MCP HubMCP Hub
스킬 목록으로 돌아가기

dissolve-form

pjt222
업데이트됨 2 days ago
5 조회
17
2
17
GitHub에서 보기
기타general

정보

`dissolve-form` 스킬은 과도하게 경직된 시스템 구조를 통제된 방식으로 해체하여 미래 변화를 가능하게 합니다. 핵심 역량을 보존하면서 기술 부채와 조직의 경직화를 안전하게 분해합니다. 이 스킬은 시스템이 점진적 업데이트가 불가능할 정도로 경직된 경우, 일반적으로 `assess-form` 평가에서 PREPARE 또는 CRITICAL로 지정된 후, 또는 `adapt-architecture`로 아키텍처 재구성을 위한 선결 조건으로 사용됩니다. 주요 작업에는 경직성 매핑, 해체 순서 설정, 인터페이스 고고학이 포함됩니다.

빠른 설치

Claude Code

추천
기본
npx skills add pjt222/agent-almanac -a claude-code
플러그인 명령대체
/plugin add https://github.com/pjt222/agent-almanac
Git 클론대체
git clone https://github.com/pjt222/agent-almanac.git ~/.claude/skills/dissolve-form

Claude Code에서 이 명령을 복사하여 붙여넣어 스킬을 설치하세요

문서

Dissolve Form

Perform controlled dismantling of rigid system structures — dissolving calcified architecture, accumulated technical debt, and organizational rigidity while preserving the essential capabilities ("imaginal discs") that will seed the new form.

适用场景

  • Form assessment (see assess-form) classified the system as PREPARE or CRITICAL (too rigid to transform directly)
  • A system is so calcified that incremental change is impossible
  • Technical debt has compounded to the point where it blocks all forward progress
  • An organizational structure has become so rigid that it can't adapt to new requirements
  • Before adapt-architecture when the current form must be softened before it can be reshaped
  • Legacy system decommissioning where value must be extracted before shutdown

输入

  • 必需: Form assessment showing high rigidity (from assess-form)
  • 必需: Identification of essential capabilities to preserve (imaginal discs)
  • 可选: Target form (what should emerge after dissolution; may be unknown)
  • 可选: Dissolution timeline and constraints
  • 可选: Stakeholder concerns about specific components
  • 可选: Previous dissolution attempts and their outcomes

步骤

第 1 步:Identify Imaginal Discs

In biological metamorphosis, imaginal discs are clusters of cells within the caterpillar that survive dissolution and become the butterfly's organs. Identify the essential capabilities that must survive.

  1. Catalog every capability the current system provides:
    • User-facing features
    • Data processing functions
    • Integration points with external systems
    • Institutional knowledge embedded in the code/process
    • Business rules (often implicit, undocumented)
  2. Classify each capability:
    • Imaginal disc (must survive): core business logic, critical integrations, irreplaceable data
    • Replaceable tissue (can be rebuilt): UI, infrastructure, standard algorithms
    • Dead tissue (should not survive): workarounds for bugs that no longer exist, compatibility shims for dead systems, features nobody uses
  3. Extract imaginal discs into portable form:
    • Document business rules explicitly (they may only exist as code comments or tribal knowledge)
    • Extract critical algorithms into standalone, tested modules
    • Export essential data in format-independent representations
    • Record integration contracts and their actual (not documented) behavior

预期结果: A clear inventory of capabilities classified as essential (preserve), replaceable (rebuild), or dead (discard). Essential capabilities are extracted into portable form before dissolution begins.

失败处理: If imaginal disc identification is uncertain (stakeholders disagree on what's essential), err on the side of preservation. Extract more capabilities than you think you'll need — discarding after dissolution is easy; recovering lost knowledge is often impossible.

第 2 步:Map Dissolution Sequence

Determine the order in which structural elements will be dissolved — outer layers first, core last.

