as they come up with new attack vectors trying to surpass the previous security technologies. In the past, when malware was known, the common strategy was a prevention approach, which then shifted to a detection based approach due to limited technologies against new emerging threats. Today, the approach can be shifted back to prevention due to new AI-based technologies that can defeat today’s unknown attacks.

**In this whitepaper we will cover:**

- The different defense technologies used over time.
- How different attacks vectors influenced this evolution.
- How the industry adopted different approaches over time.
- Why the prevention approach has returned and why it matters.

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