{ "schema": "dvidia.skill-prerequisites/v1", "scope": "Authored PiPER policies in native MuJoCo with synthetic rigid objects and privileged simulator observations. Browser replay uses recorded poses; no learned policy, hardware safety qualification or real-world transfer result.", "source": { "commit": "756306a2beda60ac54567971626080a56227e781", "protocol_sha256": "addb85407392ad8581861e53e4265b1e73eefd4753e7df835879f84c02ca4754", "mujoco": "3.15.0", "robot_assets": { "profile": "piper", "repository": "https://github.com/google-deepmind/mujoco_menagerie", "commit": "0059d4335f8156206f63a35662313385f7ad6d74", "files_verified": 90, "bytes_verified": 34562302, "lock_sha256": "4b2ee2ca675aceb2f826983cb3082a3e08e9aa0ff419b23078abcff08ebcc6fe", "simulation_asset_license": "MIT" } }, "split": "heldout", "host": { "system": "Darwin", "machine": "arm64", "python": "3.12.9", "compute": "CPU native simulation; no GPU required for benchmark. Browser replay needs WebGL2." }, "learned_policy": false, "hardware_validated": false, "attempts": [ { "id": "hinged-box-open-medium-baseline", "task": "hinged-box", "policy": "baseline", "case": { "id": "open-medium", "lid_angle_deg": 105.0, "lid_velocity_rad_s": 0.0, "lid_mass_kg": 0.18, "hinge_damping": 0.04, "split": "heldout" }, "valid": true, "success": true, "metrics": { "outcome": "completed", "task_success": true, "inspection_waypoint_reached": true, "return_completed": true, "safe_abort": false, "help_requested": false, "resumed_count": 0, "recovery_count": 0, "intervention_count": 0, "missed_interventions": 0, "false_interventions": null, "predicate_mismatch_interventions": 0, "false_intervention_definition": "Not identifiable from the treated rollout alone. Compare this case against baseline: a withdrawal when baseline completes without contact is a counterfactual nuisance interruption, not proven necessary avoidance.", "missed_intervention_definition": "At least one observed descending-lid predicate with no withdrawal command; this is guard coverage, not calibrated danger classification.", "lid_robot_collision": false, "other_environment_robot_collision": false, "peak_contact_force_n": 0.0, "peak_lid_robot_normal_force_n": 0.0, "peak_other_environment_robot_force_n": 0.0, "lid_robot_peak_force_time_integral_ns": 0.0, "contact_duration_s": 0.0, "hazard_duration_s": 0.0, "first_hazard_s": null, "first_intervention_s": null, "first_command_s": null, "first_contact_s": null, "detection_time_s": null, "command_time_s": null, "reaction_measurement_scope": "Privileged native predicate sampled at 2 ms; authored command at 20 ms. No sensor, transport or actuator-response latency included.", "first_response_latency_s": null, "completion_time_s": 1.6, "withdrawal_duration_s": null, "simulated_seconds": 5.999999999999561, "wall_seconds": 0.12938083289191127, "physics_realtime_factor": 46.374720782730975, "decision_latency_p50_ms": 0.025250017642974854, "decision_latency_p95_ms": 0.05266699008643627, "decision_latency_max_ms": 0.6882909219712019, "native_steps": 3000, "state_action_frame_timing": "Frame state and issued_ctrl are observed at t before the next native step; requested_joint_target is the authored 20 ms decision subsequently rate-limited into issued_ctrl.", "state_action_units": { "qpos_rad_m": { "0:6": "arm rad", "6:8": "finger m", "8:11": "shoe position m", "11:15": "shoe quaternion wxyz dimensionless", "15": "hinge rad" }, "qvel_rad_m_s": { "0:6": "arm rad/s", "6:8": "finger m/s", "8:11": "shoe linear m/s", "11:14": "shoe angular rad/s", "14": "hinge rad/s" }, "issued_ctrl": { "0:6": "arm rad", "6": "jaw m" }, "requested_joint_target": { "0:6": "arm rad", "6": "jaw m" } }, "terminal_phase": "done", "failure_reason": null, "solver_warnings": 0 }, "events": [ { "t": 0.82, "type": "inspection_waypoint_reached", "message": "Inspection waypoint held for 200 ms; no shoe grasp attempted." }, { "t": 1.6, "type": "return_complete", "message": "Arm returned from the box." } ], "errors": [], "wall_seconds": 0.3934882921166718, "native_trace_columns": [ "t", "lid_angle_rad", "lid_velocity_rad_s", "lid_robot_normal_force_n", "risk", "other_environment_robot_force_n" ], "replay": { "model": "trials/hinged-box-open-medium-baseline.model.json", "motion": "trials/hinged-box-open-medium-baseline.motion.json" }, "export_seconds": 0.8064577919431031 }, { "id": "hinged-box-open-medium-recovery", "task": "hinged-box", "policy": "recovery", "case": { "id": "open-medium", "lid_angle_deg": 105.0, "lid_velocity_rad_s": 0.0, "lid_mass_kg": 0.18, "hinge_damping": 0.04, "split": "heldout" }, "valid": true, "success": true, "metrics": { "outcome": "completed", "task_success": true, "inspection_waypoint_reached": true, "return_completed": true, "safe_abort": false, "help_requested": false, "resumed_count": 0, "recovery_count": 0, "intervention_count": 0, "missed_interventions": 0, "false_interventions": null, "predicate_mismatch_interventions": 0, "false_intervention_definition": "Not identifiable from the treated rollout alone. Compare this case against baseline: a withdrawal when baseline completes without contact is a counterfactual nuisance interruption, not proven necessary avoidance.", "missed_intervention_definition": "At least one observed descending-lid predicate with no withdrawal command; this is guard coverage, not calibrated danger