How LLM Agents Can Orchestrate Cybersecurity Response Workflows

Traditional cybersecurity tools often stop at detection and alerting, requiring human analysts to craft responses. Generative AI changes this paradigm by enabling systems that not only recognize threats but also autonomously plan and execute defensive actions. Modern large language models (LLMs) can analyze unusual activity and propose multi-step response strategies in real time. For example, … Read more

We Killed RedFlag, Our First Shipaton Idea. Here’s Why We’re Building Eligible Instead

The Reality Check Every Founder Dreaded When you enter a fast-paced hackathon, the most dangerous thing you can do is fall in love with your first idea. When we joined the RevenueCat Shipathon 2026, our original plan was to build RedFlag—a tool designed around automated risk detection and user alerts. On paper, it sounded like … Read more

Why AI Agents Fail in Messy CRMs: A Four-Layer Readiness Test for Revenue Teams

Featured image source: Original AI-assisted illustration created for this article. The AI agent demo is convincing. Connect an agent to the CRM. Let it research a prospect, summarize the account, update the deal, draft the follow-up, and alert the sales team. A workflow that once took thirty minutes now appears to take thirty seconds. Then … Read more

Product Leadership in Climate Tech: Building Impact in Regulated, Capital-Intensive Systems

Early in my product career, I worked on a tool used by market participants to make daily operational decisions in U.S. electricity markets. One afternoon, a customer called – not because something had crashed, but because the product was behaving slightly differently than expected during a rare market condition. The numbers were technically correct. The … Read more