AI model test machines
Designing and building systems for local AI workloads: hardware selection, memory capacity, inference runtimes, and the operational details that make a test lab useful.
AI infrastructure · Performance · Security
Build the system.
Measure the limits.
Engineer what comes next.
ErgoShear.dev is an engineering and development journal for AI test machines, model performance benchmarks, and secure operations. From hardware on the bench to AI working in the delivery pipeline.
Engineering in focus
Build. Benchmark. Automate. Secure.
AI model performance benchmarks
Evaluating throughput, latency, resource use, and workload behavior. Clear test conditions and repeatable methods, with context behind the numbers.
AI doing DevOps
Practical experiments and YouTube walkthroughs exploring AI-assisted infrastructure, automation, delivery pipelines, and troubleshooting, with human oversight.
CISSP & DevSecOps
Engineering notes and YouTube video topics connecting CISSP security principles to practical DevSecOps: identity, least privilege, risk, and secure operations.
Behind the name
The ergosphere connection.
A rotating black hole drags spacetime around it. In the ergosphere, outside the event horizon, that rotation makes energy extraction possible. ErgoShear takes its inspiration from this region: a study in rotation, extreme conditions, and extracting useful work. Here, that curiosity becomes hands-on engineering, measured performance, and security by design.