Who's writing
Hey, I'm Sal.
I’m an engineering leader and AI researcher focused on building intelligent systems that can reason, collaborate, and operate across complex environments.
My work centers on multi-agent systems, agentic workflows, machine consciousness, and the deeper question of how AI systems can develop more reliable forms of memory, context, behavior, and decision-making.
Over the past five years, I’ve led engineering and product teams across fast-moving startup environments, turning early research ideas into usable systems. I focus heavily on rigorous testing across different AI modalities — language, voice, vision, automation, and interactive agents — to understand where these systems break, how they improve, and what it takes to make them genuinely useful in the real world.












