AI Collective Defense Reshapes Cybersecurity
Alan Shimel talks with Sachin Jade, Chief Product Officer at Cyware, about why AI is changing the economics of both cyberattacks and cyber defense. Jade explains that attackers can now find vulnerabilities, plan exploit paths and launch campaigns much faster. That shift lowers the cost of attack and puts more pressure on defenders to respond with the same speed.

The conversation focuses on AI collective defense as a way to help security teams work together at scale. Cyware’s approach centers on operationalizing threat intelligence, improving collaboration and helping organizations share relevant security insights across trusted communities. Jade says defense should be treated as a team sport because attackers do not follow rules or operate in isolation.
Threat Intelligence Becomes More Actionable
Jade describes how Cyware helps teams manage the full threat intelligence lifecycle. That includes gathering data feeds, deduplicating information, normalizing intelligence, prioritizing risks and deciding what action to take. The goal is to move beyond collecting threat data and turn intelligence into coordinated defense.

The episode also explores how industries can collaborate through groups such as ISACs. When one organization sees a threat, others in the same sector can benefit from that knowledge. This type of AI collective defense can help organizations adjust controls faster and reduce duplicated effort across the security community.
AI Moves Defense From Reactive to Proactive
Jade explains that AI can help defenders shift left by testing software before it reaches production. Adversarial AI models can look for potential weaknesses earlier in the development lifecycle. Runtime monitoring can also help identify unusual AI agent behavior and trigger controls such as kill switches.

The discussion closes with a look ahead to the rest of the year. Jade says the hope is that AI-powered defensive capabilities, industry alliances and smarter regulation will scale quickly. The concern is that attackers may move faster if defenders do not act now.