What's included

• Production LLM/RAG API (AWS)

  A Bedrock/SageMaker endpoint with retrieval orchestration, ready for app integration.

• Retrieval Pipeline & Vector Index

  Ingestion, chunking, embeddings and an indexed store (e.g., OpenSearch/pgvector).

• Terraform Infrastructure (IaC)

  Modular Terraform for VPC, IAM, networking, compute, storage and policies.

• CI/CD Pipelines (GitHub Actions)

  Build, test, security scans and deploy for app/model/IaC with environment promotion.

• Data Pipelines (ETL/ELT)

  AWS-native ingestion and transformation jobs with schedules and retries.

• Evaluation & Testing

  Automated quality checks (e.g., RAGAS/ARES), latency/cost tests and regression suite.

• Observability & Cost Controls

  CloudWatch logs/metrics/dashboards, basic alerts, and AWS Budgets with tagging.

• Security Baseline

  Least-privilege IAM, encryption in transit/at rest, secrets management and guardrails.

• Architecture Pack

  High-level diagram, components list, data flow and decision log (ADRs).

• Documentation & Handover

  README, runbooks, recorded walkthrough and a time-boxed post-delivery bug-fix window.