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.
- Long-horizon agents that run for days and weeks
- Agent harness design: state, memory & compaction
- Context engineering for reliable agents
- Reasoning-model planning, recovery & escalation
- Human-in-the-loop at consequential decisions
- Agent evals that gate every release