We construct and scale custom telemetry arrays, giving your AI models the exact physical and logical grounding they require to perform flawlessly.
Humanoid Kinematics Telemetry
Detailed physical movement recording. We track high-density spatial coordinate feeds (joints, velocity, force, and contact sensors) captured during real human workflow exercises to map precise mechanical instructions.
Technical Scope:
- 500Hz joint-angle recording
- Tactile force feedback loops
- Multi-modal vision alignment
- Direct compatibility with ROS / PyBullet
Active Computer Vision Alignment
Providing high-fidelity bounding box annotations, spatial depth mapping, dynamic object segmentation, and keyframe tracking sequences designed specifically for autonomous navigation algorithms.
Technical Scope:
- 3D lidar point-cloud mapping
- Sub-pixel semantic segmentation
- Dynamic spatial vectoring
- Synthesized noise filters
RLHF Context Evaluation
Robust human feedback datasets designed to align large-scale reasoning models. We simulate logic puzzles, dialogue flows, safety guardrails, and coding evaluation tasks with verified human experts.
Technical Scope:
- Verified expert reviewer network
- PII sanitization protocols
- Custom comparative preference trees
- Prompt-response drift control
Tactile Task Simulation
Edge-case physics simulation and recording. Our specialists run tasks involving delicate items, compliance modeling, collision recovery procedures, and general mechanical repair instructions.
Technical Scope:
- Deformable object manipulation
- Tool usage telemetry
- Failure-recovery recordings
- High-frequency vibration maps
Interactive Cognitive Mapping
Logging decisions under pressure. We analyze gaze coordinates, decision latency, and reasoning pathways during high-stress telemetry, teaching AI critical prioritization.
Technical Scope:
- Gaze tracking heatmaps
- Decision-tree latency logs
- Speech-to-intent sync
- Confidence scoring curves
Dataset Sanitization & Audit
Cleaning and refining existing datasets. We check for demographic bias, repetitive noise, corruption issues, and physical inconsistencies that skew model convergence.
Technical Scope:
- Outlier detection algorithms
- Data-distribution matching
- PII scrub verification
- JSON / Parquet formats supported
We design specialized client packages that deploy proprietary hardware to our verified contractor centers worldwide. This enables custom tactile, thermal, auditory, and stereoscopic telemetry capture under absolute confidentiality.
