aposd-simplifying-complexity
Use when code is too complex, has scattered error handling, configuration explosion, or callers doing module work. Triggers on: too complex, simplify, scattered errors, configuration proliferation, verbose error handling
Best use case
aposd-simplifying-complexity is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
Use when code is too complex, has scattered error handling, configuration explosion, or callers doing module work. Triggers on: too complex, simplify, scattered errors, configuration proliferation, verbose error handling
Teams using aposd-simplifying-complexity should expect a more consistent output, faster repeated execution, less prompt rewriting.
When to use this skill
- You want a reusable workflow that can be run more than once with consistent structure.
When not to use this skill
- You only need a quick one-off answer and do not need a reusable workflow.
- You cannot install or maintain the underlying files, dependencies, or repository context.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/aposd-simplifying-complexity/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How aposd-simplifying-complexity Compares
| Feature / Agent | aposd-simplifying-complexity | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
Use when code is too complex, has scattered error handling, configuration explosion, or callers doing module work. Triggers on: too complex, simplify, scattered errors, configuration proliferation, verbose error handling
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
SKILL.md Source
# Skill: aposd-simplifying-complexity
## STOP - Error Reduction Hierarchy
**Walk through each level of hierarchy for EACH error condition.** The best way to deal with exceptions is to define errors out of existence.
**Priority order:** Define out → Mask → Aggregate → Crash (app-level only)
**Do NOT present simplified code until the Transformation Checklist is complete.**
---
## Pull Complexity Downward
### Decision Procedure
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.
### Configuration Parameters
| 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.
---
## Error Reduction Hierarchy
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.
### Error Reduction Decision Procedure
```
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)
```
### When NOT to Apply Hierarchy
| 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 |
### Validation Gates
| 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? |
### Define-Out Appropriateness Test
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 |
---
## Obviousness Techniques
### Three Ways to Make Code Obvious
| 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 |
### Obviousness Test
If a code reviewer says your code is not obvious, **it is not obvious**—regardless of how clear it seems to you.
### Common Obviousness Problems
| 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 |
---
## Mandatory Output: Show Your Work
**Before presenting simplified code, output a technique analysis table:**
```
| Error Condition | Technique | Gate Check | Reasoning |
|-----------------|-----------|------------|-----------|
| [each error] | [1-4] | [PASS/FAIL]| [why] |
```
This prevents claiming hierarchy application without evidence.
---
## Transformation Checklist (Mandatory Gate)
**Do NOT present simplified code until ALL boxes are checked:**
- [ ] Walked through EACH level of hierarchy for EACH error condition
- [ ] Documented why earlier levels were rejected (if applicable)
- [ ] Verified validation gates passed for each technique applied
- [ ] Complexity moved to fewer places (not just relocated)
- [ ] Interfaces are simpler than before
- [ ] Callers do less work than before
- [ ] Error handling is consolidated or eliminated
- [ ] Reader needs less context to understand
---
## Principle Conflict Resolution
| 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 Flags
| 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 |
---
## Quick Reference
```
SIMPLIFICATION PRIORITY ORDER:
1. Can I ELIMINATE this complexity entirely?
→ Redefine semantics, remove special cases
2. Can I CONSOLIDATE this complexity?
→ Pull down into one module, aggregate handlers
3. Can I HIDE this complexity?
→ Mask in implementation, use defaults
4. Can I CLARIFY this complexity?
→ Better names, strategic comments, meet conventions
Do NOT just move complexity around—reduce it.
```
---
## Chain
| After | Next |
|-------|------|
| Simplification done | Verify interface simplified |Related Skills
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