OranSense AI Skills Platform
A curated library of pre-trained AI skills, automation recipes, and domain-specific intelligence modules — ready to deploy into your RAN environment with zero integration overhead.
Handover Predictor
LSTM-based model that predicts UE handover events 500ms in advance, enabling proactive resource reservation and reducing handover failure rates by 42%.
Congestion Forecaster
Time-series forecasting skill that predicts cell-level congestion 10 minutes ahead using historical PRB utilisation and UE density patterns.
Energy Sleep Scheduler
Reinforcement learning agent that autonomously schedules cell sleep cycles based on traffic forecasts, reducing energy consumption by up to 30%.
Anomaly Sentinel
Unsupervised anomaly detection skill for O-RAN interface traffic. Flags deviations from baseline E2/A1/O1 message patterns in real time.
PRB Optimizer
Multi-armed bandit algorithm for dynamic PRB allocation across slices. Maximises aggregate throughput while respecting per-slice SLA constraints.
KPI Anomaly Detector
Statistical process control skill that monitors 50+ RAN KPIs simultaneously and raises alerts when metrics deviate beyond configurable thresholds.
Beam Steering AI
Deep reinforcement learning skill for massive MIMO beam management. Adapts beam patterns to UE movement in real time, improving cell-edge SINR by 8 dB.
Slice SLA Guardian
Closed-loop automation skill that monitors network slice SLA commitments and triggers resource reallocation actions before SLA breaches occur.
Traffic Classifier
Real-time DPI-free traffic classification skill using flow-level features. Identifies application types with 96% accuracy to inform QoS policy decisions.
Build Your Own Skill
The OranSense Skill SDK provides a Python-based framework for authoring, testing, and publishing custom AI skills to the platform. Skills are packaged as OCI containers with a standardised A1/E2 interface wrapper — no RAN protocol expertise required.
Author
Write your model logic in Python using the Skill SDK. The framework handles A1/E2 message serialisation, lifecycle management, and telemetry.
Test
Validate against the built-in RAN emulator. Run conformance checks against O-RAN interface specs before submission.
Publish
Submit to the OranSense Marketplace. Certified skills are available to all platform operators within 48 hours of approval.
Deploy AI Skills Across Your RAN
Talk to our platform team about integrating the Skills Platform into your near-RT RIC environment.