feat(knowledge): stage Phase 2.4 K8s deployment manifests (Sprint E B2)

NOT YET APPLIED — push to origin/main is gated on the DNS A record
knowledge.iamworkin.lan -> 10.0.56.200 being live. Per memory
feedback_pfsense_dns_required_for_acme, applying the Certificate
without DNS in place puts cert-manager into ~2h HTTP-01 backoff and
needs `kubectl -n knowledge delete order <name>` recovery.

Manifests authored:
- apps/knowledge/knowledge.yaml — Namespace, PVC (knowledge-vector-store
  Longhorn 20Gi RWO), Deployment (single replica, Recreate, image
  localhost/fc-knowledge-web:v202604272200 placeholder, runAsNonRoot
  1654, readOnlyRootFilesystem, drop ALL caps, /healthz startupProbe +
  readinessProbe, tcpSocket livenessProbe), Service (ClusterIP port
  80 -> 8080), Certificate (step-ca-acme ClusterIssuer, 90d duration),
  IngressRoute (knowledge.iamworkin.lan, websecure entrypoint).
- apps/knowledge/kustomization.yaml — `kubectl kustomize` preview file
  (matches fc-distribution shape; ApplicationSet uses dir generator).
- apps/knowledge/README.md — deployment order checklist with the DNS
  preflight, image build/import loop for all 3 RKE2 nodes, push
  procedure, smoke verification, initial-deploy-state notes
  (zero editions until *.db files are pushed to the PVC), resource
  sizing, probe + middleware notes.

Companion artifacts (separate repos, separate commits):
- FlowerCore.Knowledge@eb91eb4 — Dockerfile.deploy at repo root
- FlowerCore.Notes@96cd443 — scripts/deploy-knowledge.sh

Apply order (from apps/knowledge/README.md):
1. Add DNS A record knowledge.iamworkin.lan -> 10.0.56.200 via
   FlowerCore.DNS or pfSense web UI.
2. Run `bash scripts/deploy-knowledge.sh` from FlowerCore.Notes — this
   builds + imports the image to all 3 RKE2 nodes with
   FLOWERCORE_DEPLOY_SKIP_ROLLOUT=1 (since the Deployment doesn't
   exist yet on the cluster).
3. Bump the image tag in this manifest to match the freshly-imported
   tag, then `git push` from this repo to land on main. ArgoCD picks
   up within ~3 minutes and creates `infra-knowledge`.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

