Personal Blog

A retrospective on how agentic AI evolved from simple chatbots to autonomous, tool-using multi-agent systems.

Building a serverless API layer around Bedrock model streaming using Lambda response streaming and API Gateway.

How to combine Deepgram streaming transcription, an LLM, and ElevenLabs synthesis into a natural-sounding voice chatbot.

Practical guardrail patterns for reducing hallucination and defending LLM applications against prompt injection attacks.

Building agents that reason over text, images, and documents using Gemini's multimodal capabilities on Vertex AI.

Combining AWS Step Functions with Bedrock model invocations to build durable, auditable agentic workflows.