AIXR-Coach: Adaptive XR Training for Industrial Excellence

🎥 Industrial Training Scenarios

AIXR-Coach is built to revolutionize training across diverse industrial applications, from intricate assembly to large-scale logistics. Here are some examples of scenarios our system can adaptively train for:

📘 About AIXR-Coach

Traditional industrial training often falls short: it's generic, slow to adapt, and struggles to replicate real-world complexities. This leads to inefficiencies, increased risks, and a disconnect between theoretical knowledge and practical application. Current XR solutions frequently suffer from immersion-breaking latency and lack true personalization.

AIXR-Coach revolutionizes this paradigm. We design a cross-device XR training experience that uses AI to personalise human learning and includes multisensory feedback in real time, while predicting and optimising latency to keep immersion consistent. Our system provides an adaptive training experience for critical industrial production tasks, from large-scale engine assembly to precision hearing aid manufacturing.

Our core objective is to improve **safety, quality, and efficiency** in industrial environments by offering a training platform that understands and adapts to each individual learner.

✨ Core Features

• Adaptive Learning Journeys:
  • AI personalizes the experience based on individual worker profiles, past performance, and task history.
  • The first training run is uniquely tailored, and the seventh run adapts based on prior sessions, ensuring continuous improvement.
  • Incorporates worker language preferences with live translation capabilities.
  • Awareness mechanisms identify critical process points, judged by past successes and incidents.
• Real-time Multisensory Feedback:
  • Augmented information is displayed directly in the worker's view (XR overlay).
  • Haptic feedback guides precise movements and alerts.
  • Spatial audio provides clear instructions, warnings, and environmental cues.
  • Safety-Critical Warnings: Immediate visual, haptic, and audio alerts for safety rule infringements or proximity to hazards.
• Seamless Cross-Device Immersion:
  • Supports diverse XR hardware (Meta Quest 3, Apple Vision Pro, AR glasses) with local on-device computation for low communication overhead.
  • Enables shared virtual training sessions where multiple workers or a worker and supervisor can experience the same environment in real-time.
  • Remote Supervision: Supervisors can remotely "jump into" a worker's point-of-view, offering instant guidance or intervention, especially during safety-critical events. Workers can also request supervision.
• Predictive Latency Optimization:
  • Our AI predicts and actively optimizes latency across all devices to maintain a consistent and uninterrupted immersive experience.
  • Leverages local computation on sophisticated AR devices to minimize communication delays.
• Scalable & Modular System:
  • Companies can easily integrate their own specific cases, scenarios, and training modules.

📊 The AIXR-Coach Dashboard

Our intuitive dashboard provides comprehensive insights into training performance and operational safety:

• Task Tracking: Monitor tasks in execution by worker and step, and view completed tasks.
• Safety & Incident Reporting: Track security incidents, warnings issued, and rule infringements.
• Performance Analytics: Plot key performance indicators (KPIs) over time, aiming to minimize incidents and optimize task completion time.
• **(Future)** Facility Map: Visualize worker locations and active training zones within the facility.

⚙️ Technology Behind AIXR-Coach

AIXR-Coach is built on a robust technical foundation:

• Advanced Data Pipeline: For efficient collection, curation, and anonymization of training data.
• Multimodal AI Functionality: Leveraging the latest in multimodal AI for personalization, prediction, and real-time adaptation.
• Adaptive Training & Development Modules: Modular components for dynamically generating and modifying training content.
• Cross-Platform XR Frameworks: Utilizing platforms like Unity or Unreal Engine for immersive experience development.
• Networking & Edge Computing: Optimized for low-latency communication and on-device computation to ensure seamless cross-device synchronization.

🎬 AIXR-Coach Concept Demo

Experience a glimpse into the future of industrial training with AIXR-Coach. This concept video demonstrates how personalized, multisensory feedback and seamless immersion empower workers in complex environments.

🤝 Ethics & Inclusivity

We are committed to developing AIXR-Coach responsibly, with a strong focus on ethical considerations and inclusivity:

• Data Privacy: Implementing robust pseudonymization and anonymization pipelines. If recordings are kept, faces and sensitive information are blurred.
• Aggregated Metrics: Focusing on aggregated results and system improvements, avoiding personal worker metric "nightmares."
• Consent & Control: Supervisors can *request* access to a worker's POV, ensuring transparency and worker consent.
• Inclusivity by Design: Considering diverse user needs, including gender-neutral design, customizable color schemes for visual impairments, adjustable interaction weights, and support for various physical capabilities.

🚀 Our Product & Service Model

AIXR-Coach offers flexible solutions to integrate advanced adaptive training into your operations:

• Consulting & Bespoke Training: We provide expert consulting and conduct tailor-made training sessions for companies, ensuring optimal implementation and results.
• Framework for Self-Service: We offer a robust, modular framework that companies can license and use to build and manage their own traini