DVIDIA RESEARCH

PiPER: grasp, carry, release

Authored PiPER free-block contact task, synthetic scenes and privileged native state. No learned policy, shoe competence, calibrated contact or physical robot qualification.

9 planned attempts · confirmation cohort. Every failed or invalid attempt stays in the denominator.

Frozen protocol · Full report · Integrity · Original MIT asset license

SceneControlOutcomeReasonWall secondsEvidence
nominal-00placementCompletedsuccess2.285Complete attempt
nominal-00replay_open_jawFailedtimeout1.45Complete attempt
nominal-00holdFailedtimeout1.386Complete attempt
nominal-01placementCompletedsuccess1.627Complete attempt
nominal-01replay_open_jawFailedtimeout1.438Complete attempt
nominal-01holdFailedtimeout1.43Complete attempt
low_friction-00placementFailedtimeout1.67Complete attempt
low_friction-00replay_open_jawFailedtimeout1.489Complete attempt
low_friction-00holdFailedtimeout1.436Complete attempt

Measurement scope

Attempt wall includes asset verification, compilation, settling, authored planning/IK, physics, contact scoring and recorded state construction. Protocol/report/trace disk serialization, rendering, training, physical sensing, transport and actuation are excluded. Control computation windows are not sensor-to-actuator reaction times.

Six arm commands use radians; the one jaw command is single-finger travel in metres. A displayed block task does not establish shoe manipulation or hardware transfer.

{"platform": "macOS-26.5.2-arm64-arm-64bit", "machine": "arm64", "python": "3.12.9", "logical_cpu_count": 10, "gpu_used": false, "episode_runtimes": [{"system": "Darwin", "machine": "arm64", "python": "3.12.9", "mujoco_version": "3.15.0", "numpy_version": "2.5.3"}], "process_lifetime_peak_rss_bytes": 759169024, "memory_scope": "Process lifetime high-water RSS before final inspection/export, not per-episode memory or minimum RAM; null unavailable."}