AI That Feels the Ground Before You Do
SafeStep uses advanced AI and computer vision to detect hidden landmines from aerial or ground-level imagery, transforming dangerous conflict zones into safe, reclaimed land for communities worldwide.
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The Urgent Crisis
Over 60 million people globally live under constant threat from landmines buried in their communities. Traditional detection methods demand extraordinary sacrifice—they're dangerously slow, prohibitively expensive, and force demining personnel into harm's way with each step.
60 Million People
Living daily with landmine risk
Manual Methods Fail
Slow, costly, and inherently dangerous
Human Cost
Lives lost to preventable exposure
Introducing SafeStep
AI-Powered Detection
SafeStep revolutionizes mine detection through deep learning computer vision. Our system analyzes drone and ground-level imagery to distinguish safe zones from mine-laden terrain with unprecedented accuracy, eliminating guesswork and human exposure.
What Makes SafeStep Different
1
Deep Learning Detection
AlexNet CNN architecture processes thousands of training images to identify mine signatures with extraordinary precision.
2
Cloud Processing
Real-time analysis of drone footage deployed instantly to field teams through secure infrastructure.
3
Field-Ready Interface
Intuitive mobile integration gives demining teams actionable intelligence directly in the field.
4
Continuous Learning
Each new dataset strengthens our model, ensuring SafeStep improves with every deployment.
The Technology Foundation
SafeStep leverages PyTorch and AlexNet, a proven convolutional neural network architecture, to process terrain imagery with scientific rigor. Our system architecture prioritizes accuracy, speed, and reliability across diverse environmental conditions.
Model Architecture
  • Framework: PyTorch
  • Network: AlexNet CNN
  • Training datasets: Safe/Mine categories
  • Deployment: Optimized inference
Processing Pipeline
  1. Image preprocessing and normalization
  1. Data augmentation for robustness
  1. Model training on labeled datasets
  1. Real-time field deployment
Proven Performance Through Rigorous Testing
Seven comprehensive experiments optimized every critical parameter. Our results demonstrate that strategic choices in data handling, model configuration, and hardware selection yield exceptional detection accuracy.
Results That Save Lives
94%
Detection Accuracy
Validation performance on unseen data demonstrates exceptional generalization capability.
5x
Speed Improvement
GPU-accelerated processing reduced training from 5 hours to under 1 hour per iteration.
60%
Faster Detection
SafeStep completes terrain analysis in a fraction of traditional manual methods' timeframe.
40%
Cost Reduction
Automated detection dramatically reduces per-square-kilometer clearance expenses versus conventional approaches.
Sustainable Funding for Global Scale
Our $25,000 seed funding targets field testing and prototype deployment. This investment accelerates our mission from research to real-world impact, equipping humanitarian teams with transformative technology.
Budget Allocation
Revenue Pathways
  • Government partnership contracts
  • NGO subscription licensing per km² analyzed
  • Humanitarian aid organization agreements
  • Defense and security sector partnerships
  • Data licensing for research advancement
Human-Centered Impact
Every mine detected is a family that can farm again. Every cleared zone is a school that can be built. SafeStep transforms dangerous terrain into opportunity for communities rebuilding after conflict.
Communities Empowered
Families reclaim agricultural land and rebuild livelihoods with confidence and safety.
Zero Operator Exposure
Advanced detection eliminates human risk during the most dangerous phase of clearance operations.
Accelerated Recovery
Regions transition from crisis to development at unprecedented speed, creating economic opportunity.
Join the SafeStep Mission
Lead Developer: Tristen Haggerty brings expertise in AI architecture, data science, and field deployment strategy. Supported by mentors from leading AI research institutions, safety specialists, and partner NGOs committed to humanitarian demining.
SafeStep represents more than technology—it's a commitment to making the world safer. Whether you're an investor, technical partner, or humanitarian organization, we invite you to be part of this transformation.
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