classification.", "lid_robot_collision": false, "other_environment_robot_collision": false, "peak_contact_force_n": 0.0, "peak_lid_robot_normal_force_n": 0.0, "peak_other_environment_robot_force_n": 0.0, "lid_robot_peak_force_time_integral_ns": 0.0, "contact_duration_s": 0.0, "hazard_duration_s": 0.0, "first_hazard_s": null, "first_intervention_s": null, "first_command_s": null, "first_contact_s": null, "detection_time_s": null, "command_time_s": null, "reaction_measurement_scope": "Privileged native predicate sampled at 2 ms; authored command at 20 ms. No sensor, transport or actuator-response latency included.", "first_response_latency_s": null, "completion_time_s": 1.6, "withdrawal_duration_s": null, "simulated_seconds": 5.999999999999561, "wall_seconds": 0.11501841596327722, "physics_realtime_factor": 52.165559312825394, "decision_latency_p50_ms": 0.022166874259710312, "decision_latency_p95_ms": 0.031250063329935074, "decision_latency_max_ms": 0.38862484507262707, "native_steps": 3000, "state_action_frame_timing": "Frame state and issued_ctrl are observed at t before the next native step; requested_joint_target is the authored 20 ms decision subsequently rate-limited into issued_ctrl.", "state_action_units": { "qpos_rad_m": { "0:6": "arm rad", "6:8": "finger m", "8:11": "shoe position m", "11:15": "shoe quaternion wxyz dimensionless", "15": "hinge rad" }, "qvel_rad_m_s": { "0:6": "arm rad/s", "6:8": "finger m/s", "8:11": "shoe linear m/s", "11:14": "shoe angular rad/s", "14": "hinge rad/s" }, "issued_ctrl": { "0:6": "arm rad", "6": "jaw m" }, "requested_joint_target": { "0:6": "arm rad", "6": "jaw m" } }, "terminal_phase": "done", "failure_reason": null, "solver_warnings": 0 }, "events": [ { "t": 0.82, "type": "inspection_waypoint_reached", "message": "Inspection waypoint held for 200 ms; no shoe grasp attempted." }, { "t": 1.6, "type": "return_complete", "message": "Arm returned from the box." } ], "errors": [], "wall_seconds": 0.26466808398254216, "native_trace_columns": [ "t", "lid_angle_rad", "lid_velocity_rad_s", "lid_robot_normal_force_n", "risk", "other_environment_robot_force_n" ], "replay": { "model": "trials/hinged-box-open-medium-recovery.model.json", "motion": "trials/hinged-box-open-medium-recovery.motion.json" }, "export_seconds": 0.7667194160167128 }, { "id": "hinged-box-falling-medium-baseline", "task": "hinged-box", "policy": "baseline", "case": { "id": "falling-medium", "lid_angle_deg": 78.0, "lid_velocity_rad_s": -0.15, "lid_mass_kg": 0.18, "hinge_damping": 0.04, "split": "heldout" }, "valid": true, "success": false, "metrics": { "outcome": "failed", "task_success": false, "inspection_waypoint_reached": false, "return_completed": false, "safe_abort": false, "help_requested": false, "resumed_count": 0, "recovery_count": 0, "intervention_count": 0, "missed_interventions": 1, "false_interventions": null, "predicate_mismatch_interventions": 0, "false_intervention_definition": "Not identifiable from the treated rollout alone. Compare this case against baseline: a withdrawal when baseline completes without contact is a counterfactual nuisance interruption, not proven necessary avoidance.", "missed_intervention_definition": "At least one observed descending-lid predicate with no withdrawal command; this is guard coverage, not calibrated danger classification.", "lid_robot_collision": true, "other_environment_robot_collision": false, "peak_contact_force_n": 75.14902957054223, "peak_lid_robot_normal_force_n": 75.14902957054223, "peak_other_environment_robot_force_n": 0.0, "lid_robot_peak_force_time_integral_ns": 141.26438586923018, "contact_duration_s": 5.756, "hazard_duration_s": 0.254, "first_hazard_s": 0.0, "first_intervention_s": null, "first_command_s": null, "first_contact_s": 0.2460000000000002, "detection_time_s": 0.0, "command_time_s": null, "reaction_measurement_scope": "Privileged native predicate sampled at 2 ms; authored command at 20 ms. No sensor, transport or actuator-response latency included.", "first_response_latency_s": null, "completion_time_s": null, "withdrawal_duration_s": null, "simulated_seconds": 5.999999999999561, "wall_seconds": 0.12782333395443857, "physics_realtime_factor": 46.93978645665904, "decision_latency_p50_ms": 0.023333122953772545, "decision_latency_p95_ms": 0.03620889037847519, "decision_latency_max_ms": 0.5125841125845909, "native_steps": 3000, "state_action_frame_timing": "Frame state and issued_ctrl are observed at t before the next native step; requested_joint_target is the authored 20 ms decision subsequently rate-limited into issued_ctrl.", "state_action_units": { "qpos_rad_m": { "0:6": "arm rad", "6:8": "finger m", "8:11": "shoe position m", "11:15": "shoe quaternion wxyz dimensionless", "15": "hinge rad" }, "qvel_rad_m_s": { "0:6": "arm rad/s", "6:8": "finger m/s", "8:11": "shoe linear m/s", "11:14": "shoe angular rad/s", "14": "hinge rad/s" }, "issued_ctrl": { "0:6": "arm rad", "6": "jaw m" }, "requested_joint_target": { "0:6": "arm rad", "6": "jaw m" } }, "terminal_phase": "access", "failure_reason": "lid_robot_contact", "solver_warnings": 0 }, "events": [ { "t": 0.0, "type": "hazard_started", "message": "hazard started", "lid_angle_rad": 1.361356816555577, "lid_velocity_rad_s": -0.15 }, { "t": 0.246, "type": "hazardous_contact", "message": "Lid contacted the robot above the synthetic benchmark threshold.", "normal_force_n": 75.14902957054223 }, { "t": 0.256, "type": "hazard_cleared", "message": "hazard