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assess-form

pjt222
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について

このスキルは、システムのアーキテクチャ形態を評価し、構造的硬直性と外部圧力をマッピングすることで、変革への適応度を分類します。大規模な変更前に、インベントリ作成、圧力マッピング、キャパシティ推定を通じて体系的な評価を提供します。開発者は、システムが行き詰まりを感じた場合や、技術的負債の蓄積、成長圧力に直面した際に、診断的な健全性チェックとして活用すべきです。

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ドキュメント

Assess Form

Eval current structural form — architecture, rigidity, pressure pts, capacity for change → transformation readiness pre-metamorphosis.

Use When

  • Before significant architectural change → understand starting pt
  • System feels "stuck" + reasons unclear
  • External pressure (growth, market shift, tech debt) mounting + response uncertain
  • Assess proposed transformation feasible given current form
  • Periodic health checks long-lived systems (annual form assessment)
  • Complementing adapt-architecture — assess first, then transform

In

  • Required: System (codebase, organization, infrastructure, process)
  • Optional: Proposed transformation direction (what system need to become?)
  • Optional: Known pain pts or pressure srcs
  • Optional: Previous transformation attempts + outcomes
  • Optional: Time horizon for potential transformation
  • Optional: Available resources for transformation

Do

Step 1: Inventory Current Form

Catalog structural elements no judgment — understand what exists pre-eval.

  1. Map structural components:
    • Modules: distinct functional units (services, teams, pkgs, depts)
    • Interfaces: how modules connect (APIs, protocols, contracts, reporting)
    • Data flows: info movement
    • Dependencies: what depends on what (direct, transitive, circular)
    • Load-bearing: components everything else relies on
  2. Doc form's age + history:
    • When each major component introduced?
    • Which changed recently vs static?
    • "Geological layer" structure (old core, newer additions, recent patches)?
  3. ID "skeleton" vs "flesh":
    • Skeleton: structural decisions extremely costly to change (lang, DB, deploy model)
    • Flesh: functional decisions easier to change (business logic, UI, config)
Structural Inventory Template:
┌──────────────┬──────────┬────────────┬───────────────────┬──────────┐
│ Component    │ Age      │ Last       │ Dependencies      │ Type     │
│              │          │ Modified   │ (in / out)        │          │
├──────────────┼──────────┼────────────┼───────────────────┼──────────┤
│ Auth service │ 3 years  │ 6 months   │ In: 12 / Out: 3  │ Skeleton │
│ Dashboard UI │ 1 year   │ 2 weeks    │ In: 2 / Out: 5   │ Flesh    │
│ Data pipeline│ 4 years  │ 1 year     │ In: 3 / Out: 8   │ Skeleton │
│ Config store │ 2 years  │ 3 months   │ In: 0 / Out: 15  │ Skeleton │
└──────────────┴──────────┴────────────┴───────────────────┴──────────┘

Complete structural inventory: components + ages + mod recency + dep profiles + skeleton/flesh classification. "X-ray" of current form.

If err: Inventory incomplete (components unknown/undocumented) → finding — form has opacity = transformation risk. Doc what you can, flag unknowns, plan discovery gaps.

Step 2: Map Transformation Pressure

Forces pushing change + forces resisting.

  1. Catalog external pressures (demanding change):
    • Growth: current form can't handle increasing load
    • Market: competitors/users demand capabilities
    • Technology: underlying becoming obsolete/unsupported
    • Regulatory: compliance reqs current form doesn't meet
    • Integration: must connect w/ systems current form wasn't designed for
  2. Catalog internal pressures (demanding change from within):
    • Tech debt: accumulated shortcuts slow dev
    • Knowledge concentration: critical knowledge in too few ppl
    • Morale: team frustration w/ current form
    • Operational burden: maintenance cost consuming dev resources
  3. Catalog resistance forces (opposing change):
    • Inertia: existing form works "well enough"
    • Dep lock-in: too many things depend on current form
    • Knowledge loss risk: transformation may destroy institutional knowledge
    • Cost: transformation reqs investment uncertain return
    • Fear: previous attempts failed

Pressure map showing direction + magnitude. Pressure significantly > resistance → transformation overdue. Resistance significantly > pressure → transformation fails w/o first reducing resistance.

If err: Balanced picture (neither strong) → system may not need transformation — or analysis surface-level. Dig deeper: interview stakeholders, measure specific pain pts, project 12-18 months. What pressures intensify?

Step 3: Assess Rigidity

How flexible/rigid is current form — can bend or break?

  1. Test interface flexibility:
    • Modules replaceable no cascading changes? (loose coupling = flexible)
    • Interfaces well-defined + stable? (contract clarity = flexible)
    • How many "god modules" exist (all depends)? (concentration = rigid)
  2. Test data flexibility:
    • Data migration straightforward? (schema evolution tools, versioning)
    • Data formats standardized or bespoke? (bespoke = rigid)
    • How entangled is business logic w/ data structure? (entangled = rigid)
  3. Test process flexibility:
    • Team ship changes quickly? (deploy pipeline health)
    • Test suite comprehensive? (safety net for change)
    • How many "don't touch" components exist? (forbidden zones = rigid)
  4. Calc rigidity score:
Rigidity Assessment:
┌──────────────────────┬─────┬──────────┬──────┬──────────────────────┐
│ Dimension            │ Low │ Moderate │ High │ Your Assessment      │
├──────────────────────┼─────┼──────────┼──────┼──────────────────────┤
│ Interface coupling   │ 1   │ 2        │ 3    │ ___                  │
│ God module count     │ 1   │ 2        │ 3    │ ___                  │
│ Data entanglement    │ 1   │ 2        │ 3    │ ___                  │
│ Deployment friction  │ 1   │ 2        │ 3    │ ___                  │
│ Test coverage gaps   │ 1   │ 2        │ 3    │ ___                  │
│ "Don't touch" zones  │ 1   │ 2        │ 3    │ ___                  │
├──────────────────────┼─────┴──────────┴──────┼──────────────────────┤
│ Total (max 18)       │ 6-9: flexible         │ ___                  │
│                      │ 10-13: moderate        │                      │
│                      │ 14-18: rigid           │                      │
└──────────────────────┴───────────────────────┴──────────────────────┘

Rigidity score quantifies structural resistance transformation encounters. Flexible (6-9) → incremental. Rigid (14-18) → dissolution before reconstruction (see dissolve-form).

