The Case for a Shared Operating Layer for AI Workflows

Building a second data pipeline is harder than building the first. Not because the engineering is harder, but because nothing from the first build transfers. The state machine is bespoke, the SLA tracking is bespoke, the feedback schema is bespoke. By the third pipeline, we’re maintaining three dashboards, three training data formats, and three definitions … Read more

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