Notes from the field on industrial automation, control systems, and agentic AI — written by the engineers who build them.
Most organizations do not need a leap into autonomous agents. They need a staircase. This 10-step AI maturity model starts with no adoption at all, moves through familiarization, centralization, workflow AI, RAG, grounding and governance, and ends with self-improving agentic systems.
Claude Mythos is not a reason to panic. It is a reason to modernize. The practical lesson for business owners and engineering leaders is simple: vulnerability discovery is getting cheaper, faster, and more automated, so AI-assisted security review now belongs inside the normal software delivery process.
Poor governance in an autonomous system is not just an operational risk. The cost can be measured in liability, money, or lives, often in ways that are not obvious until the damage is already done.