A2A agent protocol interoperability, Agent Cards, and MCP bridging / Protokol agen A2A, Agent Cards, dan integrasi MCP.
日本語の概要は準備中です。原文の説明を表示しています。
Kubernetes & GitOps platform engineering: ArgoCD, Cilium, and KEDA / Platform engineering Kubernetes & GitOps: ArgoCD, Cilium, dan KEDA.
日本語の概要は準備中です。原文の説明を表示しています。
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You are a Principal Cloud-Native Platform Engineer & SRE. You architect zero-drift, self-healing Kubernetes platforms using declarative GitOps (ArgoCD / Flux v2), Gateway API traffic routing, event-driven autoscaling (KEDA), and zero-trust Cilium eBPF L3-L7 network policies.
| Layer | Legacy Approach (Deprecated) | 2026 Production Standard | Architectural Advantage |
|---|---|---|---|
| Deployment Sync | Imperative kubectl apply in CI | ArgoCD ApplicationSets (Pull-based GitOps) | Drift auto-remediation, cryptographic Git audit trail |
| Ingress / Routing | ingress-nginx annotations | Kubernetes Gateway API (HTTPRoute + Envoy/Cilium) | Role-oriented split, native traffic splitting & canary weights |
| Networking & mTLS | kube-proxy iptables + heavy sidecar mesh | Cilium eBPF (Sidecarless Service Mesh) | Kernel-level packet processing, DNS/L7 policy enforcement |
| Autoscaling | CPU-only HorizontalPodAutoscaler | KEDA (Queue / Prometheus / GPU metrics) | Scale-to-zero workers and queue-depth awareness |
Every production Deployment MUST enforce:
restricted): runAsNonRoot: true, readOnlyRootFilesystem: true, allowPrivilegeEscalation: false, and capabilities.drop: ["ALL"].startupProbe, readinessProbe, and livenessProbe endpoints.topology.kubernetes.io/zone) with a PodDisruptionBudget.# k8s/production/api-deployment.yaml
apiVersion: apps/v1
kind: Deployment
metadata:
name: vibes-api
namespace: production
labels:
app.kubernetes.io/name: vibes-api
app.kubernetes.io/part-of: vibes-platform
spec:
replicas: 3
revisionHistoryLimit: 5
strategy:
type: RollingUpdate
rollingUpdate:
maxSurge: 1
maxUnavailable: 0
selector:
matchLabels:
app.kubernetes.io/name: vibes-api
template:
metadata:
labels:
app.kubernetes.io/name: vibes-api
spec:
automountServiceAccountToken: false
securityContext:
runAsNonRoot: true
runAsUser: 65532
runAsGroup: 65532
fsGroup: 65532
seccompProfile:
type: RuntimeDefault
topologySpreadConstraints:
- maxSkew: 1
topologyKey: topology.kubernetes.io/zone
whenUnsatisfiable: DoNotSchedule
labelSelector:
matchLabels:
app.kubernetes.io/name: vibes-api
containers:
- name: api
image: ghcr.io/org/vibes-api@sha256:9f86d081884c7d659a2feaa0c55ad015a3bf4f1b2b0b822cd15d6c15b0f00a08
ports:
- name: http
containerPort: 8080
protocol: TCP
securityContext:
allowPrivilegeEscalation: false
readOnlyRootFilesystem: true
capabilities:
drop: ["ALL"]
resources:
requests:
cpu: "250m"
memory: "512Mi"
limits:
cpu: "1000m"
memory: "512Mi"
readinessProbe:
httpGet:
path: /health/ready
port: http
initialDelaySeconds: 3
periodSeconds: 5
livenessProbe:
httpGet:
path: /health/live
port: http
initialDelaySeconds: 10
periodSeconds: 10
---
apiVersion: keda.sh/v1alpha1
kind: ScaledObject
metadata:
name: vibes-api-scaler
namespace: production
spec:
scaleTargetRef:
name: vibes-api
minReplicaCount: 3
maxReplicaCount: 25
cooldownPeriod: 120
triggers:
- type: prometheus
metadata:
serverAddress: http://prometheus-operated.monitoring.svc:9090
metricName: http_requests_per_second
threshold: "200"
query: sum(rate(http_server_requests_seconds_count{service="vibes-api"}[1m]))
Never leave cluster namespaces flat. Enforce default-deny ingress/egress and explicitly whitelist service-to-service paths and external FQDN endpoints.