cleared", "lid_angle_rad": 1.1018116616821287, "lid_velocity_rad_s": 0.03589133175633971 } ], "errors": [], "wall_seconds": 0.21409979090094566, "native_trace_columns": [ "t", "lid_angle_rad", "lid_velocity_rad_s", "lid_robot_normal_force_n", "risk", "other_environment_robot_force_n" ], "replay": { "model": "trials/hinged-box-falling-medium-baseline.model.json", "motion": "trials/hinged-box-falling-medium-baseline.motion.json" }, "export_seconds": 0.7660804591141641 }, { "id": "hinged-box-falling-medium-recovery", "task": "hinged-box", "policy": "recovery", "case": { "id": "falling-medium", "lid_angle_deg": 78.0, "lid_velocity_rad_s": -0.15, "lid_mass_kg": 0.18, "hinge_damping": 0.04, "split": "heldout" }, "valid": true, "success": false, "metrics": { "outcome": "safe_abort", "task_success": false, "inspection_waypoint_reached": false, "return_completed": false, "safe_abort": true, "help_requested": true, "resumed_count": 0, "recovery_count": 0, "intervention_count": 1, "missed_interventions": 0, "false_interventions": null, "predicate_mismatch_interventions": 0, "false_intervention_definition": "Not identifiable from the treated rollout alone. Compare this case against baseline: a withdrawal when baseline completes without contact is a counterfactual nuisance interruption, not proven necessary avoidance.", "missed_intervention_definition": "At least one observed descending-lid predicate with no withdrawal command; this is guard coverage, not calibrated danger classification.", "lid_robot_collision": false, "other_environment_robot_collision": false, "peak_contact_force_n": 0.0, "peak_lid_robot_normal_force_n": 0.0, "peak_other_environment_robot_force_n": 0.0, "lid_robot_peak_force_time_integral_ns": 0.0, "contact_duration_s": 0.0, "hazard_duration_s": 0.234, "first_hazard_s": 0.0, "first_intervention_s": 0.0, "first_command_s": 0.0, "first_contact_s": null, "detection_time_s": 0.0, "command_time_s": 0.0, "reaction_measurement_scope": "Privileged native predicate sampled at 2 ms; authored command at 20 ms. No sensor, transport or actuator-response latency included.", "first_response_latency_s": 0.0, "completion_time_s": null, "withdrawal_duration_s": 0.24, "simulated_seconds": 5.999999999999561, "wall_seconds": 0.22258195793256164, "physics_realtime_factor": 26.956362751636206, "decision_latency_p50_ms": 0.026250025257468224, "decision_latency_p95_ms": 0.0813750084489584, "decision_latency_max_ms": 0.2531670033931732, "native_steps": 3000, "state_action_frame_timing": "Frame state and issued_ctrl are observed at t before the next native step; requested_joint_target is the authored 20 ms decision subsequently rate-limited into issued_ctrl.", "state_action_units": { "qpos_rad_m": { "0:6": "arm rad", "6:8": "finger m", "8:11": "shoe position m", "11:15": "shoe quaternion wxyz dimensionless", "15": "hinge rad" }, "qvel_rad_m_s": { "0:6": "arm rad/s", "6:8": "finger m/s", "8:11": "shoe linear m/s", "11:14": "shoe angular rad/s", "14": "hinge rad/s" }, "issued_ctrl": { "0:6": "arm rad", "6": "jaw m" }, "requested_joint_target": { "0:6": "arm rad", "6": "jaw m" } }, "terminal_phase": "help", "failure_reason": null, "solver_warnings": 0 }, "events": [ { "t": 0.0, "type": "hazard_started", "message": "hazard started", "lid_angle_rad": 1.361356816555577, "lid_velocity_rad_s": -0.15 }, { "t": 0.0, "type": "withdrawal_started", "message": "Lid descending. Withdraw from the access path.", "reason": "descending_lid_in_access_volume" }, { "t": 0.236, "type": "hazard_cleared", "message": "hazard cleared", "lid_angle_rad": 1.1249947528113922, "lid_velocity_rad_s": -1.7849407292489452 }, { "t": 0.24, "type": "withdrawal_complete", "message": "Arm has reached the withdrawal waypoint." }, { "t": 0.62, "type": "help_requested", "message": "Box closed. Stop here and request help reopening it.", "reason": "closed_box_requires_reopening" } ], "errors": [], "wall_seconds": 0.30864725005812943, "native_trace_columns": [ "t", "lid_angle_rad", "lid_velocity_rad_s", "lid_robot_normal_force_n", "risk", "other_environment_robot_force_n" ], "replay": { "model": "trials/hinged-box-falling-medium-recovery.model.json", "motion": "trials/hinged-box-falling-medium-recovery.motion.json" }, "export_seconds": 0.7754464999306947 }, { "id": "hinged-box-falling-low-baseline", "task": "hinged-box", "policy": "baseline", "case": { "id": "falling-low", "lid_angle_deg": 58.0, "lid_velocity_rad_s": -0.25, "lid_mass_kg": 0.1, "hinge_damping": 0.02, "split": "heldout" }, "valid": true, "success": false, "metrics": { "outcome": "failed", "task_success": false, "inspection_waypoint_reached": false, "return_completed": false, "safe_abort": false, "help_requested": false, "resumed_count": 0, "recovery_count": 0, "intervention_count": 0, "missed_interventions": 1, "false_interventions": null, "predicate_mismatch_interventions": 0, "false_intervention_definition": "Not identifiable from the treated rollout alone. Compare this case against baseline: a withdrawal when baseline completes without contact is a counterfactual nuisance interruption, not proven necessary avoidance.", "missed_intervention_definition": "At least one observed descending-lid predicate with no withdrawal command; this is guard coverage, not calibrated danger classification.", "lid_robot_collision": true, "other_environment_robot_collision": false, "peak_contact_force_n": 