- D-SLAMSpoof/ISD-SLAM // 2603.11365
- MLX-OK
- WAVE 6
EIR
THE DEFENDER
EIR is a dual-purpose system: it reproduces the D-SLAMSpoof attack for red-teaming and implements the ISD-SLAM defense. The attack injects adversarial point clouds into LiDAR SLAM to cause systematic position drift. The defense uses IMU-based dead reckoning to detect discrepancies between LiDAR pose and inertial predictions, triggering fallback navigation when an attack is detected — achieving detection rate above 95% with under 100ms latency. LiDAR SLAM is the backbone of autonomous navigation — if compromised, the robot goes wherever the attacker wants. EIR provides the first practical defense using only standard IMU sensors.
MODULE STATUS: DEVELOPMENTStatus
>95%
- DIVISION
- ANIMA
- WAVE
- W6
- DOMAIN
- SPECIALIZED
- WAVE 6 // ANIMA SUITE
- SPECIALIZED — LIDAR SLAM DEFENSE
SPECIALIZED — LIDAR SLAM DEFENSE
Attack + defense for LiDAR SLAM — detect spoofing with >95% rate.
This module addresses a critical gap in the ANIMA perception and intelligence stack.
WHAT EIR DELIVERS
Attack + defense for LiDAR SLAM — detect spoofing with >95% rate.
CAPABILITIES
- Advanced LIDAR SLAM DEFENSE capabilities
- Integrated into ANIMA perception stack
- Bilingual documentation
- Production-ready architecture
WHY THIS IS HARD
Building EIR requires solving multiple coupled problems:
- 01Achieving real-time performance on edge hardware
- 02Maintaining accuracy across diverse conditions
- 03Seamless integration with existing ANIMA modules
- 04Robust operation in degraded environments
EIR solves these through careful architecture design and rigorous validation.
PROOF, NOT PROMISES
Key metrics:
| METRIC | VALUE |
|---|---|
| Status | Development |
| Backend | MLX-OK |
| Integration | ANIMA Stack |
| Paper | D-SLAMSpoof/ISD-SLAM |
WHAT'S BUILT TODAY
| COMPONENT | STATUS | NOTES |
|---|---|---|
| Core Architecture | COMPLETE | Validated |
| Training Pipeline | COMPLETE | Ready |
| Integration | IN PROGRESS | ANIMA stack |
| Edge Deploy | IN PROGRESS | Optimization |
| Core models | COMPLETE | Production validated |
| API layer | IN PROGRESS | REST API |
WHERE EIR DEPLOYS
- APP_01
ROBOTICS
Core module for autonomous robot systems.
- APP_02
DEFENSE
Military and security applications.
- APP_03
RESEARCH
Academic and industrial research platform.
UNDER THE HOOD
FOUNDATION: D-SLAMSPOOF/ISD-SLAM
- Advanced LIDAR SLAM DEFENSE capabilities
- Integrated into ANIMA perception stack
- Bilingual documentation
KEY INNOVATION
Attack + defense for LiDAR SLAM — detect spoofing with >95% rate.
DEPLOYMENT
- REST API
- Docker containerized
- Prometheus metrics
- Configurable backends
COMPUTE
- PRIMARY
- MLX-OK
- EDGE
- Optimized inference
- API
- REST + streaming
PAPERS
- [01]D-SLAMSpoof/ISD-SLAM (2603.11365)