stateful-agents

WorldLines introduces a benchmark for long-horizon embodied household assistance, featuring memory QA and embodied task planning with partial observability, and proposes ObsMem, a visibility-aware memory framework.

Yohei Nakajima predicts that 2025 will focus on agent memory and 2026 on stateful agents, arguing that better memory is the key unlock for truly improved AI agents.

A tutorial from Google on building long-running AI agents that can pause for days, survive restarts, and resume without losing context using the Agent Development Kit (ADK), with code and step-by-step guidance for enterprise workflows like new hire onboarding.

A tweet asking if anyone has seen an elegant primitive for implementing stateful agents, decision traces, and context graphs.

Yohei Nakajima shares his growing understanding of stateful AI agents.