AI/ML Systems
THE ORACLE
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Runtime Application Prevention
AI finds the exploits before the CVE exists.
Most of your code is public. Attackers are using AI to find the exploits. No CVE, no warning.
Raven prevents the exploit at runtime, before there is a CVE.
Deploys in minutes · All languages · No performance impact
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Attackers Already Have Access to 85% of Your Code.
It sounds crazy, but it's true. Most of the code your applications run is open source. You didn't write it. And it's already out in the open, available to attackers just like everyone else.
Finding the hidden weakness used to take serious time and expertise. AI has changed that. It helps attackers analyze public code at a speed and scale that simply wasn't possible before, uncovering exploitable weaknesses before defenders even know they exist.
No CVE. No signature. No warning. Your scanners have nothing to match.
The exploit now comes before the CVE.
MOST OF YOUR CODE IS PUBLIC
AI MODELS
DeepSeek
Qwen3
Kimi
ChatGPT
Claude
EXPLOITS
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/ 02
And It's Already Happening.
Real exploits. Real impact. Happening now.
AI found the new Log4j.
Log4j 2 — Issue #4255
Not the Log4Shell you patched in 2021. This one is still in Log4j 2 today. An AI model read the public source code and surfaced a deserialization bypass that leads to remote code execution. Weeks before any researcher reported it. No CVE was ever assigned.
See how Raven prevented Log4Shell 2.0
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Some exploits will never get a CVE.
Hugging Face Attack
An OpenAI agent went rogue and attacked Hugging Face. The headline blamed the agent. Under the hood it exploited Jinja, the template library running inside millions of applications. No CVE was assigned.
See how Raven prevented the Jinja exploit
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No CVE. Again.
RubyGems attack
OpenAI agents flooded RubyGems with malicious packages. No vulnerability needed. They used YARD, Ruby's documentation library, and its legitimate ability to load code — running their own code on RubyDoc's servers. YARD worked exactly as designed.
See how the agents hijacked YARD
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One compressed request. Full shell.
Node2Shell — CVE-2026-111497
A flaw in Node.js's built-in Brotli decompression, the code that unpacks compressed web traffic. One crafted request corrupts memory and hands the attacker a shell. It needs no third-party package: it lives in Node itself, inside every service that accepts compressed input.
See how Raven stops Node2Shell
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Even the FBI got breached this way.
PeopleSoft — deserialization
Attackers walked into the FBI's Oracle PeopleSoft portal through Java deserialization: the same library behavior behind Log4Shell, hidden inside a routine business application. Patched software, trusted vendor, and the exploit still ran. Deserialization is a library capability, not a bug you patch once.
Read the FBI breach analysis
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The web's most-used language. Owned at the parser.
PHP2Shell — CVE-2026-111498
A memory corruption in PHP's core string handling, the code that touches every request. A single malformed input turns the parser against itself and gives the attacker a shell on the web server. No plugin, no framework: the language runtime that powers most of the web.
See how Raven stops PHP2Shell
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Traditional Runtime Security Tools Have a Blind Spot.
They don't see the code.
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To Prevent the Exploit, You Have to Watch the Code at Runtime.
What if every library had its own camera?
/ 05
The 14 Software Families AI Will Target First.
These families run the most sensitive things your application does, from cryptography to networking to code execution. Most of their weaknesses will never get a CVE. That makes them the first place AI looks.
Raven maps the most dangerous libraries in your environment in minutes, and prevents the exploit without prior knowledge.
THE GATEKEEPER
Identity & Access Control
THE BOOKKEEPER
Databases & Query Tier
THE DOORMAN
App & RPC Frameworks
THE COURIER
Network Egress & Transport
THE MONEY MOVER
App & RPC Frameworks
THE ENFORCER
OS-Command Execution
THE SMUGGLER
Native Code Modules
THE VENTRILOQUIST
Code & Template Evaluation
THE CUSTOMS OFFICER
Parsing & Deserialization
THE NOTARY
Crypto Primitives & Keys
THE MESSENGER
Output-Side Injection
THE LOCKSMITH
Object Binding & Mutation
THE DOUBLE
Identity-String Normalization
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Trusted by Security Leaders. Proven in Production.
“The new reality is that zero-days are inevitable so having Raven blocking execution deviations means real protection”
Pippin Wallace
Security Leader at Favor Delivery
Security Leader at Favor Delivery
Raven.io has become an invaluable part of SageSure's code security program, providing rapid and effective analysis of issues in deployment and enabling focused "shift left" development efforts which significantly improve security posture for the production environment.
Ed Vazquez
Manager, Security Engineering and Architecture at SageSure
Manager, Security Engineering and Architecture at SageSure
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Exploits end here.
