Scientific Publications
Our research is tied directly to the products we build. We publish findings that advance the field. By compiling empirical observations from our own production nodes, we contribute real-world technical data to edge computing and agritech.
Neural Architecture Search for Resource-Constrained Edge Microcontrollers
A technical research study on automating the design of machine learning model architectures optimized for low-power microcontrollers and specialized municipal IoT hardware setups.
Read PublicationTesting in the real world — right now.
These are live field deployments with commercial and cooperative partners generating real telemetry. Working systems generating data for algorithm refinement.
GoRaila Route Optimizations
Dynamic load-balancing across transit corridors
Field-testing scheduling algorithms across the Western Rail Corridor. Live route audits feeds directly into Goraila telemetry APIs to minimize scheduling delays.
Latest Research Papers
The Future of Distributed AI Systems
Analyzing decentralized model deployment pipelines and spatial-temporal inference clustering for edge networks in African urban centers.
Optimizing Low-Latency IoT Gateways
Formulating lightweight MQTT/CoAP packet routing and buffer schemes to mitigate connection failures on municipal solar grids.
Geospatial Data Visualization in 4D
Integrating time-series satellite vegetation indexes and road routing meshes into unified 4D web-assembly dashboards.
AI-Driven Yield Prediction for West African Smallholder Farms
Utilizing soil telemetry grids, historical meteorology models, and automated neural network calibration for regional agritech cooperatives.
Low-Bandwidth IoT Deployment Patterns in Nigerian Urban Networks
Documenting field metrics, low-power cycle behaviors, and transceiver optimizations across municipal telemetry nodes.
Technical Logs
Subscribe to receive technical telemetry summaries, firmware updates, and research preprints compiled by our labs.