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Technical debt

The accumulated cost of past shortcuts (integration, data, infrastructure, and process debt). For AI it is prioritized by impact on AI rather than general IT health, then contained, repaid incrementally, modernized opportunistically, or strategically replaced.

Defined in 4 GAGE programs, which carry 5 distinct definitions of it. The wording above is taught in Business AI Transformation.

How each discipline defines it

The same term does different work depending on who is using it. These are the definitions as each program teaches them, unedited.

Foundations of Robotics and Physical AI

The accumulated cost of structural and code quality decisions that prioritized short-term convenience over long-term maintainability. Structural technical debt in a robotics codebase specifically refers to wrong package boundaries, undeclared coupling, duplicated logic, and naming inconsistencies that slow down every future development activity. Like financial debt, it accrues interest: a small debt at month one is a large debt at month twelve.

Engineering Judgment and Professional Formation

The accumulated cost, usually paid in slower future engineering work, of choosing a faster, less complete solution now over a more thorough one, with the implicit or explicit intention of improving it later. A concept popularized by Ward Cunningham in the early 1990s, and the direct conceptual source for process debt in this topic.

Business AI Transformation

The accumulated cost of past shortcuts (integration, data, infrastructure, and process debt). For AI it is prioritized by impact on AI rather than general IT health, then contained, repaid incrementally, modernized opportunistically, or strategically replaced.

AI Literacy & Professional Conduct

The future cost incurred by choosing the fast, expedient option now rather than the right one; coined by Ward Cunningham in 1992, where the "interest" is the compounding extra effort every later change requires.

Business AI Transformation

the accumulated cost, in money, time, and risk, of systems built or maintained in ways that make future change harder. Like financial debt, it charges interest: every AI initiative pays it until you address the principal.

Where it is taught

The exact lessons this term appears in. The first 7 topics of every program are free with a free account.

Terms it appears with

Not an alphabetical neighbourhood: these are the terms taught in the same lessons, ranked by how often they appear together.