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Find one insight that eliminates multiple components - "if this is true, we don't need X, Y, or Z"
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想先保存到本地？可下载 SkillsMP 当前能够提供的文件。
Integrate Bunny.net services (CDN, Storage, Stream, DNS, Edge Scripting, Shield, Magic Containers, Optimizer, Database). Use when building with Bunny.net APIs, deploying to Bunny CDN, uploading files to Edge Storage, managing video streaming, configuring DNS zones, writing edge scripts, setting up WAF/DDoS protection, deploying containers, or optimizing images. Triggers on "bunny", "bunnycdn", "b-cdn", "pull zone", "edge storage", "bunny stream".
Master context engineering for AI agent systems. Use when designing agent architectures, debugging context failures, optimizing token usage, implementing memory systems, building multi-agent coordination, evaluating agent performance, or developing LLM-powered pipelines. Covers context fundamentals, degradation patterns, optimization techniques (compaction, masking, caching), compression strategies, memory architectures, multi-agent patterns, LLM-as-Judge evaluation, tool design, and project development.
Create or update Claude skills. Use for new skills, skill references, skill scripts, optimizing existing skills, extending Claude's capabilities.
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基于 SOC 职业分类
| name | Simplification Cascades |
| description | Find one insight that eliminates multiple components - "if this is true, we don't need X, Y, or Z" |
| when_to_use | when implementing the same concept multiple ways, accumulating special cases, or complexity is spiraling |
| version | 1.1.0 |
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.
| Symptom | Likely Cascade |
|---|---|
| Same thing implemented 5+ ways | Abstract the common pattern |
| Growing special case list | Find the general case |
| Complex rules with exceptions | Find the rule that has no exceptions |
| Excessive config options | Find defaults that work for 95% |
Look for:
Ask: "What if they're all the same thing underneath?"
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
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
Before: Defensive copying, locking, cache invalidation, temporal coupling Insight: "Treat everything as immutable data + transformations" After: Functional programming patterns Eliminated: Entire classes of synchronization problems