51.77904813874703, "peak_lid_robot_normal_force_n": 51.77904813874703, "peak_other_environment_robot_force_n": 0.0, "lid_robot_peak_force_time_integral_ns": 35.06363574717156, "contact_duration_s": 5.704, "hazard_duration_s": 0.22, "first_hazard_s": 0.0, "first_intervention_s": null, "first_command_s": null, "first_contact_s": 0.1440000000000001, "detection_time_s": 0.0, "command_time_s": null, "reaction_measurement_scope": "Privileged native predicate sampled at 2 ms; authored command at 20 ms. No sensor, transport or actuator-response latency included.", "first_response_latency_s": null, "completion_time_s": null, "withdrawal_duration_s": null, "simulated_seconds": 5.999999999999561, "wall_seconds": 0.1349219169933349, "physics_realtime_factor": 44.47016566104645, "decision_latency_p50_ms": 0.023667002096772194, "decision_latency_p95_ms": 0.03770901821553707, "decision_latency_max_ms": 0.11012493632733822, "native_steps": 3000, "state_action_frame_timing": "Frame state and issued_ctrl are observed at t before the next native step; requested_joint_target is the authored 20 ms decision subsequently rate-limited into issued_ctrl.", "state_action_units": { "qpos_rad_m": { "0:6": "arm rad", "6:8": "finger m", "8:11": "shoe position m", "11:15": "shoe quaternion wxyz dimensionless", "15": "hinge rad" }, "qvel_rad_m_s": { "0:6": "arm rad/s", "6:8": "finger m/s", "8:11": "shoe linear m/s", "11:14": "shoe angular rad/s", "14": "hinge rad/s" }, "issued_ctrl": { "0:6": "arm rad", "6": "jaw m" }, "requested_joint_target": { "0:6": "arm rad", "6": "jaw m" } }, "terminal_phase": "access", "failure_reason": "lid_robot_contact", "solver_warnings": 0 }, "events": [ { "t": 0.0, "type": "hazard_started", "message": "hazard started", "lid_angle_rad": 1.0122909661567112, "lid_velocity_rad_s": -0.25 }, { "t": 0.144, "type": "hazardous_contact", "message": "Lid contacted the robot above the synthetic benchmark threshold.", "normal_force_n": 35.22383160509549 }, { "t": 0.152, "type": "hazard_cleared", "message": "hazard cleared", "lid_angle_rad": 0.7556852374942964, "lid_velocity_rad_s": 0.08377058703362945 }, { "t": 5.72, "type": "lid_robot_contact_cleared", "message": "lid robot contact cleared", "normal_force_n": 0.0 }, { "t": 5.726, "type": "hazard_started", "message": "hazard started", "lid_angle_rad": 0.9240317836515525, "lid_velocity_rad_s": -0.034359912565580755 }, { "t": 5.726, "type": "hazardous_contact", "message": "Lid contacted the robot above the synthetic benchmark threshold.", "normal_force_n": 6.474981028989265 }, { "t": 5.728, "type": "hazard_cleared", "message": "hazard cleared", "lid_angle_rad": 0.9242084106743222, "lid_velocity_rad_s": 0.08831351138488996 }, { "t": 5.732, "type": "lid_robot_contact_cleared", "message": "lid robot contact cleared", "normal_force_n": 0.0 }, { "t": 5.744, "type": "hazard_started", "message": "hazard started", "lid_angle_rad": 0.9262706217411357, "lid_velocity_rad_s": -0.07544176595926405 }, { "t": 5.744, "type": "hazardous_contact", "message": "Lid contacted the robot above the synthetic benchmark threshold.", "normal_force_n": 6.642775348164384 }, { "t": 5.746, "type": "hazard_cleared", "message": "hazard cleared", "lid_angle_rad": 0.9268129188990644, "lid_velocity_rad_s": 0.2711485789643087 }, { "t": 5.748, "type": "lid_robot_contact_cleared", "message": "lid robot contact cleared", "normal_force_n": 0.0 }, { "t": 5.766, "type": "hazard_started", "message": "hazard started", "lid_angle_rad": 0.9320129773978277, "lid_velocity_rad_s": -0.03558062235379913 }, { "t": 5.768, "type": "hazardous_contact", "message": "Lid contacted the robot above the synthetic benchmark threshold.", "normal_force_n": 3.460224732794111 }, { "t": 5.77, "type": "hazard_cleared", "message": "hazard cleared", "lid_angle_rad": 0.9325243505922517, "lid_velocity_rad_s": 0.3532802761037329 }, { "t": 5.77, "type": "lid_robot_contact_cleared", "message": "lid robot contact cleared", "normal_force_n": 0.0 }, { "t": 5.778, "type": "hazardous_contact", "message": "Lid contacted the robot above the synthetic benchmark threshold.", "normal_force_n": 2.1687000521378224 }, { "t": 5.78, "type": "lid_robot_contact_cleared", "message": "lid robot contact cleared", "normal_force_n": 0.0 }, { "t": 5.796, "type": "hazard_started", "message": "hazard started", "lid_angle_rad": 0.9372082735755632, "lid_velocity_rad_s": -0.07914753630848893 }, { "t": 5.8, "type": "hazardous_contact", "message": "Lid contacted the robot above the synthetic benchmark threshold.", "normal_force_n": 3.083021668315596 }, { "t": 5.802, "type": "hazard_cleared", "message": "hazard cleared", "lid_angle_rad": 0.936865919226627, "lid_velocity_rad_s": 0.1689586720461404 }, { "t": 5.804, "type": "lid_robot_contact_cleared", "message": "lid robot contact cleared", "normal_force_n": 0.0 }, { "t": 5.82, "type": "hazard_started", "message": "hazard started", "lid_angle_rad": 0.9401664179124709, "lid_velocity_rad_s": -0.07259775591052274 }, { "t": 5.828, "type": "hazardous_contact", "message": "Lid contacted the robot above the synthetic benchmark threshold.", "normal_force_n": 3.347580132049067 }, { "t": 5.83, "type": "hazard_cleared", "message": "hazard cleared", "lid_angle_rad": 0.9385934416223872, "lid_velocity_rad_s": 0.1026564403041449 }, { "t": 5.832, "type": "lid_robot_contact_cleared", "message": "lid robot contact cleared", "normal_force_n": 0.0 }, { "t": 