Voice AI ordering on AgentCore + Nova 2 Sonic
Real-time, bidirectional voice ordering across mobile, web and voice — published as an AWS Solutions Library guidance.
Blog postAmazon Web Services
Enterprise Support Lead at AWS.
25+ years in software development. At AWS, I help customers design and optimize cloud solutions and guide them through AWS services adoption. I co-author AWS samples and blog posts on generative AI, AI agents with Amazon Bedrock AgentCore, voice AI with Amazon Nova Sonic, and FinOps.
01Featured work
Real-time, bidirectional voice ordering across mobile, web and voice — published as an AWS Solutions Library guidance.
Blog postA conversational agent that consolidates Cost Explorer, Budgets and Compute Optimizer data across accounts.
Blog postBrowser-based chat for Bedrock Agents with Amplify hosting and Cognito authentication — my most-starred AWS guidance repo.
An AI host that answers the phone and takes orders with Amazon Connect and AgentCore Gateway (MCP).
Code02Writing
Co-authored with AWS colleagues, mostly on the AWS Machine Learning (Artificial Intelligence) Blog.
Voice concierge for an existing airline app: Nova 2.5 Sonic speech-to-speech on AgentCore Runtime, backend APIs as MCP tools via AgentCore Gateway, policy answers from Bedrock Knowledge Bases.
with Ravi Kumar·Ankush Goyal·Salman Ahmed
AWS Machine Learning BlogWhatsApp ordering via text, voice notes and real-time calls on AgentCore and Amazon Nova 2, with shared memory.
with Salman Ahmed·Ravi Kumar
AWS Machine Learning BlogPhone ordering end to end with Amazon Connect, Connect Agentic Voice, Connect AI agents and AgentCore Gateway (MCP).
with Salman Ahmed·Ravi Kumar
AWS Machine Learning BlogNatural-language image editor on AgentCore harness with zero orchestration code, deployed with AWS CDK.
with Salman Ahmed·Ravi Kumar
AWS Machine Learning BlogReal-time voice ordering across mobile, web and voice interfaces.
with Salman Ahmed·Ravi Kumar
AWS Machine Learning BlogConversational multi-account cost agent over Cost Explorer, Budgets and Compute Optimizer.
with Salman Ahmed·Ravi Kumar
AWS Machine Learning BlogArchitecture and deployment of an AI system that automates compliance evidence collection.
with Ravi Kumar·Salman Ahmed
AWS Machine Learning BlogReusable Slack-to-AgentCore layer: webhook verification, SQS async processing, thread sessions, AgentCore Memory.
with Salman Ahmed·Ravi Kumar
AWS Machine Learning BlogQuick-service-restaurant drive-thru combining Nova Sonic voice AI with interactive menu boards.
with Salman Ahmed·Ankush Goyal·Leland Johnson·Ravi Kumar
AWS Machine Learning BlogBedrock Agents with Nova Lite translate natural language into Athena queries (CUR example).
with Ravi Kumar·Salman Ahmed
AWS Machine Learning BlogAI-driven insights for managing EC2 On-Demand Capacity Reservations.
with Ankush Goyal·Salman Ahmed·Ravi Kumar
AWS Compute BlogBring Amazon Bedrock Agents into a Slack workspace.
with Salman Ahmed·Ankush Goyal·Ravi Kumar
AWS Machine Learning BlogMulti-agent Bedrock solution on Amazon Nova for AWS cost analysis.
with Salman Ahmed·Ankush Goyal·Ravi Kumar
AWS Machine Learning BlogWeather agent with Bedrock Agents, Amazon Cognito, AWS Lambda and AWS Amplify.
with Salman Ahmed·Ankush Goyal·Ravi Kumar
AWS Machine Learning BlogServerless prompt-based image editing with an Amazon Titan image model.
with Salman Ahmed·Ankush Goyal·Ravi Kumar
AWS Machine Learning Blog03Code
Repositories in AWS organizations with my commits. Stars as of Sep 30, 2026.