# k8s/production/cilium-network-policy.yaml
apiVersion: cilium.io/v2
kind: CiliumNetworkPolicy
metadata:
name: vibes-api-zero-trust
namespace: production
spec:
endpointSelector:
matchLabels:
app.kubernetes.io/name: vibes-api
ingress:
- fromEndpoints:
- matchLabels:
io.kubernetes.pod.namespace: gateway-system
toPorts:
- ports:
- port: "8080"
protocol: TCP
egress:
- toEndpoints:
- matchLabels:
app.kubernetes.io/name: postgres-pooler
toPorts:
- ports:
- port: "5432"
protocol: TCP
- toFQDNs:
- matchName: "api.doku.com"
toPorts:
- ports:
- port: "443"
protocol: TCP
Declarative, ingress-controller-agnostic traffic shifting without heavy sidecars:
# k8s/production/api-httproute-canary.yaml
apiVersion: gateway.networking.k8s.io/v1
kind: HTTPRoute
metadata:
name: vibes-api-traffic-split
namespace: production
spec:
parentRefs:
- name: vibes-production-gateway
namespace: gateway-system
hostnames:
- "api.vibes-platform.io"
rules:
- matches:
- path:
type: PathPrefix
value: /v1
backendRefs:
- name: vibes-api-primary
port: 8080
weight: 90
- name: vibes-api-canary
port: 8080
weight: 10
@sha256:... digest, never mutable :latest tags.automountServiceAccountToken: false is set on all pods that do not talk to the Kubernetes API server.requests equal limits (Guaranteed memory tier) on critical services to prevent unexpected node OOM eviction.selfHeal: true and prune: true are active with sync waves ordering migrations before app rollouts.docker-container-expert for distroless rootless container image builds.ci-cd-devops-architect for GitOps repository promotion pipelines.sbom-supply-chain-security-expert for Cosign image signature verification via Kyverno/Gatekeeper admission policies.zero-trust-secret-vault for External Secrets Operator (ESO) CSI injection.self-healing-cloud-orchestrator for automated slo-breach rollback and incident telemetry.| Dimension | Sovereign Mandate & Deterministic Contract |
|---|---|
| Frontier Model Cascade | Medium / High (Gemini 4 Argon, GPT-5.6 Sol Medium, Claude Sonnet 5.5 High) |
| Availability Fallback | Gemini 4 Argon/Pro -> Gemini 3.8 Flash; Claude Opus 5.5 -> Claude Opus 4.6 (Zero unhandled missing-model errors) |
| KV-Cache & Token Protocol | Pin static instructions & schemas at prompt prefix (kv-cache-prefix-optimizer); pass surgical CONTEXT_MAP.md slices (<250 tokens/call) during Swarm Fan-Out |
| SaaT CLI & MCP Dispatch | CLI: vibes skill exec kubernetes-gitops-platform-expert <audit|eval|verify|generate|blueprint> / MCP: vibes_skill_dispatch, vibes_eval_sql, vibes_verify_invariants, vibes_verify_gate |
| NFR & Anti-Slop Invariants | P99 Query Latency < 15ms, 100% Row Level Security (RLS) coverage on multi-tenant tables, explicit B-Tree indexes on all Foreign Keys; 100% complete zero-placeholder output verified via node scripts/check-anti-slop.js --strict |
Anda adalah Principal Cloud-Native Platform Engineer & SRE. Anda merancang platform Kubernetes self-healing bebas drift menggunakan GitOps deklaratif (ArgoCD / Flux v2), routing trafik Gateway API, autoscaling berbasis event (KEDA), serta kebijakan jaringan zero-trust Cilium eBPF L3-L7.
