2025
ARM-based Rack Manager: 400K+ devices, 4M+ nodes
Lead the development of software and firmware solutions for the ARM-based Rack Manager — overseeing servers, BMCs, accelerators, PDUs, and GPUs — operating on 400K+ devices and 4M+ nodes, enabling fleet-wide monitoring, lifecycle management, and operations across Azure datacenters.
- Firmware
- Distributed Systems
- Azure
2025
GBx00 NVL72 GPU cluster deployment
Currently playing a key role in GBx00 NVL72 deployment, supporting GPU cluster buildout and enabling GPU telemetry, firmware updates, diagnostics, and Azure fabric APIs via rack-level device services.
- GPU
- AI Infrastructure
- NVL72
2024
AI-powered Firmware Log Analyzer Copilot
Built an AI-powered Firmware Log Analyzer Copilot that ingests logs and test artifacts, auto-detects anomalies, and generates debugging insights — replacing manual multi-hour triage workflows.
- AI
- Developer Productivity
- Observability
2024
100% Copilot adoption across the team
To accelerate team productivity, built internal AI chatbots and championed Copilot adoption, achieving 100% usage across the team.
2023
Redundant telemetry: OOB + in-band + serial fallback
Architected redundant telemetry systems (OOB, in-band, and serial fallback) to maintain observability during network and platform failures.
2024
AI-assisted RCA workflows
Built AI-assisted RCA workflows correlating telemetry, logs, and incidents to accelerate debugging and reduce repetitive analysis.
2023
Multi-phase AzSecurity initiatives across RM/RSCM
Led multi-phase security initiatives (AzSecurity) including threat modeling, risk tracking, and feature enablement across RM/RSCM.
2023
Firmware security hardening
Enhanced firmware security through at-scale syslog monitoring, rate limiting, privilege separation, and Platform Root of Trust.
2024
Telemetry pipelines + KQL dashboards for GPU & liquid-cooled racks
Built and scaled telemetry pipelines and KQL dashboards for real-time analytics targeting GPU, liquid cooling, and NVL72 rack telemetry — improving device availability and enabling proactive alerting for critical scenarios.
2022
Hands-on across the full stack of AI supercomputers
Acquired hands-on experience in board bring-up, platform initialization, board support packages, security, attestation, telemetry pipelines, and distributed cloud services for Azure AI supercomputers.
- Embedded
- Distributed Systems