CTRL+ALT+SHIFTLEFT: How Data Pipelines Supercharge AI in Cyber Defense
22 Oct 2025
Level 3, Room GW3 | Sands Expo and Convention Centre
Cybersecurity Ops Centre: Methodologies & Operations
Security teams are drowning in unstructured, inconsistent data—and AI tools are only as good as the data they ingest. Most pipelines still require teams to manually parse, classify, and normalize logs, even with “AI assistance.” That’s not automation—it’s babysitting.
In this session, you’ll learn how to build the foundation for your next-gen decoupled SIEM architecture that modularise the detection and analytic toolset for the AI era.
How? Balázs Scheidler, creator of syslog-ng and CEO of Axoflow, introduces a new model: pipelines that actually own the transformation logic. Logs are automatically identified, parsed, enriched, and routed. These logics are owned and continuously refined by a team of veteran cybersecurity engineers, augmented with supervised AI compiled into the product to be high-performant and deterministic for security use-cases.
The end result is structured, detection-ready, and AI-ready data with full visibility—without being stuck in the loop.
In this session, you’ll learn how to build the foundation for your next-gen decoupled SIEM architecture that modularise the detection and analytic toolset for the AI era.
How? Balázs Scheidler, creator of syslog-ng and CEO of Axoflow, introduces a new model: pipelines that actually own the transformation logic. Logs are automatically identified, parsed, enriched, and routed. These logics are owned and continuously refined by a team of veteran cybersecurity engineers, augmented with supervised AI compiled into the product to be high-performant and deterministic for security use-cases.
The end result is structured, detection-ready, and AI-ready data with full visibility—without being stuck in the loop.
Speaker(s)