  1. Order by dependency depth:
    • Layer 1 (outermost): components with no dependents — nothing breaks when they're removed
    • Layer 2: components whose dependents are only Layer 1 items (already dissolved)
    • Layer 3: components with deeper dependencies — removing these requires careful interface management
    • Layer N (core): load-bearing components that everything depends on — dissolved last
  2. For each layer, define:
    • What is dissolved (removed, decommissioned, archived)
    • What replaces it (new component, nothing, or temporary stub)
    • What interfaces must be maintained for the remaining layers
    • How to verify the system still functions after this layer is dissolved
  3. Create dissolution checkpoints:
    • After each layer, the remaining system must be tested and verified operational
    • Each checkpoint is a stable state from which dissolution can pause
    • If a layer's dissolution causes unexpected breakage, restore from the previous checkpoint
Dissolution Sequence (outside in):
┌─────────────────────────────────────────────────────────────────┐
│ Layer 1: Dead features, unused integrations, orphaned code      │
│          → Remove. Nothing depends on these.                    │
│                                                                 │
│ Layer 2: Replaceable UI, standard infrastructure                │
│          → Replace with modern equivalents or stubs             │
│                                                                 │
│ Layer 3: Business logic wrappers, data access layers            │
│          → Extract imaginal discs, then dissolve                │
│                                                                 │
│ Layer 4 (core): Load-bearing structures, data stores            │
│          → Dissolve last, with full replacement ready           │
└─────────────────────────────────────────────────────────────────┘

预期结果: A layer-ordered dissolution sequence where each step is safe (checkpoint verified) and reversible (previous checkpoint is restorable). The most critical components are dissolved last when the team has the most experience and confidence.

失败处理: If dependency mapping reveals circular dependencies (A depends on B depends on A), these cycles must be broken before sequenced dissolution is possible. Introduce an interface between A and B, break the cycle, then proceed with the sequence.

第 3 步:Perform Interface Archaeology

Before dissolving rigid structures, excavate and document their actual interfaces — not what's documented, but what's actually in use.

  1. Instrument current interfaces:
    • Log every call, message, or data exchange at each interface
    • Run for at least one full business cycle (daily, weekly, monthly — whatever is relevant)
    • Capture actual payload shapes, not just documented schemas
  2. Compare actual vs. documented behavior:
    • What documented interfaces are never called? (candidates for Layer 1 dissolution)
    • What undocumented interfaces are actively used? (hidden dependencies — must be preserved or explicitly replaced)
    • What edge cases does the actual traffic reveal that documentation doesn't mention?
  3. Build an interface contract from actual behavior:
    • This contract becomes the specification for any replacement
    • Include real examples of inputs and outputs
    • Document error handling behavior (what actually happens, not what should happen)

预期结果: An empirically-derived interface contract that accurately represents how the system actually communicates, including undocumented behaviors and hidden dependencies.

失败处理: If instrumentation is too invasive (impacts performance or requires code changes), sample traffic instead of capturing everything. If the business cycle is too long to wait, use the available data supplemented by stakeholder interviews about "what calls what in which situations."

第 4 步:Execute Controlled Dissolution

Systematically remove structural elements while maintaining imaginal disc viability.

  1. Begin with Layer 1 (outermost, no dependents):
    • Remove dead features and unused code
    • Archive (don't delete) for reference
    • Verify: system still passes all tests, no runtime errors
  2. Progress through each layer:
    • For each component being dissolved: a. Verify imaginal discs have been extracted (Step 1) b. Install replacement or stub (if dependents remain) c. Remove the component d. Run validation suite e. Monitor for unexpected side effects
    • At each checkpoint: document the current system state, verify operational status
  3. Handle dissolution resistance:
    • Some components resist dissolution (hidden dependencies surface)
    • When a removal causes unexpected breakage: a. Restore from checkpoint b. Investigate the hidden dependency c. Add it to the interface archaeology (Step 3) d. Create an explicit stub for the dependency e. Re-attempt dissolution
  4. Track dissolution progress:
    • Components remaining vs. dissolved
    • Imaginal discs extracted and verified portable
    • Unexpected dependencies discovered and handled

预期结果: Systematic, verified dissolution of non-essential structure. After each layer, the remaining system is smaller, simpler, and still operational. Imaginal discs are preserved in portable form.

失败处理: If dissolution causes cascading failures, the layer ordering is wrong — there are hidden dependencies deeper than expected. Stop, restore, remap dependencies, and re-sequence. If dissolution reveals that an "imaginal disc" is more complex than expected, allocate more extraction time for that capability.

第 5 步:Prepare the Foundation for Reconstruction

After dissolution, the remaining system should be a minimal viable core plus extracted imaginal discs ready for reconstruction.

  1. Assess the post-dissolution state:
    • What remains? (minimal operational core + extracted capabilities)
    • Is the remaining system maintainable? (can the team understand and modify it)
    • Are all imaginal discs accessible and verified? (portable, tested, documented)
  2. Create the reconstruction manifest:
    • List each imaginal disc with its contract, data, and test suite
    • Specify the target architecture for reconstruction (or mark as "to be determined")
    • Identify gaps: capabilities that were partially extracted or have quality concerns
  3. Handoff to reconstruction:
    • If the target form is known: proceed to adapt-architecture with the minimal core as starting point
    • If the target form is unknown: operate on the minimal core while the target is designed
    • Either way: the system is now flexible enough to be reshaped

预期结果: A minimal, maintainable system with clearly documented extracted capabilities. The foundation is clean and ready for reconstruction in whatever form is chosen.

