PC Workman Earns a 58 Proof of Usefulness Score by Building a Real-Time System Monitor That Explains Why Your PC Is Slow

PC Workman is a Windows system-monitoring and optimization tool that uses a local AI assistant, hck_GPT, to explain system behavior in plain language rather than simply displaying hardware statistics. By building a personalized baseline for each machine, the software can identify unusual activity, answer performance-related questions, and recommend optimizations based on actual usage patterns. The … Read more

Your AI Vendor’s “Zero Training” Promise Doesn’t Mean What You Think

Enterprise legal teams are signing AI agreements they don’t fully understand. Enterprise engineering teams are building on top of those agreements without reading them. The result is a compliance gap that won’t surface until it’s too late. I’ve reviewed a lot of enterprise vendor agreements in my consulting work. SaaS contracts, cloud infrastructure MSAs, data … Read more