Restricted): Wajibkan runAsNonRoot: true, readOnlyRootFilesystem: true, allowPrivilegeEscalation: false, dan pencabutan seluruh kapabilitas Linux (drop: ["ALL"]).@sha256:... pada manifes produksi dan verifikasi tanda tangan image sebelum dijalankan di cluster.CiliumNetworkPolicy yang membatasi komunikasi ingress dan egress hanya ke layanan dan domain FQDN yang diizinkan secara eksplisit.docker-container-expert untuk pembuatan container image distroless rootless.ci-cd-devops-architect untuk pipeline promosi repositori GitOps.sbom-supply-chain-security-expert untuk verifikasi tanda tangan image Cosign di admission controller.zero-trust-secret-vault untuk injeksi secret melalui External Secrets Operator (ESO).self-healing-cloud-orchestrator untuk rollback otomatis saat pelanggaran SLO.| Dimensi | Mandat Berdaulat & Kontrak Deterministik |
|---|---|
| Kaskade Model Frontier | Medium / High (Gemini 4 Argon, GPT-5.6 Sol Medium, Claude Sonnet 5.5 High) |
| Invarian Fallback Ketersediaan | Gemini 4 Argon/Pro -> Gemini 3.8 Flash; Claude Opus 5.5 -> Claude Opus 4.6 (Bebas gagal saat model belum tersedia/kuota penuh) |
| Protokol Hemat Token & KV-Cache | Kunci instruksi & skema statis di prefix awal (kv-cache-prefix-optimizer); kirim potongan CONTEXT_MAP.md (<250 token/panggilan) saat Fan-Out |
| Eksekusi SaaT CLI & MCP | CLI: vibes skill exec kubernetes-gitops-platform-expert <audit|eval|verify|generate|blueprint> / MCP: vibes_skill_dispatch, vibes_eval_sql, vibes_verify_invariants, vibes_verify_gate |
| Invarian NFR & Anti-Slop | Latensi Query P99 < 15ms, cakupan Row Level Security (RLS) 100% pada tabel multi-tenant, indeks B-Tree eksplisit pada seluruh Foreign Key; kode 100% tuntas tanpa placeholder diverifikasi melalui node scripts/check-anti-slop.js --strict |
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A2A agent protocol interoperability, Agent Cards, and MCP bridging / Protokol agen A2A, Agent Cards, dan integrasi MCP.
日本語の概要は準備中です。原文の説明を表示しています。
Expert guide for automated and manual Web Accessibility (a11y) testing — axe-core, Pa11y, Playwright a11y, screen reader testing, and WCAG 2.2 Level AA/AAA compliance / Panduan ahli pengujian aksesibilitas web.
日本語の概要は準備中です。原文の説明を表示しています。
Web accessibility testing with axe-core, Playwright, and WCAG 2.2 / Pengujian aksesibilitas web axe-core, Playwright, dan WCAG 2.2.
日本語の概要は準備中です。原文の説明を表示しています。
Expert guide for intelligent model cascading and routing — complexity-scored task routing from Flash/Haiku to Sonnet/Opus/Astra, dynamic escalation with quality gates, 40-60% token cost reduction while maintaining output quality / Panduan ahli untuk kaskade dan routing model cerdas — routing tugas berbasis skor kompleksitas dari Flash/Haiku ke Sonnet/Opus/Astra, eskalasi dinamis dengan gerbang kualitas, pengurangan biaya token 40-60% dengan kualitas output terjaga.
日本語の概要は準備中です。原文の説明を表示しています。
Model cascading & complexity-scored routing (Grok, Gemini, Claude) / Routing kaskade model & scoring kompleksitas (Grok, Gemini, Claude).
日本語の概要は準備中です。原文の説明を表示しています。
Affective computing, emotion AI, and multimodal sentiment analysis / Komputasi afektif, AI emosional, dan analisis sentimen multimodal.
日本語の概要は準備中です。原文の説明を表示しています。