Expertise · Pankaj Rajan
Long-Horizon Agents
The next generation of enterprise agents works for days and weeks, not single turns. That demands durable state and memory, 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.
- Agents that run for days and weeks
- Durable state & long-term memory
- Reasoning-model planning, recovery & escalation
- Human-in-the-loop at consequential decisions
- AgentOps: tracing, observability & reliability
- Task-level evals that gate every release