refactoring-guide

v2026.09.24

SOTA refactoring and modularization principles that LLMs systematically miss. Covers language-agnostic principles plus.

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SKILL.md

Refactoring Guide

Principles that LLMs consistently get wrong during refactoring. This skill corrects systematic blind spots around coupling analysis, type-level design, module boundaries, and safe migration strategies.

The core problem: LLMs optimize for what code looks like (structural similarity), but good modularization optimizes for how code changes together (temporal cohesion). Every principle here addresses that gap.

Self-Evolving Skill: This skill improves through use. If instructions are wrong, parameters drifted, or a workaround was needed — fix this file immediately, don't defer. Only update for real, reproducible issues.

When to Use

  • Refactoring tasks: Extract module, split file, reduce coupling, reorganize
  • Code review: Spot smells and suggest the right fix (not the superficial one)
  • Architecture decisions: Module boundaries, dependency direction, integration points
  • Proactively: When you detect any signal from the Detection Heuristics table below

Workflow

When refactoring, follow this sequence:

  1. Detect — Scan the code against the Detection Heuristics table. Identify which smells are present.
  2. Diagnose — For each smell, read the corresponding reference file to understand the correct principle.
  3. Plan — Design the refactoring using the right technique. For multi-file changes (>3 files), use the Mikado Method (see references/architecture.md).
  4. Execute — Apply changes. For shared interfaces, use expand-contract (see references/tactical-moves.md).
  5. Verify — Confirm the refactoring reduced the specific coupling type identified in step 1.

Detection Heuristics

Scan for these signals to identify which principle to apply:

SignalLikely SmellPrincipleReference
Same group of parameters passed to 3+ functionsData clumpParse, don't validate — extract parameter objecttype-design.md §1
Method uses more of another class's fields than its ownFeature envyMove method to where data livesmodule-boundaries.md
if isinstance / type switch with >2 branchesMissing polymorphismReplace conditional with polymorphismtype-design.md §2
Import cycle between modulesAcyclic violationExtract shared or invert dependencymodule-boundaries.md §2
Boolean parameter on public APIFlag argumentSplit into separate methods or use enumtactical-moves.md §5
# TODO: remove after migration older than 3 monthsDead codeDelete it nowtactical-moves.md §1
Function has both return and side effects (db/file/network)Mixed concernsFunctional core, imperative shellarchitecture.md §1
Test requires mocking >3 dependenciesOver-couplingMissing a seam — identify and create onestructural-coupling.md §1
Changing one feature touches >3 directoriesWrong slicingPackage by feature, not layermodule-boundaries.md §1
Two modules that always change in the same PRUnder-modularizedCommon closure — merge themmodule-boundaries.md §3
One module changes for unrelated reasonsDivergent changeSplit by reason-for-changestructural-coupling.md §4
One logical change touches 5+ filesShotgun surgeryMerge the scattered concernstructural-coupling.md §4
init() must be called before process()Temporal couplingType-state patterntype-design.md §4
External API types used deep in business logicLeaked integrationAnti-corruption layer at boundaryarchitecture.md §2
Same struct mutated in 3+ different modulesUnclear data ownershipDesignate owning module for each data typestructural-coupling.md §5
Vendor SDK types used in core logicVolatility leakWrap behind narrow stable interfacestructural-coupling.md §6
Module exposes setters instead of operationsUndefended invariantsExpose intention-revealing operationsmodule-boundaries.md §5
Infrastructure exceptions surface in business logicError leakageTranslate errors at module boundarymodule-boundaries.md §6
Pass-through layer with no logic (just forwards calls)Fake modularityRemove unnecessary indirectiontactical-moves.md §9
Module named utils, common, helpers, sharedDumping groundSplit by actual consumer clustersmodule-boundaries.md §4
Domain logic inside controllers, handlers, or jobsMisplaced business logicExtract to domain modulearchitecture.md §1
Services scattered across modules constructing own depsMissing composition rootCentralize wiring at app entry pointarchitecture.md §5
God service that coordinates AND decides everythingMixed orchestrationSeparate orchestration from computationarchitecture.md §1

Principle Summary

Each principle is covered in detail in references/. Read the relevant file when you encounter its smell.

Structural Coupling (references/structural-coupling.md)

  1. Seam identification — Find natural seams before extracting; don't cut across them
  2. Connascence spectrum — Coupling has 9 strength levels; refactor toward weaker forms
  3. Stability metrics — Depend in the direction of stability (lower instability)
  4. Divergent change vs. shotgun surgery — Opposites requiring opposite fixes; don't confuse them
  5. Data ownership — Every data structure has one owning module; others read via contracts, never mutate
  6. Volatility isolation — Wrap high-churn dependencies behind narrow stable interfaces

Type-Level Design (references/type-design.md)

  1. Parse, don't validate — Parse at boundaries into typed results; never pass raw input downstream
  2. Make illegal states unrepresentable — Discriminated unions over boolean/optional fields
  3. Newtype / branded types — Wrap primitives with distinct types to prevent semantic confusion
  4. Temporal coupling → type-state — Return new types that expose only currently-valid methods

Architecture (references/architecture.md)

  1. Functional core, imperative shell — Pure functions for decisions, thin IO shell for effects
  2. Anti-corruption layer — Translate external models at integration boundaries
  3. Strangler fig — Incremental migration, never big-bang rewrites
  4. Mikado method — For large refactors: try, record failures, revert, work bottom-up
  5. Composition root — All wiring at one entry point, not scattered through modules

Module Boundaries (references/module-boundaries.md)

  1. Package by feature, not layer — Vertical slicing keeps feature changes local
  2. Acyclic dependencies — Module graph must be a DAG
  3. Common closure — Group by reason-for-change, not technical similarity
  4. Interface segregation — Don't force consumers to depend on unused exports
  5. Invariant enforcement — Modules defend their own invariants; expose operations, not setters
  6. Error boundary translation — Each module translates errors to its own domain vocabulary

Tactical Moves (references/tactical-moves.md)

  1. Deletion as refactoring — Best refactoring often has negative line count
  2. Rule of three — Wait for three instances before abstracting
  3. Inline then re-extract — Flatten confused code first, then re-decompose cleanly
  4. Expand-contract — For shared interfaces: add new alongside old, migrate, remove old
  5. Boolean parameter prohibition — Split or use enum instead
  6. Configuration as explicit dependency — Pass config, don't import globally
  7. Characterization tests first — Pin behavior before refactoring
  8. Conway's law alignment — Module boundaries should match team boundaries
  9. Over-modularization check — Boundary must improve change isolation, not just organize files
  10. Module documentation template — For each module: responsibility, ownership, dependencies, invariants, error model

Rust-Specific (references/rust-specific.md)

Read when refactoring Rust codebases. Covers visibility as architecture, public API surface control, crate vs. module boundaries, Cargo features, workspace feature unification, and dependency policy tooling.

Swift/macOS-Specific (references/swift-macos-specific.md)

Read when refactoring Swift codebases on macOS. Covers access control as architecture (package modifier), explicit import visibility (SE-0409), target/framework boundary selection, macro isolation, and API governance tooling.

Post-Execution Reflection

After this skill completes, check before closing:

  1. Did the command succeed? — If not, fix the instruction or error table that caused the failure.
  2. Did parameters or output change? — If the underlying tool's interface drifted, update Usage examples and Parameters table to match.
  3. Was a workaround needed? — If you had to improvise (different flags, extra steps), update this SKILL.md so the next invocation doesn't need the same workaround.

Only update if the issue is real and reproducible — not speculative.

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v2026.09.24

Published

Sep 24, 2026

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MIT

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