失败处理: If the post-dissolution system is less maintainable than expected, some essential structure was dissolved that should have been preserved. Check the imaginal disc inventory — if a critical capability is missing, it may still be recoverable from the archive. If the minimal core is too minimal to operate, some "replaceable tissue" was actually essential — restore it from the checkpoint.

验证清单

  • Imaginal discs are identified, extracted, and verified in portable form
  • Dissolution sequence is layered from outermost (no dependents) to core
  • Interface archaeology has captured actual (not just documented) behavior
  • Each dissolution layer has a verified checkpoint
  • No essential capability was lost during dissolution
  • Post-dissolution system is minimal, maintainable, and operational
  • Reconstruction manifest documents extracted capabilities and gaps

常见问题

  • Dissolving without extracting: Removing a rigid component before its essential capabilities are extracted destroys irreplaceable knowledge. Always extract imaginal discs first
  • Trusting documentation over observation: Documented interfaces often diverge from actual behavior. Interface archaeology (Step 3) reveals the truth; documentation shows the intent
  • Dissolving the core first: Removing load-bearing structures before their dependents are dissolved causes cascading failure. Always work outside-in
  • Complete dissolution: Dissolving everything to start from scratch sounds clean but loses institutional knowledge, battle-tested edge case handling, and operational continuity. Preserve imaginal discs
  • Dissolution as punishment: Dissolving a system "because it's bad" without a reconstruction plan creates a vacuum. Dissolution is the preparation for reconstruction, not an end in itself

相关技能

  • assess-form — prerequisite assessment that identifies rigidity and triggers dissolution
  • adapt-architecture — the reconstruction skill that follows dissolution
  • repair-damage — for systems that need targeted repair rather than full dissolution
  • build-consensus — consensus before major dissolution prevents team fragmentation
  • decommission-validated-system — formal decommissioning process for regulated systems
  • conduct-post-mortem — post-mortem analysis shares the investigative rigor of dissolution

GitHub 저장소

pjt222/agent-almanac
경로: i18n/zh-CN/skills/dissolve-form
0
agentsagentskillsai-assisted-developmentclaude-codeskillsteams

연관 스킬

llamaguard

기타

LlamaGuard는 폭력 및 혐오 발언 등 6가지 안전 범주에서 LLM 입력과 출력을 조정하기 위한 Meta의 70-80억 파라미터 모델입니다. 94-95% 정확도를 제공하며 vLLM, Hugging Face 또는 Amazon SageMaker를 사용해 배포할 수 있습니다. 이 기술을 사용하여 AI 애플리케이션에 콘텐츠 필터링 및 안전 가드레일을 손쉽게 통합하세요.

스킬 보기

cost-optimization

기타

이 Claude Skill은 리소스 적정화, 태깅 전략, 지출 분석을 통해 개발자들이 클라우드 비용을 최적화할 수 있도록 지원합니다. AWS, Azure, GCP에서 클라우드 비용을 절감하고 비용 거버넌스를 구현하기 위한 프레임워크를 제공합니다. 인프라 비용을 분석하거나, 리소스를 적정화하거나, 예산 제약을 충족해야 할 때 사용하세요.

스킬 보기

quantizing-models-bitsandbytes

기타

이 스킬은 bitsandbytes를 사용하여 LLM을 8비트 또는 4비트 정밀도로 양자화하며, 최소한의 정확도 손실로 50-75%의 메모리 감소를 달성합니다. 제한된 GPU 메모리에서 더 큰 모델을 실행하거나 추론을 가속화하는 데 이상적이며, INT8, NF4, FP4와 같은 형식을 지원합니다. 이 스킬은 HuggingFace Transformers와 통합되어 QLoRA 학습 및 8비트 옵티마이저를 가능하게 합니다.

스킬 보기

dispatching-parallel-agents

기타

이 Claude Skill은 3개 이상의 독립적인 문제를 동시에 조사하고 해결하기 위해 다중 에이전트를 배치합니다. 공유 상태나 의존성 없이 해결 가능한 무관련 장애 시나리오에 맞게 설계되었습니다. 핵심 기능은 병렬 문제 해결로, 각 독립 문제 영역마다 하나의 에이전트를 할당하여 효율성을 극대화합니다.

스킬 보기