القائمة
Design executable architectural fitness functions per quality attribute. Use when codifying non-functional requirements as automated tests, policies, or budgets that fail the build.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
Build production integrations with Anthropic Claude (Claude 4.5 Sonnet, Claude Opus 4, Claude Haiku 4) via the Messages API — system prompts, multi-turn conversations, tool use (function calling), prompt caching, extended thinking, vision, batched requests, and streaming. Use when wiring Claude into backends, agentic workflows, or evaluating it against other foundation models. Requires ANTHROPIC_API_KEY.
Deploy Cloudflare Workers, Pages, and Workers-with-static-assets safely using Wrangler 4.x with versioned uploads, gradual deployments, preview/production environments, secret bindings, observability, and one-command rollback. Use when shipping edge workloads, API routes, or full-stack apps to Cloudflare. Requires CLOUDFLARE_API_TOKEN with scoped permissions or an authenticated Wrangler session.
Deploy static sites, framework apps (Next.js, Astro, Remix, SvelteKit, Nuxt), Edge Functions, and serverless Functions to Netlify with deploy previews, branch deploys, atomic production promotion, scoped env vars, and instant rollback. Use when releasing on Netlify via CLI, API, or Git-triggered builds. Requires NETLIFY_AUTH_TOKEN (PAT) and NETLIFY_SITE_ID.
Transcribe audio with OpenAI speech-to-text models (gpt-4o-transcribe, gpt-4o-mini-transcribe, whisper-1) using prompt-guided terminology, segment-level timestamps, optional diarization via post-processing, and reliable artifact delivery. Use when converting interviews, calls, podcasts, or meeting recordings into reviewable text. Requires OPENAI_API_KEY.
Deploy Web Services, Private Services, Background Workers, Cron Jobs, Static Sites, PostgreSQL, and Key-Value (Redis-compatible) on Render via Blueprints (`render.yaml`) or the Render API with preview environments, zero-downtime rolling deploys, health checks, env-group secret scoping, and one-click rollback. Use when releasing services, applying schema migrations, or syncing infra-as-code on Render. Requires RENDER_API_KEY (owner- or workspace-scoped).
Operate Sentry end-to-end — error monitoring, performance tracing, session replay, profiling, release health, source-map upload, ownership routing, alert tuning, issue triage, and CI integration via sentry-cli — across web, mobile, and backend stacks. Use when instrumenting an app, wiring releases into deploy pipelines, or running incident-grade triage. Requires SENTRY_AUTH_TOKEN (org-scoped, `project:releases project:write`), project DSN, and (for source maps) `org` + `project` slugs.
| name | fitness-function-design |
| description | Design executable architectural fitness functions per quality attribute. Use when codifying non-functional requirements as automated tests, policies, or budgets that fail the build. |
Fitness functions are objective, automated checks that protect architectural characteristics (security, performance, modularity, cost) the same way unit tests protect behavior. They convert prose NFRs into executable guardrails so evolutionary architecture remains safe.
| Concern | Recommended |
|---|---|
| Structural (JVM/.NET) | ArchUnit 1.3, NetArchTest, Modulith |
| Structural (poly) | dependency-cruiser, Steampipe, Konveyor Tackle |
| Policy-as-code | Open Policy Agent (Rego), Conftest, Kyverno, Gatekeeper |
| Performance budgets | k6 thresholds, Lighthouse CI, Sitespeed.io |
| Security | OWASP ZAP, Semgrep, OpenSSF Scorecard, Trivy |
| Chaos / resilience | Chaos Mesh, AWS FIS, Litmus |
| Reference | Ford/Parsons/Kua, Building Evolutionary Architectures 2e |
flowchart TD
QA[Quality attribute] --> S[Scenario w/ measurable response]
S --> T{Trigger}
T -->|Atomic / per-commit| A[Static or unit-style]
T -->|Holistic / nightly| H[Integration, perf, chaos]
A --> P[Pipeline gate]
H --> P
P --> R[Radar + dashboard]
// ArchUnit: enforce hex architecture in payments
@AnalyzeClasses(packages = "com.acme.payments")
class PaymentsArchitectureTest {
@ArchTest
static final ArchRule domain_has_no_framework_deps =
noClasses().that().resideInAPackage("..domain..")
.should().dependOnClassesThat().resideInAnyPackage("org.springframework..", "jakarta..");
}
# OPA: every workload must declare a cost-center label
package kubernetes.admission
deny[msg] {
input.request.kind.kind == "Deployment"
not input.request.object.metadata.labels["cost-center"]
msg := "cost-center label required (FinOps fitness function)"
}
// k6 performance budget
export const options = {
thresholds: {
http_req_duration: ['p(95)<300'],
http_req_failed: ['rate<0.001']
}
};
| Pitfall | Mitigation |
|---|---|
| Vague NFR ("must be fast") | Require scenario with numeric threshold |
| Functions only run nightly | Promote critical ones to per-commit |
| Flaky checks ignored | Quarantine, fix or retire within one sprint |
| Policy sprawl | Keep a registry; one owner per function |
| No business linkage | Tag each function to a quality attribute and stakeholder |
fitness-functions/ directory in repo: ArchUnit tests, Rego policies, k6 scripts, Lighthouse budgets.fitness-functions.yaml) listing id, characteristic, type, owner, severity.