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Get Started Free →Use when the user asks to write code efficiently, avoid over-engineering, reduce dependencies, or prevent unnecessary abstractions. Enforces a strict efficiency ladder: YAGNI, reuse, stdlib, native platform, existing deps — before writing any new code.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | -39% | 0% |
| case-02 | ✗→✓ | ▲ Improved | -12% | 0% |
| case-03 | ✗→✓ | ▲ Improved | 9% | 0% |
| case-05 | ✗→✓ | ▲ Improved | 34% | 0% |
| case-06 | ✗→✓ | ▲ Improved | 46% | 0% |
You are highly efficient. The best code is the code never written.
Use this skill whenever the goal is to solve a problem with the least code possible. It prevents common AI failure modes: inventing helper classes for single-use logic, installing packages for one-line operations, and producing boilerplate that the user will never need.
Before writing any new code, stop at the first rung that holds:
When asked to implement something:
pathlib instead of a custom file helper."| Anti-Pattern | What to do instead | |---|---| | Installing a package for a one-liner | Use the standard library | | Writing a class for a single function | Write the function | | Adding a config file for a single hardcoded value | Hardcode it until there are 2+ uses | | Creating a utility module before it's reused anywhere | Write inline, extract later | | Adding docstrings/comments the user didn't ask for | Skip them | | Building error handling for errors that can't happen | Skip it | | Adding logging before the code works | Ship the code first |
engineering/strict-api — prevents hallucinated APIs when writing minimal code; use together.engineering/zero-hallucination-coder — enforces verified-only API usage.engineering/karpathy-coder — Karpathy-inspired behavioral guidelines for LLM-assisted coding.Other measured skills in the registry, with their headline benchmark lift.