Edge-Cloud Optimized Construction Safety Intelligence System via Adaptive MLLM Reasoning and Metadata-Driven Mitigation

I&T Solution Edge-Cloud Optimized Construction Safety Intelligence System via Adaptive MLLM Reasoning and Metadata-Driven Mitigation
(REF: S-1942)
Trial Project
Solution Feature
  • Adaptive MLLM Reasoning
  • Metadata-Driven Dynamic Mitigation
  • Edge-Cloud Criticality Optimization
  • Curriculum-Stratified AI Training
  • Continual Feedback Refinement
Trial Application and Expected Outcome
  • Large-small language model co-adapter frameworks, with a coefficient variation-based difficulty grading mechanism to stratify training datasets by the samples’ degree of complexity, and with multi-stage curriculum learning strategies to progressively optimize the AI models toward advanced loss functions tailor-made for construction safety applications;
  • Hybrid edge-cloud computing paradigms with staged analyses based on criticality-latency trade-off, for cost-effective resource utilization and timely incident reporting to safety managers;
  • Integration of chain-of-thought prompting with agentic retrieval-augmented generation frameworks, for transforming risk identification into root cause reasoning and actionable mitigation planning, dynamically augmented by site-specific metadata (e.g. historical incidents, evolving project requirements or site conditions);
  • Multi-stage time-series analytical frameworks for automated video-based anomaly detection for high-confidence tasks, integrated with continual feedback-and-correction mechanisms upon low-confidence edge cases, to refine the AI models’ site-specific knowledge for enhanced scene-adaptive generalization and contextual awareness of the AI models.
Additional Solution Information EMSD_mllm_20250610.pdf
Info on I&T Solution Provider
Solution Provider:AI Sense Limited
Address:Unit 507, 19W, Hong Kong Science Park, Shatin
Contact Person:Joey Pong
Position:CEO
Tel:62208349
Email: joeypong@aisense.cloud
Webpage: https://aisense.cloud

For details of the above I&T solution, please contact the I&T solution provider.