Nebulaworks
Contact

Posts

Search and filter

Insights

Post
AWS IoT Greengrass V2 in Production — Managing Edge ML Deployments at Scale
Greengrass V2's component model changes how you think about edge ML deployment. Here's how to structure inference, connectivity, and OTA updates.
April 9, 2026
Post
Why Energy Forecasting Models Drift — and How to Keep Them Accurate in Production
Energy forecasting models degrade in grid-specific ways. Understanding why helps you build the monitoring and retraining strategy to catch it early.
February 27, 2026
Post November 24, 2025 Building the Data Infrastructure for Distributed Energy Resource Management Managing millions of DER endpoints requires a different architecture than traditional SCADA. Here's how to build it on AWS. Read More
Post
Predictive Maintenance at Scale — Lessons from 18 Months in Production
Getting a predictive maintenance model working in a pilot is one thing. Keeping it accurate across 400 assets for 18 months is another. Lessons learned.
November 8, 2025
Post
Predictive Maintenance for Substation Equipment — A Production MLOps Architecture
Transformer failures are largely preventable. A production MLOps architecture for substation health monitoring — sensor ingestion to ranked field alerts.
October 22, 2025
Post
Nextflow in Production — Deploying Genomics Pipelines with Wave, Fusion, and AWS Batch
Running Nextflow reliably in production — at scale, with reproducibility guarantees — requires more than a working pipeline. Here's the stack.
August 19, 2025
Post
Connecting Legacy SCADA to AWS — An OT/IT Integration Architecture for Industrial AI
Most industrial AI projects stall before the first model — because OT data is inaccessible. Here's the architecture that changes that.
July 29, 2025
Post
Enhancing AWS Landing Zones with Operational Monitoring and CI/CD Integration
Learn to enhance AWS Landing Zones with CloudWatch monitoring and CI/CD via GitHub Actions for improved performance and deployment automation
March 20, 2024
Post
The Vital Roles of Data Science and Data Engineering
In the modern era, data acts as the linchpin of innovation, driving insights and decision-making across industries.
Anthony Ramirez March 5, 2024
Post
Harnessing the Power of Generative AI - A Business Imperative
Generative AI is a transformative technology that is redefining the very essence of problem-solving and customer engagement strategies.
Chris Ciborowski February 7, 2024
Post
Minimal IAM permissions for AWS Systems Manager Session Manager
How to properly configure Session Manager
Joshua Campbell June 13, 2023
Post
Advanced AWS Landing Zone Configuration - Multi-Account Strategies and Automation
Explore advanced AWS Landing Zone setup with multi-account management, AWS Organizations, SCPs, and Terraform automation for secure scaling
June 12, 2023