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simplification-cascadeslisted

Find one insight that eliminates multiple components - "if this is true, we don't need X, Y, or Z." Use when implementing the same concept multiple ways, accumulating special cases, or complexity is spiraling.
danielleit241/forge · ★ 1 · AI & Automation · score 72
Install: claude install-skill danielleit241/forge
# Simplification Cascades ## Overview Sometimes one insight eliminates 10 things. Look for the unifying principle that makes multiple components unnecessary. **Core principle:** "Everything is a special case of..." collapses complexity dramatically. ## Quick Reference | Symptom | Likely Cascade | |---------|----------------| | Same thing implemented 5+ ways | Abstract the common pattern | | Growing special case list | Find the general case | | Complex rules with many exceptions | Find the rule that has no exceptions | | Excessive config options | Find defaults that work for 95% | | Refactoring feels like whack-a-mole | A deeper unifying model is missing | ## The Pattern **Look for:** - Multiple implementations of similar concepts - Special case handling everywhere - "We need to handle A, B, C, D differently..." - Complex rules with many exceptions **Ask:** "What if they're all the same thing underneath?" ## Examples ### Cascade 1: Stream Abstraction **Before:** Separate handlers for batch/real-time/file/network data **Insight:** "All inputs are streams — just different sources" **After:** One stream processor, multiple stream sources **Eliminated:** 4 separate implementations ### Cascade 2: Resource Governance **Before:** Session tracking, rate limiting, file validation, connection pooling (all separate) **Insight:** "All are per-entity resource limits" **After:** One ResourceGovernor with 4 resource types **Eliminated:** 4 custom enforcement systems ### Cascade 3