AI Coding Agents and Hallucinations: How Engineers Can Protect Their Clients

Architect reviewing blueprints

The biggest risk in AI isn’t hallucinated facts. It’s hallucinated certainty. When an agent says “I assert,” many experienced engineers hear: “I haven’t verified this.” That’s not an AI problem, it’s an accountability problem. Production systems don’t care what the model believes. They care what actually happened. The future of trustworthy AI won’t be built on better explanations. It will be built on better proof.

2025 Preview – Small Business, AI and You

AI in 2025

In this last installment for 2024, we’ll summarize the biggest technology takeaway of the year and what is on the horizon for 2025 and beyond. As we all know, AI was the big focus for 2024 with every major service racing to leverage it. In fact, as 2024 closes, if you are not leveraging AI … Read more

We are the “BeeKeepers”

The Beekeepers protecting the digital hive

"Have you seen the Beekeeper on Amazon Prime starring Jason Statham?" This is the question our Marketing Manager, Madeline asked me on a call recently. Coincidentally, I had seen the movie and thought it was really good because 1.) I am a sucker for action movies, and 2.) Jason Statham rarely disappoints. As a big fan of action movies or Jason Statham or both, I would highly recommend this one. Madeline then pointed out (and Spoiler Alert: what is the whole premise of the movie) is that Beekeepers protect the hive from baddies. Then she pointed out that at CMHWorks we do exactly that by providing Digital Security Services to our hive.

Maintenance vs. Support – The Down & Dirty

Some words that you may often hear in terms of IT services are “Maintenance” and “Support”. If you’re not in the business of delivering IT services, these words may be synonymous to you. In fact, they are not at all. When dealing with IT Service providers, it will benefit you to remove any ambiguity about “Maintenance” and “Support” in understanding what is being provided.