Runtime and Lifecycle Management

Production - Feature flags, beta program, production rollout, GA readiness

The Agent Runtime Lifecycle system manages the complete lifecycle of agent deployments from initial feature flag rollout through beta testing, production deployment, and GA readiness certification. Implemented across data-plane/ai-service/src/agents/runtime/.

12.2.16.1Lifecycle Stages

Feature Flags --> Canary (10%) --> Beta Program --> Production Rollout --> GA Readiness
     |                |                |                  |                    |
  Week 59          Week 59          Week 60           Week 61             Week 65

Stage	Key Services	Purpose
Feature Flags	`AgentPlatformFeatureFlags`	Per-tenant feature toggle with canary rollout
Beta Program	`BetaTenantManager`, `BetaFeedbackService`	Controlled beta with feedback collection
Production Rollout	`ProductionRolloutManager`, `PerformanceOptimizer`	Gradual rollout with performance gates
Observability	`ObservabilityServiceRegistry`, `AlertRules`, `SLO Dashboards`	Monitoring and alerting
GA Readiness	`GAReadinessChecker`, `SecurityAudit`, `PerformanceCertification`	Certification checklist

Feature Flag Configuration

canary_pct = int(os.environ.get("AGENT_RUNTIME_CANARY_PERCENTAGE", "10"))
create_agent_platform_feature_flags(
    config=AgentPlatformFeatureFlagConfig(canary_rollout_percentage=canary_pct)
)

12.2.16.2API Endpoints

# Check feature flag for tenant
curl "http://localhost:8000/api/v1/agent-runtime/features?tenant_id=acme-corp&feature=agent_pools"
 
# Enroll tenant in beta
curl -X POST http://localhost:8000/api/v1/agent-runtime/beta/enroll \
  -H "Content-Type: application/json" \
  -d '{"tenant_id": "acme-corp", "tier": "standard"}'
 
# Check GA readiness
curl http://localhost:8000/api/v1/agent-runtime/ga-readiness?tenant_id=acme-corp
 
# Platform health
curl http://localhost:8000/health/agent-platform

GA Readiness Response

{
  "ready": false,
  "checks": {
    "security_audit": {"passed": true, "score": 0.95},
    "performance_certification": {"passed": true, "p95_latency_ms": 2100},
    "feature_flag_removal": {"passed": false, "remaining_flags": 2},
    "documentation": {"passed": true, "coverage": 0.92},
    "signoff": {"passed": false, "approvals": 1, "required": 3}
  },
  "overall_score": 0.78,
  "blocking_items": ["feature_flag_removal", "signoff"]
}

Tool Management Text-to-SQL Pipeline