Tagged articles

long-horizon manipulation

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Machine Heart
Machine Heart
Jul 22, 2026 · Artificial Intelligence

Cortex: Bidirectionally Aligned Agent Framework for Long‑Horizon Manipulation

Cortex introduces a two‑system embodied agent that uses a unified, structured sub‑task description to tightly couple high‑level planning with low‑level execution, enabling robots to reliably perform long‑horizon chemical manipulation tasks by addressing both feasibility and completion judgments through bidirectional alignment, specialized skill primitives, event‑balanced sampling, and extensive simulation and real‑world evaluations.

Cortexembodied agentsevent-balanced sampling
0 likes · 11 min read
Cortex: Bidirectionally Aligned Agent Framework for Long‑Horizon Manipulation
Machine Heart
Machine Heart
May 27, 2026 · Artificial Intelligence

RoboMemArena: A Comprehensive Benchmark that Truly Tests Robot Memory for Embodied AI

RoboMemArena introduces a systematic, long‑horizon robot memory benchmark with 26 tasks, 151 sub‑tasks, multimodal annotations, and real‑robot evaluations, exposing the limitations of existing benchmarks and demonstrating that the dual‑system PrediMem model markedly outperforms baselines both in simulation and on physical robots.

Embodied AIPrediMemRoboMemArena
0 likes · 9 min read
RoboMemArena: A Comprehensive Benchmark that Truly Tests Robot Memory for Embodied AI