apps/knowledge/knowledge.yaml

@@ -0,0 +1,227 @@
+# FlowerCore.Knowledge.Web — fleet vector indexing & RAG hub.
+#
+# Phase 2.4 of the Knowledge service plan. REST + MCP service that scans
+# *.db files under /data/vector-stores and exposes:
+#   - REST: /api/v1/editions, /api/v1/corpus/search, /healthz
+#   - MCP:  list_editions, describe_edition, corpus_search
+#   - Static OpenAPI/Scalar via UseFlowerCoreApi
+#
+# Architecture:
+#   Plan:    FlowerCore.Notes/docs/ai-agents/flowercore-knowledge-service-plan.md
+#   Sprint:  FlowerCore.Notes/docs/ai-station/sprint-e-xxl-plan.md (Track B)
+#   Repo:    D:\git\FlowerCore\FlowerCore.Knowledge\
+#   Shared:  FlowerCore.Common -> FlowerCore.Shared.Indexing (chunkers, vector
+#            stores, edition profiles, ICorpusSearchService facade)
+#
+# Deployment order (see apps/knowledge/README.md and the bluejay-infra/README.md
+# top-level checklist):
+#   1. FlowerCore.DNS public A record knowledge.iamworkin.lan -> 10.0.56.200
+#      MUST exist BEFORE the Certificate is created, or cert-manager HTTP-01
+#      backs off ~2h. Memory: feedback_pfsense_dns_required_for_acme.
+#   2. Build + import the image to ALL RKE2 nodes (server + both agents) since
+#      the Pod uses a Longhorn PVC and may schedule anywhere.
+#      Memory: feedback_rke2_localhost_imagepullpolicy.
+#   3. Bump the image tag in this file, git push.
+#   4. ArgoCD ApplicationSet picks up within ~3 minutes and creates
+#      infra-knowledge.
+#
+# Initial-deploy state:
+#   The Longhorn PVC is empty on first deploy. Knowledge.Web's filesystem
+#   catalog will report zero editions until vector-store *.db files are
+#   pushed into /data/vector-stores. Initial population is a follow-up step
+#   (Phase 2.5+, Blazor admin UI's "Rebuild" button); for the first deploy
+#   the goal is just to prove the pod boots, /healthz returns 200, and the
+#   Traefik IngressRoute serves the Scalar UI.
+---
+apiVersion: v1
+kind: Namespace
+metadata:
+  name: knowledge
+  labels:
+    app.kubernetes.io/part-of: bluejay-infra
+---
+apiVersion: v1
+kind: PersistentVolumeClaim
+metadata:
+  name: knowledge-vector-store
+  namespace: knowledge
+spec:
+  accessModes:
+    - ReadWriteOnce
+  storageClassName: longhorn
+  resources:
+    requests:
+      storage: 20Gi
+---
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: knowledge-web
+  namespace: knowledge
+  labels:
+    app: knowledge-web
+    app.kubernetes.io/name: knowledge-web
+    app.kubernetes.io/part-of: bluejay-infra
+spec:
+  replicas: 1
+  revisionHistoryLimit: 3
+  # RWO Longhorn PVC blocks rolling updates (multi-attach error). Recreate
+  # is the canonical pattern (memory: feedback_rwo_pvc_blocks_rolling).
+  strategy:
+    type: Recreate
+  selector:
+    matchLabels:
+      app: knowledge-web
+  template:
+    metadata:
+      labels:
+        app: knowledge-web
+        app.kubernetes.io/name: knowledge-web
+        app.kubernetes.io/part-of: bluejay-infra
+      annotations:
+        prometheus.io/scrape: "true"
+        prometheus.io/port: "8080"
+        prometheus.io/path: "/metrics"
+    spec:
+      securityContext:
+        runAsNonRoot: true
+        fsGroup: 1654
+        fsGroupChangePolicy: OnRootMismatch
+      containers:
+        - name: web
+          # Placeholder tag — bump to the image you built + imported to ALL
+          # RKE2 nodes via scripts/deploy-knowledge.sh before applying.
+          image: localhost/fc-knowledge-web:v202604272200
+          imagePullPolicy: Never
+          ports:
+            - containerPort: 8080
+              name: http
+          env:
+            - name: ASPNETCORE_URLS
+              value: "http://+:8080"
+            - name: ASPNETCORE_ENVIRONMENT
+              value: "Production"
+            - name: DOTNET_SYSTEM_GLOBALIZATION_INVARIANT
+              value: "false"
+            # Vector-store directory + embedding model + edition profile dir.
+            # Profile JSON is baked into the image at /app/editions via the
+            # csproj Content-link from FlowerCore.Common/editions/.
+            - name: Knowledge__VectorStoresDirectory
+              value: "/data/vector-stores"
+            - name: Knowledge__EmbeddingModel
+              value: "nomic-embed-text"
+            - name: Knowledge__DefaultLimit
+              value: "5"
+            - name: Knowledge__MaxLimit
+              value: "50"
+            - name: FlowerCore__Editions__ProfileDirectory
+              value: "/app/editions"
+            # Embed via BLUEJAY-WS GPU (R9700, 32GB VRAM). Pi5 Ollama is
+            # ~4-5x slower; use the workstation while we have it.
+            # Memory: feedback_pi5_nomic_embed_slow.
+            - name: FlowerCore__Ollama__BaseUrl
+              value: "http://10.0.56.20:11434"
+          resources:
+            requests:
+              cpu: 100m
+              memory: 256Mi
+            limits:
+              cpu: 1000m
+              memory: 1Gi
+          # /healthz is mapped by HealthController (controller-based route).
+          # tcpSocket liveness is the defensive fallback in case middleware
+          # later gates /healthz behind auth (memory:
+          # feedback_k8s_probes_behind_auth_middleware).
+          startupProbe:
+            httpGet:
+              path: /healthz
+              port: 8080
+            initialDelaySeconds: 5
+            periodSeconds: 5
+            failureThreshold: 30
+          readinessProbe:
+            httpGet:
+              path: /healthz
+              port: 8080
+            periodSeconds: 10
+            failureThreshold: 3
+          livenessProbe:
+            tcpSocket:
+              port: 8080
+            initialDelaySeconds: 30
+            periodSeconds: 30
+            failureThreshold: 3
+          securityContext:
+            runAsNonRoot: true
+            runAsUser: 1654
+            runAsGroup: 1654
+            allowPrivilegeEscalation: false
+            readOnlyRootFilesystem: true
+            capabilities:
+              drop:
+                - ALL
+          volumeMounts:
+            - name: vector-store
+              mountPath: /data/vector-stores
+            - name: tmp
+              mountPath: /tmp
+            - name: logs
+              mountPath: /app/logs
+      volumes:
+        - name: vector-store
+          persistentVolumeClaim:
+            claimName: knowledge-vector-store
+        - name: tmp
+          emptyDir: {}
+        - name: logs
+          emptyDir: {}
+---
+apiVersion: v1
+kind: Service
+metadata:
+  name: knowledge-web
+  namespace: knowledge
+  labels:
+    app: knowledge-web
+    app.kubernetes.io/name: knowledge-web
+    app.kubernetes.io/part-of: bluejay-infra
+spec:
+  type: ClusterIP
+  selector:
+    app: knowledge-web
+  ports:
+    - name: http
+      port: 80
+      targetPort: 8080
+---
+apiVersion: cert-manager.io/v1
+kind: Certificate
+metadata:
+  name: knowledge-tls
+  namespace: knowledge
+spec:
+  secretName: knowledge-tls
+  issuerRef:
+    name: step-ca-acme
+    kind: ClusterIssuer
+  dnsNames:
+    - knowledge.iamworkin.lan
+  duration: 2160h    # 90d
+  renewBefore: 720h  # 30d
+---
+apiVersion: traefik.io/v1alpha1
+kind: IngressRoute
+metadata:
+  name: knowledge
+  namespace: knowledge
+spec:
+  entryPoints:
+    - websecure
+  routes:
+    - match: Host(`knowledge.iamworkin.lan`)
+      kind: Rule
+      services:
+        - name: knowledge-web
+          port: 80
+  tls:
+    secretName: knowledge-tls