Framework Ecosystem

Serverless-native LLM orchestration for AWS Lambda

• → Cold-start optimized (<5MB core)
• → Automatic state persistence to DynamoDB
• → Cost-aware model routing with fallback

Composable AI safety pipelines for production GenAI

• → Graph-based safety pipeline composition
• → Built-in PII detection and redaction
• → HIPAA, SOX, GDPR, FedRAMP compliance packs

Real-time GenAI cost governance and budget enforcement

• → Real-time token cost tracking
• → Per-endpoint budget enforcement
• → Automatic model downgrade on budget breach

Infrastructure-as-Code for prompt management

• → Git-based prompt versioning
• → A/B testing with traffic splitting
• → Automated regression testing

Automated LLM evaluation pipeline generator

• → Use-case-driven metric auto-selection
• → Synthetic adversarial test data generation
• → Statistical drift detection

Zero-to-production agent deployment for AWS

• → One-command agent deployment
• → Session management with export/import replay
• → Multi-tenancy with cost isolation

Enterprise RAG architecture generator for AWS

• → Automated chunking strategy selection
• → Multi-source data ingestion
• → FAISS vector store with hybrid retrieval