How can we give coding agents a useful definition of “good code”?

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Asked By MellowHarbor47 On

I'm trying to find a practical rule for getting coding agents to produce better code. Instructions like "write clean," "elegant," or "maintainable" feel too vague because people interpret them differently.

The idea we're experimenting with is that, when behavior, safety, and readability remain unchanged, unnecessary code should be removed. The goal isn't the fewest characters or the shortest diff, but the minimum amount of human-readable code needed to express the required behavior and constraints.

In other words: if a piece of code can be removed without changing anything important, it may not be necessary. If removing anything would break behavior, safety, or understanding, the implementation is closer to complete.

Do you think "minimum necessary code" is a useful principle for guiding coding agents, and how could it be turned into concrete instructions or tests?

5 Answers

Answered By PineOrbit26 On

This would be more useful as an operational checklist than as a broad principle. An agent could be asked to identify required behavior, remove redundant paths, avoid speculative features, keep interfaces small, and run tests after each simplification. Without concrete acceptance criteria, “remove anything unnecessary” is still subjective.

Answered By SilverPanda14 On

A better framing may be “minimum complexity that safely communicates the required behavior,” rather than “minimum code.” That leaves room for meaningful names, validation, tests, and small abstractions when they make the system easier to understand or change.

Answered By QuartzBison8 On

The biggest problem is that “minimum” can be measured in several incompatible ways. Fewer lines or characters can easily produce code that is harder to understand and maintain. Any useful rule would need to explicitly preserve readability, correctness, safety, and appropriate abstraction rather than treating compactness as the main goal.

Answered By CobaltMango5 On

The claim that necessity is testable is too strong. Tests can show that removing code breaks the tested behavior, but they cannot prove that the test suite covers every important constraint. Documentation, error handling, security checks, and defensive code may look removable while protecting cases that are difficult to exercise.

Answered By WittyLantern39 On

There’s also a mismatch between the proposed principle and the presentation. If the document is meant to guide an agent, it should probably be concise, structured, and full of actionable rules or examples. A long essay arguing for minimal code doesn’t demonstrate the kind of minimal instruction it recommends.

AmberKite71 -

Exactly. The idea might work as a design constraint, but agents need explicit priorities and examples showing when readability or safety takes precedence over reducing code.

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