Real-time voice ordering across mobile, web and voice interfaces with AgentCore and Nova 2 Sonic.
with Ravi Kumar·Salman Ahmed
Secure browser chat UI for Amazon Bedrock Agents with AWS Amplify and Amazon Cognito.
with Salman Ahmed·Ravi Kumar·@goyalankush1
FinOps agent using Bedrock multi-agent capability and Amazon Nova.
with Daniel Zilberman·Salman Ahmed·Ravi Kumar·Anindith Reddy Bujala
Conversational multi-account cost management agent on AgentCore.
with Ravi Kumar·Salman Ahmed·Daniel Zilberman
AWS DevOps agent interactive demo.
with Salman Ahmed·Ravi Kumar
Amazon Bedrock Agents in Slack.
with Salman Ahmed·Ravi Kumar
Conversational Athena query agent with Amazon Nova.
with Ravi Kumar·Salman Ahmed
Voice AI contextual menu board with Amazon Nova Sonic.
with Ravi Kumar·Salman Ahmed
AI-powered compliance evidence collector.
with Salman Ahmed·Ravi Kumar
Restaurant telephony AI host with Amazon Connect.
with Ravi Kumar·Salman Ahmed
Multimodal WhatsApp restaurant ordering agent.
with Salman Ahmed·Ravi Kumar
Virtual meteorologist with Amazon Bedrock Agents.
with Salman Ahmed·Ravi Kumar
Companion samples linked from posts I co-authored. Code by the broader author team.
Companion sample for the voice AI drive-thru post.
Companion sample for “Integrating Amazon Bedrock AgentCore with Slack”.
Companion sample for the AgentCore harness image editing agent.
Companion sample for the 2024 serverless image editing post.
by Salman Ahmed
Linked from the voice AI drive-thru post.
Companion sample for the voice travel concierge post (AgentCore, Nova 2.5 Sonic, Bedrock Knowledge Bases).
Companion sample for the ODCR capacity insights post.
by @goyalankush1·Salman Ahmed·Ravi Kumar
04Lab & hardware
Things I build on my own time. Stars as of Oct 26, 2026.

Custom ESP32-S3 firmware that revives a decommissioned NEOS smart-home hub: it reads the hub's WyzeSense-compatible contact and motion sensors through the original USB bridge dongle and exposes each one to Alexa as a Matter sensor, so Alexa Routines can trigger on them.
05Collaborators
The work on this site is built together with these two.
Shared work
Shared work
06Talks & credentials
AWS re:Invent 2025 · IND330 · Chalk talk
With Ravi Kumar.
Active badges, verified on Credly.
AWS Certified Solutions Architect – ProfessionalAmazon Web Services Training and Certification · Issued Nov 14, 2022 · Expires Oct 6, 2028
AWS Certified DevOps Engineer – ProfessionalAmazon Web Services Training and Certification · Issued Nov 26, 2021 · Expires Nov 20, 2027
AWS Certified Solutions Architect – AssociateAmazon Web Services Training and Certification · Issued Jan 16, 2020 · Expires Oct 6, 2028
AWS Certified Developer – AssociateAmazon Web Services Training and Certification · Issued Jan 15, 2020 · Expires Nov 20, 2027
AWS Certified AI PractitionerAmazon Web Services Training and Certification · Issued Jan 7, 2025 · Expires Jan 7, 2028
AWS Certified AI Practitioner Early AdopterAmazon Web Services Training and Certification · Issued Jan 7, 2025
AWS Certified Cloud PractitionerAmazon Web Services Training and Certification · Issued Aug 21, 2018 · Expires Oct 6, 2028
Learning Subject Matter Expert (SME)Amazon Web Services Training and Certification · Issued Aug 24, 2026 · Expires Dec 31, 2028
AWS AI Technical Intermediate (L200)AWS Worldwide Field Enablement · Issued May 19, 2026
AWS AI Foundational (L100) AccreditationAWS Worldwide Field Enablement · Issued Jan 7, 2025
08Contact
Beyond work: multi-instrument musician (guitar, piano, drums) and wing chun kung fu practitioner.