feat(scheduling): node tags + service placement_tags affinity

Operator-set node labels (node_agents.tags) gate which nodes a service
may schedule onto: services.placement_tags requires every listed tag.
auto and spread filter eligible agents by tags; tags are re-evaluated
each reconcile so retagging a node re-spreads replicas. Pin + tags and
local + tags rejected; empty array clears the requirement.

Surfaces: --placement-tags on services create/update, nodes update
--tags, MCP args, OpenAPI, node-detail tag editor, service-detail
placement-tags input.

Generated with [Devin](https://devin.ai)

Co-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>

app/backend/internal/deployment/engine.go

@@ -20,6 +20,10 @@ type NodeRunner interface {
 	// ReconcileSpread distributes the service's replicas across every online,
 	// schedulable agent — replica i lands on agents[i % len].
 	ReconcileSpread(ctx context.Context, spec RuntimeSpec) (*RuntimeState, error)
+	// ReconcileAuto picks the least-loaded online agent carrying every tag in
+	// spec.PlacementTags and reconciles all replicas onto it. Re-resolved on
+	// every reconcile — the service follows the tag, not a stored node.
+	ReconcileAuto(ctx context.Context, spec RuntimeSpec) (*RuntimeState, error)
 	// ControlService fans a lifecycle action ("start"|"stop"|"restart"|"remove")
 	// out to every replica of the service on the agent.
 	ControlService(ctx context.Context, serviceID, agentID, action string) error

app/backend/internal/deployment/runtime.go

@@ -60,6 +60,9 @@ type RuntimeSpec struct {
 	// Spread distributes replicas across all online, schedulable agents
 	// instead of a single node. Mutually exclusive with NodeID.
 	Spread bool
+	// PlacementTags restricts auto/spread candidates to agents carrying
+	// every listed tag. An explicit NodeID pin bypasses tag filtering.
+	PlacementTags []string
 }
 
 // RuntimeContainer describes one live replica.
@@ -171,6 +174,14 @@ func (de *DeploymentEngine) ReconcileService(ctx context.Context, spec RuntimeSp
 		}
 		return de.nodeRunner.ReconcileOnNode(ctx, spec)
 	}
+	// Placement tags without a pin/spread resolve to the least-loaded
+	// matching agent on every reconcile — soft affinity, re-evaluated.
+	if len(spec.PlacementTags) > 0 {
+		if de.nodeRunner == nil {
+			return nil, fmt.Errorf("service has placement tags but remote dispatch is unavailable")
+		}
+		return de.nodeRunner.ReconcileAuto(ctx, spec)
+	}
 	if spec.Replicas < 1 {
 		spec.Replicas = 1
 	}