Python Sample App for SMO Systems like Ericsson Intelligent Automation Platform. We aim to be ORAN aligned. Use this to kickstart your own app!

Production-ready SDR-O-RAN platform for satellite NTN communications with AI/ML optimization (DRL) and quantum-safe cryptography (NIST PQC). 8,814 lines of code. Open-source 5G/6G research platform.

A collection of material showing how NSO and Confd can be used to exercise the set of xRAN YANG models used to support its split RAN architecture

RAN Simulator for OAICT

End-to-end Nokia RAN trial analysis pipeline — KPI Charts, Statistical Analysis, and Technical Memo from raw 4G LTE and 5G NR NSA exports. Claude Cowork skill

RANSites is a web platform for RAN data governance and planning, covering sites, sectors, cells, mapping, Allplan/KML exports, and role-based geographic access.

OCUDU enabled with AI Agent Skills to perform action by AI agents like Claude, Cursor, Windsurf etc...

A collection of material showing how NSO and Confd can be used to exercise the set of xRAN YANG models used to support its split RAN architecture

Clean-room port of NVIDIA Aerial 5G L1 to AWS Trainium via NKI. Agentic, hardware-in-the-loop. Views are the author's own.

LTE/5G Coverage Planning and Network Optimization Dashboard using Python and Streamlit

Reproducible 5G SA lab using Open5GS and UERANSIM with Docker Compose, subscriber config, log collection, Python attach/PDU parser, notebook analysis, reports, and an honest Linux runtime evidence workflow.

Deployment of IOSMCN O1 Adapter and SMO with OAI (simulated env)

Procedure-aware troubleshooting engine for simplified and already-decoded 4G/5G control-plane event traces.

E2 Node Simulator for O-RAN RIC Platform - HTTP-based E2 interface traffic generator supporting multiple xApps with realistic KPI data generation. Enables testing KPIMON, Traffic Steering, QoE Predictor, RC, and FL xApps without real RAN equipment.

Automate 4G and 5G RAN trial analysis by generating technical memos, statistical sigma reports, and KPI charts from Nokia export data.

Autonomous AI agent for RAN optimization using Deep Q-Learning, CrewAI, and multi-vendor network simulation

RANPulse: realtime telecom traffic emulator and cloud-native control plane dashboard

LTE/5G RF drive-test coverage analyzer with synthetic GPS/KPI data, weak coverage detection, Folium maps, and engineering reports.

Rule-based RAN incident timeline builder correlating alarms, KPI drops, and change events using synthetic telecom-style data.