Simplify complex code through the Error Reduction Hierarchy: Define out > Mask > Aggregate > Crash. Use when code is too complex, has scattered error handling, configuration explosion, or callers doing module work. Produce technique analysis table with gate checks before simplified code. Triggers on: too complex, simplify, scattered errors, configuration proliferation, verbose error handling. Complements cc-defensive-programming with design-level error elimination.
The best way to deal with exceptions is to define errors out of existence.
Priority order: Define out → Mask → Aggregate → Crash (app-level only)
Before adding complexity to an interface (new parameters, new exceptions, new caller responsibilities):
1. Is this complexity closely related to the module's existing functionality?
NO → Should it be pulled into a DIFFERENT module?
YES → Identify correct module, pull there
NO → Leave in place (may be inherent to caller's domain)
YES → Continue
2. Will pulling down simplify code elsewhere in the application?
NO → Do not pull down (no benefit)
YES → Continue
3. Will pulling down simplify the module's interface?
NO → Do not pull down (risk of leakage)
YES → Pull complexity down
All three conditions must be YES to pull down.
Critical Constraint: Pulling down UNRELATED complexity creates information leakage. If the complexity isn't intrinsic to the module's core abstraction, it doesn't belong there—find the right home or leave it with the caller.
| Situation | Wrong Approach | Right Approach | |-----------|---------------|----------------| | Uncertain what value to use | Export parameter | Compute automatically | | Different contexts need different values | Export parameter | Use reasonable default, expose only for exceptions | | Policy decision unclear | Let user decide | Make a decision and own it |
Configuration parameters represent incomplete solutions. Every parameter pushes complexity to every user/administrator. Prefer dynamic computation over static configuration.
Apply in order of preference:
| Priority | Technique | How It Works | Example |
|----------|-----------|--------------|---------|
| 1 | Define out | Change semantics so error is impossible | unset(x) = "ensure x doesn't exist" (not "delete existing x") |
| 2 | Mask | Handle at low level, hide from callers | TCP retransmits lost packets internally |
| 3 | Aggregate | Single handler for multiple exceptions | One catch block in dispatcher handles all NoSuchParameter |
| Special | Crash | Print diagnostic and abort (app-level only) | malloc failure in non-recoverable contexts |
Note on "Crash": This is NOT level 4 of a hierarchy—it's a special case for truly unrecoverable errors in application code. Libraries should NEVER crash; they expose errors for callers to decide.
When facing an exception handling decision:
1. Can semantics be redefined to eliminate the error condition?
YES → Define out of existence
NO → Continue
2. Can exception be handled at low level without exposing?
YES → Mask
NO → Continue
3. Can multiple exceptions share the same handling?
YES → Aggregate
NO → Continue
4. Is error rare, unrecoverable, and non-value-critical?
YES → Just crash (app-level only)
NO → Must expose (exception information needed outside module)
| Exception Case | Why | What to Do Instead | |----------------|-----|-------------------| | Security-critical errors | Aggregating auth errors loses security-relevant distinctions | Keep distinct types for audit/logging | | Retry-differentiated errors | Callers need different retry strategies per error type | Expose type info for retry decisions | | Silent data loss risk | Define-out can mask user errors, complicate debugging | Fail fast for essential data errors | | Library code | Callers should decide crash policy, not library | Expose errors; let app-level code crash |
| Technique | Gate Question | |-----------|---------------| | Define out | Does anyone NEED to detect this error case? | | Mask | Does the caller have ANY useful response to this error? | | Aggregate | Do callers handle these errors identically? | | Crash | Is this (a) application-level code, (b) truly unrecoverable, AND (c) crash acceptable? |
Before defining an error out of existence, verify it's an incidental error (safe) not an essential error (must fail fast):
| Question | If YES → | If NO → | |----------|----------|---------| | Would this state occur in normal, correct operation? | Safe to define out | Fail fast | | Can the caller proceed meaningfully with the "defined out" state? | Safe | Expose error | | Does the user/system have another way to detect this condition if needed? | Safe | Consider exposing |
| Technique | How | When to Use | |-----------|-----|-------------| | Reduce information needed | Abstraction, eliminate special cases | Design-level changes | | Leverage reader knowledge | Follow conventions, meet expectations | Incremental improvements | | Present explicitly | Good names, strategic comments | When other techniques insufficient |
If a code reviewer says your code is not obvious, it is not obvious—regardless of how clear it seems to you.
| Problem | Why Nonobvious | Fix |
|---------|----------------|-----|
| Generic containers (Pair, Tuple) | getKey() obscures meaning | Define specific class with named fields |
| Event-driven handlers | Control flow hidden | Document invocation context |
| Type mismatches | List declared, ArrayList allocated | Match declaration to allocation |
| Violated expectations | Code doesn't do what reader assumes | Document or refactor to meet expectations |
Before presenting simplified code, produce a technique analysis table — this is the evidence that the hierarchy was applied:
| Error Condition | Technique | Gate Check | Reasoning |
|-----------------|-----------|------------|-----------|
| [each error] | [1-4] | [PASS/FAIL]| [why] |
Proceed only when the following are true:
If a criterion legitimately cannot be satisfied, present the code with the failed criterion and reason stated.
| Conflict | Resolution Heuristic | |----------|---------------------| | Define Out vs Fail Fast | Define out for incidental errors. Fail fast for essential errors. | | Mask vs Explicit Handling | Mask when caller has no useful response. Expose when caller's response differs. | | Aggregate vs Specific Messages | Aggregate the HANDLING, preserve specificity in the MESSAGE. | | Pull Down vs Single Responsibility | Only pull down complexity RELATED to module's core purpose. | | Obviousness vs Brevity | When define-out creates non-obvious behavior, add explanatory comment. | | Simplify vs Performance | Prefer simplicity unless profiling proves performance-critical. |
| Red Flag | Symptom | Transformation |
|----------|---------|----------------|
| Scattered exceptions | Same error handled in many places | Aggregate to single handler |
| Configuration explosion | Many parameters exported | Compute automatically, provide defaults |
| Caller doing module's work | Logic outside that belongs inside | Pull complexity down |
| Over-defensive code | Checks for impossible conditions | Define errors out |
| Generic containers | Pair<X,Y> obscures meaning | Create named structure |
| Comment-dependent understanding | Code unreadable without comments | Refactor for obviousness |
| Masked error without observability | Applying Mask or Define-out but no logging, metrics, or alternate signal when the error actually occurs | Every masked error needs an observability escape hatch (log, metric, health check) so operators can detect when masking hides a real problem |
Detailed checklists: Read(${CLAUDE_SKILL_DIR}/checklists.md)
| After | Next |
|-------|------|
| Simplification done | Skill(code-foundations:aposd-verifying-correctness) — verify interface simplified |
npx skills add ryanthedev/aposd-simplifying-complexity下载完整 Skill 目录,包含 SKILL.md 及所有相关文件
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