What the Hell Is a Loop, Anyway?
Laurie Voss,
O'Reilly,
Aug 05, 2026
Another post to keep you current on AI terminology. The word du jour is 'loop'. The concept is simple enough, and common in computer science: to repeat a process over and over - sometimes iterating values, other times iterating outcomes. This article looks at the concept as it applies to AI and identifies four (or five) distinct types of loop: an execution loop that "iterates on steps within one task"; a task loop (or 'Ralph' loop) that "restarts a coding agent against the same specification over and over," iterating over a single artifact until it matches the spec; the product loop that "iterates on a codebase and its backlog, continuously" addressing external conditions such as "new issues, production logs, user feedback, review outcomes"; and the system loop that " iterates on prompts, harnesses, model choices, and the evals themselves." There's also a potential fifth outer loop, the oversight loop, "where goals get set, budgets get allocated, and work gets culled." This is where humans should be involved - the article argues that this is the only place humans should be involved. "That inner loop is capability. The outer loop is agency."
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