The same AI model can cost 5x more depending on the harness around it. Here’s what an agentic harness is, what we’d build first, and the controls we won’t skip.
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AI Coding Tools in Enterprise Software Delivery: An Architect’s Workflow
AI coding tools are everywhere — but most teams are still experimenting in isolated demos. In this architect-level walkthrough, Keyhole Software Chief Architect Zach Gardner shows how we use tools like Claude Code in real, production delivery: with planning mode, constraints-first prompting, multi-agent workflows, and the governance required for enterprise environments.
Deploying ML Models to Edge Devices with TensorFlow Lite and WebAssembly
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 …
CI/CD for Legacy .NET Framework Apps: How to Automate Deployment Pipelines
Outdated deployment practices can slow down even the best software teams. When you’re still manually moving files between servers, it’s easy for small mistakes to slip through and updates to take longer than they should. At Keyhole Software, we’ve seen firsthand how this approach can hold back your projects. The solution is to automate deployment pipelines. It brings consistency, reliability, …
How to Migrate Legacy Applications to AWS or Azure (With Real Examples)
A familiar challenge for many businesses is knowing when it’s 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 …