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Five signs data drift is already undermining your security models
Data drift happens when the statistical properties of a machine learning (ML) model’s input data change over time, eventually rendering its predictions less accurate. Cybersecurity professionals who rely on ML for tasks like malware detection and network threat analysis find that undetected data drift can create vulnerabilities. A model trained on old attack patterns may…
Team Cymru launches Total Insights Feed to replace legacy threat intelligence lists
Real-time threat intelligence company Team Cymru Inc. today announced the launch of Total Insights Feed, a unified threat intelligence platform that is designed to replace legacy indicator list-based feeds with machine-actionable, scored intelligence across the full surface of the internet. The new platform evaluates more than 57 million IP addresses and classless inter-domain routing blocks…
Biotech Startup Investment Held Steady Even As AI Funding Surged
While the AI boom has disrupted funding patterns across the startup sphere, biotech has remained a rare steady sector for investment. For the past few years, global funding to biotech startups has hovered between $36 billion and $40 billion. Per Crunchbase data, 2026 is on track to stay close to that range. The numbers don’t…
The Week’s 10 Biggest Funding Rounds: AI, Autonomy And Biotech Top The Ranks
Want to keep track of the largest startup funding deals in 2025 with our curated list of $100 million-plus venture deals to U.S.-based companies? Check out The Crunchbase Megadeals Board. This is a weekly feature that runs down the week’s top 10 announced funding rounds in the U.S. Check out last week’s biggest funding deal…
