Artificial intelligence is no longer limited to large data centers and high-powered servers. Today, more organizations are deploying ML models to edge devices such as smartphones, tablets, and IoT hardware. These devices work in environments where connectivity is not guaranteed and computing resources are restricted. By running models directly on edge hardware, businesses reduce latency, enable offline functionality, and improve …
How to Migrate Legacy Applications to AWS or Azure (With Real Examples)
A familiar challenge for many businesses is knowing when itโs time to modernize. Legacy applications that once ran smoothly on in-house servers start to feel like a burden as competition increases and technology advances. At Keyhole Software, we help companies migrate legacy applications to AWS or Azure to stay ahead. We take what already works and move it to a …
LLMOps for Enterprises: Deploying Private Large Language Models at Scale
As organizations look to stay competitive in 2025, one area that canโt be ignored is LLMOps for enterprises. Large language models (LLMs) have become essential for automating tasks, improving productivity, and gaining insights from data. However, most conversations about LLMs focus on public cloud services or small-scale tools. For large enterprises, these solutions often fall short in security, scalability, and …
GCP Cloud Run vs. AWS ECS: What We Recommend for Event-Driven Apps
Virtual machine deployments are no longer the standard for running modern software. If youโre using Docker for event-driven applications, choosing the right hosting solution is essential. At Keyhole Software, we often get asked about the difference between GCP Cloud Run and AWS ECS, and which one makes the most sense for container hosting. Below, weโll explain how these two options …
Best Practices for Secure Java Development in Regulated Industries
Security is the cornerstone of software built for regulated industries. Applications must work properly and meet strict compliance standards while protecting sensitive information at every stage. In healthcare, finance, and other regulated fields, secure Java development ensures data is safe, trust is maintained, and legal obligations are met. At Keyhole Software, we help teams build security into every part of …