The AI Oracle Effect occurs when teams treat AI-generated output as inherently correct, authoritative, or strategically sound. AI stops being a tool and starts being treated like prophecy. Instead of questioning, validating, or contextualizing the output, the team begins deferring to it. Research becomes a prompt. Recommendations become decisions. The system becomes the oracle. And the room gets surprisingly quiet.
Pogo sticking describes the frustrating user behavior of repeatedly jumping back and forth between a main page and individual items in a list, like bouncing up and down on a pogo stick, because they can’t find what they need or navigate efficiently. It’s a sign of poor information scent, weak previews, or a lack of helpful context.
Whack-a-Mole describes a frustrating pattern where fixing one usability problem seems to create another, often in a different part of the system. It’s what happens when you address symptoms instead of root causes, leaving teams trapped in an endless cycle of reactive fixes.
Design debt is the accumulation of shortcuts, inconsistencies, and outdated patterns in a product’s user experience over time. Like financial debt, it lets you move faster in the short term, but if left unpaid, it compounds into a bigger, messier problem that slows you down and frustrates users.
Paving the cow path happens when you formalize and reinforce an existing user behavior or process, rather than designing a completely new one. In UX, it means observing how users already navigate your product, even if it’s messy, and then improving or streamlining that exact behavior, instead of forcing a “better” way that nobody asked for.
Sandbagging describes the practice of deliberately lowering expectations or under-promising on what a design, feature, or team can deliver, only to exceed those expectations later. It’s a strategy used to create the perception of overperformance, often to impress stakeholders, reduce risk, or buy time.
Rubber ducking is the practice of explaining a problem aloud, often to someone (or something) else, to clarify your own thinking and arrive at a solution. In UX and product work, it’s a simple but effective way to unblock yourself or a teammate by articulating the problem clearly.
Bike shedding refers to the tendency of teams to spend disproportionate more time and energy debating trivial or easy-to-understand aspects of a project, while neglecting the more complex, impactful issues. This often happens when teams lose sight of the bigger picture goal.
Yak shaving describes the endless, sometimes absurd chain of small, unexpected tasks that you end up doing when trying to complete a bigger goal. In UX work, it happens when progress gets bogged down in tangential chores that feel disconnected from the actual objective.