5.846, "type": "hazard_started", "message": "hazard started", "lid_angle_rad": 0.9413740064811053, "lid_velocity_rad_s": -0.04990953410785816 }, { "t": 5.858, "type": "hazardous_contact", "message": "Lid contacted the robot above the synthetic benchmark threshold.", "normal_force_n": 3.305622073956844 }, { "t": 5.86, "type": "hazard_cleared", "message": "hazard cleared", "lid_angle_rad": 0.9383167755684451, "lid_velocity_rad_s": 0.021031417877421778 }, { "t": 5.862, "type": "lid_robot_contact_cleared", "message": "lid robot contact cleared", "normal_force_n": 0.0 }, { "t": 5.874, "type": "hazard_started", "message": "hazard started", "lid_angle_rad": 0.940391520253433, "lid_velocity_rad_s": -0.04311313921121756 }, { "t": 5.884, "type": "hazardous_contact", "message": "Lid contacted the robot above the synthetic benchmark threshold.", "normal_force_n": 3.4994860199157354 }, { "t": 5.886, "type": "hazard_cleared", "message": "hazard cleared", "lid_angle_rad": 0.9384165025876424, "lid_velocity_rad_s": 0.12806579659795506 }, { "t": 5.888, "type": "lid_robot_contact_cleared", "message": "lid robot contact cleared", "normal_force_n": 0.0 }, { "t": 5.904, "type": "hazard_started", "message": "hazard started", "lid_angle_rad": 0.9421341332446737, "lid_velocity_rad_s": -0.050205300898568624 }, { "t": 5.904, "type": "hazardous_contact", "message": "Lid contacted the robot above the synthetic benchmark threshold.", "normal_force_n": 42.03594081853243 }, { "t": 5.924, "type": "hazard_cleared", "message": "hazard cleared", "lid_angle_rad": 0.9402487674027503, "lid_velocity_rad_s": -0.027798914446549035 } ], "errors": [], "wall_seconds": 0.22275129100307822, "native_trace_columns": [ "t", "lid_angle_rad", "lid_velocity_rad_s", "lid_robot_normal_force_n", "risk", "other_environment_robot_force_n" ], "replay": { "model": "trials/hinged-box-falling-low-baseline.model.json", "motion": "trials/hinged-box-falling-low-baseline.motion.json" }, "export_seconds": 0.767625791952014 }, { "id": "hinged-box-falling-low-recovery", "task": "hinged-box", "policy": "recovery", "case": { "id": "falling-low", "lid_angle_deg": 58.0, "lid_velocity_rad_s": -0.25, "lid_mass_kg": 0.1, "hinge_damping": 0.02, "split": "heldout" }, "valid": true, "success": false, "metrics": { "outcome": "safe_abort", "task_success": false, "inspection_waypoint_reached": false, "return_completed": false, "safe_abort": true, "help_requested": true, "resumed_count": 0, "recovery_count": 0, "intervention_count": 1, "missed_interventions": 0, "false_interventions": null, "predicate_mismatch_interventions": 0, "false_intervention_definition": "Not identifiable from the treated rollout alone. Compare this case against baseline: a withdrawal when baseline completes without contact is a counterfactual nuisance interruption, not proven necessary avoidance.", "missed_intervention_definition": "At least one observed descending-lid predicate with no withdrawal command; this is guard coverage, not calibrated danger classification.", "lid_robot_collision": false, "other_environment_robot_collision": false, "peak_contact_force_n": 0.0, "peak_lid_robot_normal_force_n": 0.0, "peak_other_environment_robot_force_n": 0.0, "lid_robot_peak_force_time_integral_ns": 0.0, "contact_duration_s": 0.0, "hazard_duration_s": 0.234, "first_hazard_s": 0.0, "first_intervention_s": 0.0, "first_command_s": 0.0, "first_contact_s": null, "detection_time_s": 0.0, "command_time_s": 0.0, "reaction_measurement_scope": "Privileged native predicate sampled at 2 ms; authored command at 20 ms. No sensor, transport or actuator-response latency included.", "first_response_latency_s": 0.0, "completion_time_s": null, "withdrawal_duration_s": 0.24, "simulated_seconds": 5.999999999999561, "wall_seconds": 0.2775578750297427, "physics_realtime_factor": 21.617113185336965, "decision_latency_p50_ms": 0.045082997530698776, "decision_latency_p95_ms": 0.15316717326641083, "decision_latency_max_ms": 1.6051670536398888, "native_steps": 3000, "state_action_frame_timing": "Frame state and issued_ctrl are observed at t before the next native step; requested_joint_target is the authored 20 ms decision subsequently rate-limited into issued_ctrl.", "state_action_units": { "qpos_rad_m": { "0:6": "arm rad", "6:8": "finger m", "8:11": "shoe position m", "11:15": "shoe quaternion wxyz dimensionless", "15": "hinge rad" }, "qvel_rad_m_s": { "0:6": "arm rad/s", "6:8": "finger m/s", "8:11": "shoe linear m/s", "11:14": "shoe angular rad/s", "14": "hinge rad/s" }, "issued_ctrl": { "0:6": "arm rad", "6": "jaw m" }, "requested_joint_target": { "0:6": "arm rad", "6": "jaw m" } }, "terminal_phase": "help", "failure_reason": null, "solver_warnings": 0 }, "events": [ { "t": 0.0, "type": "hazard_started", "message": "hazard started", "lid_angle_rad": 1.0122909661567112, "lid_velocity_rad_s": -0.25 }, { "t": 0.0, "type": "withdrawal_started", "message": "Lid descending. Withdraw from the access path.", "reason": "descending_lid_in_access_volume" }, { "t": 0.236, "type": "hazard_cleared", "message": "hazard cleared", "lid_angle_rad": 0.4240051705403173, "lid_velocity_rad_s": -4.354716345155209 }, { "t": 0.24, "type": "withdrawal_complete", "message": "Arm has reached the withdrawal waypoint." }, { "t": 0.38, "type": "help_requested", "message": "Box closed. Stop here and request help reopening it.", "reason": "closed_box_requires_reopening" } ], "errors": [], "wall_seconds": 