Assessed AWS Bedrock Agents; concluded it was not production ready. Architected and built a fully compliant A2A agentic framework. 100% AWS serverless. Dynamic loading of agent cards and tool manifests.
Outcome: Cross-team Agentic AI development framework delivered ahead of time.
Built an end-to-end automated pipeline for processing 100,000 invoices per month, integrating multiple large language models and OCR tools. The project included high accuracy data extraction and a 99.99% up-time.
Outcome: $2m cost reduced to $50k; process lead time improved from 2 weeks to 2 days; error rates dropped by 90%.
Led the build of an OpenAI API based chatbot with a strong guardrails requirement. Secure hand-off to human-in-the-loop support workers
Outcome: Successful handover of platform to clients team in Singapore