Blog article

New kind of technical debt we're not talking about

Coding agents introduce a new kind of technical debt no one is really considering. The real danger isn't messy code — it's intent debt, context debt, dependency debt, and confidence debt.

New kind of technical debt we're not talking about
By Jarosław Michalik

New kind of technical debt we're not talking about

Coding agents introduce a new kind of technical debt no one is really considering.

Devs worry that AI will create "messy code."

That's not the real danger.

The real danger is a new form of invisible technical debt that traditional engineering teams aren't prepared for.

Let's break it down.

👉 Intent debt

The gap between what you meant to build and what you actually asked for.

When your instructions are vague, the AI fills those gaps with assumptions.

The resulting code reflects that lack of clarity.

You fix the syntax in your IDE… …but you never fix the intent in your prompt.

Because the underlying "source of truth" remains broken, the next generation of code inherits that same confusion, only amplified.

Vague Intent → Vague Architecture → Messier Intent → Broken System.

It's a feedback loop of misunderstanding that no one is tracking.

👉 Context debt

AI tools rely heavily on context you provide them with.

When the AI doesn't have enough context, it starts guessing.

Guessing leads to:

  • Duplicated logic
  • Inconsistent naming
  • Mismatched patterns
  • Business rules applied differently

System-level entropy. And entropy, as we remember from physics lectures, does not decrease in an isolated system.

👉 Dependency debt

AI-generated code often brings in "baggage" that looks like a solution:

  • Extra packages
  • Outdated patterns
  • Magic solutions with hidden tradeoffs

It's subtle because everything works at first. Then three months later you're asking: "Why do we have four different date libraries?"

👉 Confidence debt

The biggest of them all. Code is generated. It's working. We assume it's correct.

This leads to:

  • Fewer 2nd thoughts
  • Fewer tests and reviews
  • Fewer design discussions
  • Fewer architectural debates

This creates a "psychological tech debt" that is extremely hard to unwind because the whole team believes the code is solid… until it isn't.


💡 The real problem?

Traditional refactoring won't fix any of this.

You can clean the code, but you can't clean the decisions behind the code.

This isn't just code debt.

It's process debt.

It's cognitive debt.

A brand new category. And most teams won't notice it until it's too late.

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