AI-native applications, engineered for production.
Real data. Real infrastructure. Real intelligence.
AIOpsLab is a research studio building AI-native applications at the intersection of security, market intelligence, and operational data. Everything we build is shipped to production and documented end-to-end.
What we do
Build
Production-grade AI applications — real infrastructure, real data, real constraints. No toy examples.
Research
Deep technical writing on AI security, intelligence systems, and operational ML. Long-form, practitioner-first.
Collaborate
Open research with engineers, domain experts, and researchers who want to build something that matters.
Featured project
EagleEye Intelligence Platform
Real-time geopolitical and market signal intelligence. Ingests 15+ alternative data sources — live webcams, satellite AIS, options flow, news sentiment, traffic — scores events by market impact, and maps them to tradeable asset classes.
15+
Data sources
8
Asset classes
~$0
Deploy cost
Latest research
All articles →Why your WAF's ML model is probably making you less secure
Rule-based WAFs fail on unknown patterns. Naive classifiers fail on adversarial drift. This series covers how to build WAF intelligence that actually holds up in production.
Good work needs good collaborators.
We share almost everything we build. If you want to build with us, reach out.
Work with us →