Career Progression Milestone Tracking And Planning

via “long-horizon objective pursuit with intermediate milestone tracking”

LLM-powered lifelong learning agent in Minecraft

Unique: Maintains explicit milestone tracking for long-horizon objectives, enabling the agent to decompose distant goals into achievable intermediate steps and detect when progress stalls. Milestones serve as both planning anchors and progress checkpoints.

vs others: More effective than single-step planning for long-horizon tasks because milestones provide intermediate feedback and enable replanning; more interpretable than end-to-end RL because milestone progress is explicitly tracked and reported.