Infrastructure
Auto-provisions cloud (AWS/GCP/Azure), scales, manages costs
Vector DB & RAG
Chunking, embedding selection, hybrid search, reranking, caching, evaluation, A/B testing
Memory & State
Persistent memory across sessions, user-specific context, multi-agent shared state
Models
LLM + embedding selection, fine-tuning paths, cost/latency trade-offs, versioning
Agent Orchestration
Workflow design, conditional routing, pub/sub, streaming, error recovery
Observability
Decision tracing, conversation replay, token dashboard, latency graphs, error logs
Testing & Environments
Dev / staging / prod isolation, one-click promotion, regression detection
Security & Compliance
PII detection, GDPR/HIPAA/SOC 2 controls, guardrails, secrets rotation, audit logs
Cost Control
Budget alerts, auto-model downgrades, smart throttling, caching
Upgrades & Maintenance
Auto or manual upgrades, rollback, zero-downtime deployments
Data Portability
One-click export of everything (data, vectors, configs, infra-as-code) — zero lock-in
