Where Fortaris Is Today

Fortaris was built to answer one question:
Can we detect real-world AI and cyber threats faster than they spread?

Today, the answer is yes — and we are now moving from proven prototype to production-grade platform.

What Fortaris Can Do Right Now

Fortaris has already been successfully deployed in a live research environment.

Our current system continuously monitors Reddit, one of the world’s largest hubs for real-time technical and underground activity. From this stream, Fortaris has:

• Scanned over 4,000 repositories and code drops

• Identified genuine exploits, malware and offensive tools

• Detected emerging threats on average within 40 minutes of being posted

• Correlated the same attack tool being shared by multiple independent users

• Ranked each threat using Fortaris’ internal risk and severity scoring system

• Generated automated OpenAI-powered intelligence reports

• Delivered those reports directly into Slack for security and analysis teams

This end-to-end pipeline — discovery, classification, ranking, analysis and alerting — is fully operational.

It proves that Fortaris can take chaotic, unstructured online data and turn it into actionable security intelligence.

Why Reddit Matters

Reddit is one of the earliest places where:

• Exploit code is shared

• Proof-of-concepts are published

• Offensive tools are discussed

• New attack methods appear

By monitoring Reddit at scale, Fortaris is able to detect threats before they reach mainstream channels, exploit kits or criminal marketplaces.

That early visibility is what gives defenders an advantage.

What Is Being Built Now

Fortaris is currently transitioning from local deployment into a fully cloud-hosted platform.

We are implementing:

• AWS-based infrastructure

• Scalable ingestion pipelines

• Secure job queues

• Automated processing workers

• Persistent storage and logging

• High-availability alerting services

This work allows Fortaris to run continuously, reliably and at scale — without relying on a single machine or manual operation.

What Comes Next

In early 2026, Fortaris will expand beyond Reddit into additional intelligence sources, including:

• Code repositories

• Paste sites

• Messaging platforms

• Dark web sources

• AI-generated threat content

These new ingestion layers will feed into the same ranking, analysis and alerting engine that is already proven in production.

Final Thought

Fortaris is not a concept — it is a working intelligence system.

We have demonstrated that AI-driven surveillance of the open web can surface real threats early, correlate attacker activity, and generate usable intelligence for security teams.

Now, we are building the infrastructure that will allow that capability to scale globally.