Understand models, training, inference, tools, and agents without the jargon.
See how chips, clouds, model labs, applications, and distribution fit together.
Decode models, APIs, RAG, MCP, tools, runtimes, and agents in one clear map.
Separate useful delegation from hype, hidden risk, and dangerous automation.
Decide what should stay on your device, what belongs in the cloud, and how to balance privacy, capability, speed, and cost.
Choose systems that can survive changing models, vendors, prices, and capabilities.
I’m Keenan Benning, founder of cYpher.camp. I build and operate AI agents across real business workflows, then translate what works, and what breaks, into practical guidance anyone can use.
I’ve also built enterprise systems for U.S. Army crisis operations and blockchain infrastructure for CPAs, where accuracy, auditability, and reliability were non-negotiable
AI shifts supervised
Non-dilutive capital raised
Inventor