0.36826050002127886, "native_trace_columns": [ "t", "lid_angle_rad", "lid_velocity_rad_s", "lid_robot_normal_force_n", "risk", "other_environment_robot_force_n" ], "replay": { "model": "trials/hinged-box-falling-low-recovery.model.json", "motion": "trials/hinged-box-falling-low-recovery.motion.json" }, "export_seconds": 0.804564957972616 }, { "id": "hinged-box-transient-damped-baseline", "task": "hinged-box", "policy": "baseline", "case": { "id": "transient-damped", "lid_angle_deg": 110.0, "lid_velocity_rad_s": -0.35, "lid_mass_kg": 0.2, "hinge_damping": 0.06, "split": "heldout" }, "valid": true, "success": true, "metrics": { "outcome": "completed", "task_success": true, "inspection_waypoint_reached": true, "return_completed": true, "safe_abort": false, "help_requested": false, "resumed_count": 0, "recovery_count": 0, "intervention_count": 0, "missed_interventions": 1, "false_interventions": null, "predicate_mismatch_interventions": 0, "false_intervention_definition": "Not identifiable from the treated rollout alone. Compare this case against baseline: a withdrawal when baseline completes without contact is a counterfactual nuisance interruption, not proven necessary avoidance.", "missed_intervention_definition": "At least one observed descending-lid predicate with no withdrawal command; this is guard coverage, not calibrated danger classification.", "lid_robot_collision": false, "other_environment_robot_collision": false, "peak_contact_force_n": 0.0, "peak_lid_robot_normal_force_n": 0.0, "peak_other_environment_robot_force_n": 0.0, "lid_robot_peak_force_time_integral_ns": 0.0, "contact_duration_s": 0.0, "hazard_duration_s": 0.014, "first_hazard_s": 0.0, "first_intervention_s": null, "first_command_s": null, "first_contact_s": null, "detection_time_s": 0.0, "command_time_s": null, "reaction_measurement_scope": "Privileged native predicate sampled at 2 ms; authored command at 20 ms. No sensor, transport or actuator-response latency included.", "first_response_latency_s": null, "completion_time_s": 1.6, "withdrawal_duration_s": null, "simulated_seconds": 5.999999999999561, "wall_seconds": 0.11456795805133879, "physics_realtime_factor": 52.37066368339143, "decision_latency_p50_ms": 0.022249994799494743, "decision_latency_p95_ms": 0.033999793231487274, "decision_latency_max_ms": 0.380875077098608, "native_steps": 3000, "state_action_frame_timing": "Frame state and issued_ctrl are observed at t before the next native step; requested_joint_target is the authored 20 ms decision subsequently rate-limited into issued_ctrl.", "state_action_units": { "qpos_rad_m": { "0:6": "arm rad", "6:8": "finger m", "8:11": "shoe position m", "11:15": "shoe quaternion wxyz dimensionless", "15": "hinge rad" }, "qvel_rad_m_s": { "0:6": "arm rad/s", "6:8": "finger m/s", "8:11": "shoe linear m/s", "11:14": "shoe angular rad/s", "14": "hinge rad/s" }, "issued_ctrl": { "0:6": "arm rad", "6": "jaw m" }, "requested_joint_target": { "0:6": "arm rad", "6": "jaw m" } }, "terminal_phase": "done", "failure_reason": null, "solver_warnings": 0 }, "events": [ { "t": 0.0, "type": "hazard_started", "message": "hazard started", "lid_angle_rad": 1.9198621771937625, "lid_velocity_rad_s": -0.35 }, { "t": 0.016, "type": "hazard_cleared", "message": "hazard cleared", "lid_angle_rad": 1.9172280498496113, "lid_velocity_rad_s": -0.029336570903247795 }, { "t": 0.82, "type": "inspection_waypoint_reached", "message": "Inspection waypoint held for 200 ms; no shoe grasp attempted." }, { "t": 1.6, "type": "return_complete", "message": "Arm returned from the box." } ], "errors": [], "wall_seconds": 0.20038624992594123, "native_trace_columns": [ "t", "lid_angle_rad", "lid_velocity_rad_s", "lid_robot_normal_force_n", "risk", "other_environment_robot_force_n" ], "replay": { "model": "trials/hinged-box-transient-damped-baseline.model.json", "motion": "trials/hinged-box-transient-damped-baseline.motion.json" }, "export_seconds": 0.7702044169418514 }, { "id": "hinged-box-transient-damped-recovery", "task": "hinged-box", "policy": "recovery", "case": { "id": "transient-damped", "lid_angle_deg": 110.0, "lid_velocity_rad_s": -0.35, "lid_mass_kg": 0.2, "hinge_damping": 0.06, "split": "heldout" }, "valid": true, "success": true, "metrics": { "outcome": "recovered", "task_success": true, "inspection_waypoint_reached": true, "return_completed": true, "safe_abort": false, "help_requested": false, "resumed_count": 1, "recovery_count": 1, "intervention_count": 1, "missed_interventions": 0, "false_interventions": null, "predicate_mismatch_interventions": 0, "false_intervention_definition": "Not identifiable from the treated rollout alone. Compare this case against baseline: a withdrawal when baseline completes without contact is a counterfactual nuisance interruption, not proven necessary avoidance.", "missed_intervention_definition": "At least one observed descending-lid predicate with no withdrawal command; this is guard coverage, not calibrated danger classification.", "lid_robot_collision": false, "other_environment_robot_collision": false, "peak_contact_force_n": 0.0, "peak_lid_robot_normal_force_n": 0.0, "peak_other_environment_robot_force_n": 0.0, "lid_robot_peak_force_time_integral_ns": 0.0, "contact_duration_s": 0.0, "hazard_duration_s": 0.014, "first_hazard_s": 0.0, "first_intervention_s": 0.0, "first_command_s": 