If err: Inconclusive (moderate score but unclear where real problems) → focus highest-scoring dims. System can be flexible overall but 1 extremely rigid component blocks transformation. Target that specifically.

Step 4: Estimate Change Capacity

System + team ability to absorb + execute transformation.

  1. Available transformation energy:
    • % team capacity allocatable to transformation?
    • Org support (budget, mandate, patience)?
    • Right skills (architecture, migration, testing)?
  2. Change absorption rate:
    • How many changes per time unit no destabilize?
    • Recovery time post-significant change?
    • Staging/canary mechanism for incremental?
  3. Transformation experience:
    • Team successfully transformed similar before?
    • Tools + practices (feature flags, strangler fig, blue-green)?
    • Risk tolerance?
  4. Calc change capacity:
    • High: dedicated team, strong tooling, prior exp, org support
    • Moderate: part-time, some tooling, limited exp
    • Low: no dedicated, no tooling, no exp, resistant org

Change capacity assessment → can execute proposed transformation given resources + skills + org support?

If err: Low capacity + high pressure → first transformation isn't system — team capability. Invest tooling, training, org buy-in before architectural transformation.

Step 5: Classify Readiness

Combine pressure + rigidity + capacity → readiness classification.

  1. Plot on matrix:
Transformation Readiness Matrix:
┌─────────────────┬────────────────────────┬────────────────────────┐
│                  │ Low Rigidity           │ High Rigidity          │
├─────────────────┼────────────────────────┼────────────────────────┤
│ High Pressure   │ READY — Transform now  │ PREPARE — Reduce       │
│ + High Capacity │ using adapt-architecture│ rigidity first, then   │
│                 │                        │ use dissolve-form       │
├─────────────────┼────────────────────────┼────────────────────────┤
│ High Pressure   │ INVEST — Build capacity│ CRITICAL — Invest in   │
│ + Low Capacity  │ first, then transform  │ capacity AND reduce    │
│                 │                        │ rigidity before change │
├─────────────────┼────────────────────────┼────────────────────────┤
│ Low Pressure    │ OPTIONAL — Transform   │ DEFER — No urgency,    │
│ + Any Capacity  │ if strategic value is  │ monitor pressure and   │
│                 │ clear, otherwise defer │ reassess quarterly     │
└─────────────────┴────────────────────────┴────────────────────────┘
  1. Doc classification:
    • Label (READY / PREPARE / INVEST / CRITICAL / OPTIONAL / DEFER)
    • Key findings per dim
    • Recommended next step
    • Risk factors changing classification
  2. READY → adapt-architecture
  3. PREPARE → dissolve-form reduce rigidity
  4. INVEST → build capacity (training, tooling, org support) + reassess
  5. CRITICAL → address capacity + rigidity simultaneously (may need external help)
  6. OPTIONAL/DEFER → doc + set reassessment date

Clear justified readiness classification + specific next steps. Enables informed decision about when + how to transform.

If err: Ambiguous (moderate pressure + moderate rigidity + moderate capacity) → default PREPARE — reduce rigidity incrementally while monitoring pressure. Builds capability + reduces risk whether or not full transformation eventually needed.

Check

  • Structural inventory complete: components + ages + deps + types
  • Transformation pressure mapped (external, internal, resistance)
  • Rigidity score calc'd across all dims
  • Change capacity assessed (resources, absorption, exp)
  • Readiness classification determined + justified
  • Next steps documented per classification
  • Reassessment date set (even if currently READY)

Traps

  • Assess only technical system: Transformation readiness includes organizational. Technically flexible system + org-rigid team still fails.
  • Optimistic capacity estimation: Teams consistently overestimate capacity while maintaining normal ops. Use 50% of stated as realistic.
  • Ignore resistance forces: Pressure mapping only cataloging change forces misses resistance slowing/stopping. Resistance often stronger than appears.
  • Assessment paralysis: Form assessment hours to days, not weeks. Taking too long → system too complex to assess fully — higher abstraction + drill into problems.
  • Confuse rigidity w/ stability: Rigid ≠ stable. Stability comes from well-designed flexibility; rigidity = absence of designed flexibility.

  • adapt-architecture — primary transformation skill; assess-form determines readiness
  • dissolve-form — PREPARE or CRITICAL → rigidity reduction before transformation
  • repair-damage — systems needing repair before assessment meaningful
  • shift-camouflage — surface-level adaptation may resolve pressure no full transformation
  • forage-resources — resource exploration informs form assessment when "what should we become?"
  • review-software-architecture — detailed technical architecture eval
  • assess-context — AI self-application variant; maps structural assessment → reasoning ctx malleability, rigidity mapping, readiness

GitHub リポジトリ

pjt222/agent-almanac
パス: i18n/caveman-ultra/skills/assess-form
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agentsagentskillsai-assisted-developmentclaude-codeskillsteams

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