AI4ALL @ Thaicom
Launched a secure LLM ecosystem integrating LibreChat, Microsoft Entra ID, RAG pipelines, and governance.
LibreChatAWS BedrockRAGSageMakerEntra IDMCP
Problem → Outcome
Delivered the full-stack foundation for internal GenAI adoption: authentication, prompt safety, content moderation, and integration accelerators spanning Bedrock, OpenAI, and internal knowledge bases.
- Provisioned gated LLM access with policy-based routing and audit trails.
- Implemented RAG pipelines combining vector stores with compliance redaction.
- Built evaluation harness with synthetic feedback loops and prompt analytics.