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Agentic Planner

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Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Jul 22, 2026 · Artificial Intelligence

Harness VLA Redefines Embodied Intelligence Execution and Beats NVIDIA Cap‑X

The paper introduces Harness VLA, a system that adds a Harness Layer to frozen Vision‑Language‑Action models, uses an Agentic Planner for task orchestration and failure recovery, and achieves 82.4% success on the challenging LIBERO‑Pro benchmark—far surpassing Pi_RLinf (50%), NVIDIA Cap‑X (18.2%) and Berkeley RATS (43.8%).

Agentic PlannerBenchmarkEmbodied AI
0 likes · 21 min read
Harness VLA Redefines Embodied Intelligence Execution and Beats NVIDIA Cap‑X
Machine Heart
Machine Heart
Jul 22, 2026 · Artificial Intelligence

Harness VLA Redefines Embodied AI Execution, Surpassing NVIDIA Cap‑X Performance

Harness VLA introduces a Harness Layer that orchestrates frozen Vision‑Language‑Action models with an Agentic Planner, dramatically improving generalization on challenging robot benchmarks—achieving 82.4% success on LIBERO‑Pro versus 18.2% for NVIDIA Cap‑X—while remaining model‑agnostic and open‑source.

Agentic PlannerBenchmarkEmbodied AI
0 likes · 21 min read
Harness VLA Redefines Embodied AI Execution, Surpassing NVIDIA Cap‑X Performance