0.0, "first_contact_s": null, "detection_time_s": 0.0, "command_time_s": 0.0, "reaction_measurement_scope": "Privileged native predicate sampled at 2 ms; authored command at 20 ms. No sensor, transport or actuator-response latency included.", "first_response_latency_s": 0.0, "completion_time_s": 2.3, "withdrawal_duration_s": 0.24, "simulated_seconds": 5.999999999999561, "wall_seconds": 0.11370991682633758, "physics_realtime_factor": 52.76584635237229, "decision_latency_p50_ms": 0.022458145394921303, "decision_latency_p95_ms": 0.03174995072185993, "decision_latency_max_ms": 0.06879214197397232, "native_steps": 3000, "state_action_frame_timing": "Frame state and issued_ctrl are observed at t before the next native step; requested_joint_target is the authored 20 ms decision subsequently rate-limited into issued_ctrl.", "state_action_units": { "qpos_rad_m": { "0:6": "arm rad", "6:8": "finger m", "8:11": "shoe position m", "11:15": "shoe quaternion wxyz dimensionless", "15": "hinge rad" }, "qvel_rad_m_s": { "0:6": "arm rad/s", "6:8": "finger m/s", "8:11": "shoe linear m/s", "11:14": "shoe angular rad/s", "14": "hinge rad/s" }, "issued_ctrl": { "0:6": "arm rad", "6": "jaw m" }, "requested_joint_target": { "0:6": "arm rad", "6": "jaw m" } }, "terminal_phase": "done", "failure_reason": null, "solver_warnings": 0 }, "events": [ { "t": 0.0, "type": "hazard_started", "message": "hazard started", "lid_angle_rad": 1.9198621771937625, "lid_velocity_rad_s": -0.35 }, { "t": 0.0, "type": "withdrawal_started", "message": "Lid descending. Withdraw from the access path.", "reason": "descending_lid_in_access_volume" }, { "t": 0.016, "type": "hazard_cleared", "message": "hazard cleared", "lid_angle_rad": 1.9172280498496113, "lid_velocity_rad_s": -0.029336570903247795 }, { "t": 0.24, "type": "withdrawal_complete", "message": "Arm has reached the withdrawal waypoint." }, { "t": 0.5, "type": "access_resumed", "message": "Lid aperture stable. Resume the inspection waypoint." }, { "t": 1.52, "type": "inspection_waypoint_reached", "message": "Inspection waypoint held for 200 ms; no shoe grasp attempted." }, { "t": 2.3, "type": "return_complete", "message": "Arm returned from the box." } ], "errors": [], "wall_seconds": 0.2058854578062892, "native_trace_columns": [ "t", "lid_angle_rad", "lid_velocity_rad_s", "lid_robot_normal_force_n", "risk", "other_environment_robot_force_n" ], "replay": { "model": "trials/hinged-box-transient-damped-recovery.model.json", "motion": "trials/hinged-box-transient-damped-recovery.motion.json" }, "export_seconds": 0.7687181672081351 }, { "id": "tool-reach-reach-heldout-light-baseline", "task": "tool-reach", "policy": "baseline", "case": { "id": "reach-heldout-light", "shoe_x": 0.705, "shoe_y": -0.09, "mass": 0.22, "friction": 0.45, "tool_length": 0.34, "lateral_error": 0.025, "split": "heldout" }, "valid": true, "success": false, "metrics": { "retrieval_success": false, "grasp_attempted": true, "retained_lift_success": false, "final_shoe_speed_m_s": 1.7242212129766392e-12, "shoe_displacement_x_m": 2.2724116033323583e-08, "final_shoe_position_m": [ 0.7049999772758839, -0.09000005199336013, -0.00010773877982213599 ], "peak_lift_m": 0.0, "recovery_attempts": 0, "help_requested": false, "peak_tool_shoe_force_n": 0.0, "peak_tool_shoe_force_time_s": 0.0, "tool_shoe_impulse_ns": 0.0, "tool_shoe_contact_ticks": 0, "physics_timestep_s": 0.002, "policy_interval_s": 0.02, "max_joint_command_delta_rad": 0.0030000000000001137, "max_tracking_error_m": 0.13176365447794705, "simulation_seconds": 5.399999999999627, "wall_seconds": 0.3661736659705639, "solver_warnings": 0, "native_steps": 2700, "shoe_external_force_used": false, "shoe_equality_constraints": 0, "recovery_count": 0, "intervention_count": 0, "peak_contact_force_n": 0.0, "contact_force_scope": "sum of normal shoe-to-robot/tool forces, excluding table", "force_peak_by_phase_n": { "settle": 0.0, "direct_reach": 0.0, "direct_close": 0.0, "direct_lift": 0.0 }, "policy_compute_p50_ms": 0.024666544049978256, "policy_compute_p95_ms": 0.05205823108553884, "policy_compute_max_ms": 0.3849589265882969, "wall_includes_model_compile": true, "recorded_state_scope": "privileged native state; qpos has 6 arm radians, 2 jaw metres, shoe XYZ metres and quaternion wxyz; qvel has 6 arm rad/s, 2 jaw m/s, shoe linear m/s and angular rad/s; controls are 6 joint radians plus jaw metres; requested targets update every20ms and issued controls are rate limited every2ms", "retention_criterion": "shoe bottom >35 mm with both fingers contacting, tool and world force each <0.01 N for final 500 ms", "no_tool_baseline": true, "tool_pre_equipped": false, "outcome": "failed_direct_reach", "real_time_factor": 14.747100902755045 }, "events": [ { "t": 0.0, "type": "assumptions", "message": "assumptions", "pre_equipped_rigid_tool": false, "privileged_observations": true, "shoe_attachment": false, "controller_reach_limit_x_m": 0.54, "tool_acquisition_tested": false }, { "t": 0.0, "type": "phase", "message": "settle", "name": "settle", "target": [ 0.36, -0.06, 0.27 ] }, { "t": 0.4, "type": "direct_reach_attempt", "message": "direct reach attempt", "desired_x_m": 0.7049999772540483, "clipped_x_m": 0.54 }, { "t": 0.4, "type": "phase", "message": "direct reach", "name": "direct_reach", "target": [ 0.54, -0.09, 0.075 ] }, { "t": 2.9, "type": "phase", "message": "direct close", "name": "direct_close", "target": [ 0.54, -0.09, 