Expertise · Pankaj Rajan

Long-Running & Autonomous Agents

The next generation of enterprise agents works for hours, days, and weeks, not single turns. That demands an agent harness with durable state and memory, context engineering and compaction, planning and recovery, human checkpoints at consequential decisions, and evaluation that proves each release is better than the last.

I have taken long-horizon agents to production, including an agent that carries candidates from first search to offer letter over weeks of conversation, and assistants with long-term memory that carry context across sessions.