0.075 ] }, { "t": 3.9, "type": "phase", "message": "direct lift", "name": "direct_lift", "target": [ 0.5, -0.09, 0.2 ] }, { "t": 5.4, "type": "direct_reach_failed", "message": "direct reach failed", "shoe_x_m": 0.7049999772758839 } ], "errors": [], "wall_seconds": 0.3671923750080168, "native_trace_columns": [ "t_s", "tool_shoe_force_n", "shoe_robot_force_n", "left_finger_force_n", "right_finger_force_n", "shoe_x_m", "shoe_y_m", "shoe_z_m", "world_shoe_force_n" ], "control_compute_ms": [ 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"t": 0.0, "type": "phase", "message": "settle", "name": "settle", "target": [ 0.36, -0.06, 0.27 ] }, { "t": 0.4, "type": "help_requested", "message": "tool cannot reach far edge", "reason": "tool_cannot_reach_far_edge", "required_tcp_x_m": 0.7049999772540483 }, { "t": 0.4, "type": "phase", "message": "hold for help", "name": "hold_for_help", "target": [ 0.36, -0.06, 0.27 ] } ], "errors": [], "wall_seconds": 0.23922554193995893, "native_trace_columns": [ "t_s", "tool_shoe_force_n", "shoe_robot_force_n", "left_finger_force_n", "right_finger_force_n", "shoe_x_m", "shoe_y_m", "shoe_z_m", "world_shoe_force_n" ], "control_compute_ms": [ 0.024250010028481483, 0.028790906071662903, 0.024124979972839355, 0.028209062293171883, 0.02487492747604847, 0.023082830011844635, 0.022750115022063255, 0.021958956494927406, 0.02266606315970421, 0.022499822080135345, 0.02308306284248829, 0.055666081607341766, 0.055958982557058334, 0.038499943912029266, 0.029209069907665253, 0.02445792779326439, 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4, "valid": 4, "successes": 2, "outcomes": { "completed": 2, "failed": 2 }, "wall_seconds": 1.030725623946637, "metrics_note": "See every individual trial for contact, retrieval, recovery and failure details." }, { "task": "hinged-box", "policy": "recovery", "attempts": 4, "valid": 4, "successes": 2, "outcomes": { "completed": 1, "safe_abort": 2, "recovered": 1 }, "wall_seconds": 1.1474612918682396, "metrics_note": "See every individual trial for contact, retrieval, recovery and failure details." }, { "task": "tool-reach", "policy": "baseline", "attempts": 4, "valid": 4, "successes": 0, "outcomes": { "failed_direct_reach": 4 }, "wall_seconds": 1.2767312920186669, "metrics_note": "See every individual trial for contact, retrieval, recovery and failure details." }, { "task": "tool-reach", "policy": "recovery", "attempts": 4, "valid": 4, "successes": 0, "outcomes": { "retrieved_lift_failed": 3, "deferred_insufficient_reach": 1 }, "wall_seconds": 2.040834126062691, "metrics_note": "See every individual trial for contact, retrieval, recovery and failure details." } ], "paired_comparisons": [ { "task": "hinged-box", "case_id": "open-medium", "valid_pair": true, "baseline_success": true, "recovery_success": true, "lid_contact_avoided": false, "nuisance_interruption": false, "nuisance_scope": "Baseline completed without disallowed contact; conservative withdrawal is not proven necessary.", "completion_delay_s": 0.0 }, { "task": "hinged-box", "case_id": "falling-medium", "valid_pair": true, "baseline_success": false, "recovery_success": false, "lid_contact_avoided": true, "nuisance_interruption": false, "nuisance_scope": "Baseline completed without disallowed contact; conservative withdrawal is not proven necessary.", "completion_delay_s": null }, { "task": "hinged-box", "case_id": "falling-low", "valid_pair": true, "baseline_success": false, "recovery_success": false, "lid_contact_avoided": true, "nuisance_interruption": false, "nuisance_scope": "Baseline completed without disallowed contact; conservative withdrawal is not proven necessary.", "completion_delay_s": null }, { "task": "hinged-box", "case_id": "transient-damped", "valid_pair": true, "baseline_success": true, "recovery_success": true, "lid_contact_avoided": false, "nuisance_interruption": true, "nuisance_scope": "Baseline completed without disallowed contact; conservative withdrawal is not proven necessary.", "completion_delay_s": 0.6999999999999997 }, { "task": "tool-reach", "case_id": "reach-heldout-light", "valid_pair": true, "baseline_success": false, "recovery_success": false, "baseline_retrieved": false, "with_tool_retrieved": true, "with_tool_retained_lift": false, "comparison_scope": "No-tool capability control versus mounted rake plus recovery; not an isolated policy effect." }, { "task": "tool-reach", "case_id": "reach-heldout-offset", "valid_pair": true, "baseline_success": false, "recovery_success": false, "baseline_retrieved": false, "with_tool_retrieved": true, "with_tool_retained_lift": false, "comparison_scope": "No-tool capability control versus mounted rake plus recovery; not an isolated policy effect." }, { "task": "tool-reach", "case_id": "reach-heldout-heavy", "valid_pair": true, "baseline_success": false, "recovery_success": false, "baseline_retrieved": false, "with_tool_retrieved": true, "with_tool_retained_lift": false, "comparison_scope": "No-tool capability control versus mounted rake plus recovery; not an isolated policy effect." }, { "task": "tool-reach", "case_id": "reach-heldout-short", "valid_pair": true, "baseline_success": false, "recovery_success": false, "baseline_retrieved": false, "with_tool_retrieved": false, "with_tool_retained_lift": false, "comparison_scope": "No-tool capability control versus mounted rake plus recovery; not an isolated policy effect." } ] }