AI-aware infrastructure leadership

Building resilient infrastructure platforms at production-fleet scale.

Software & systems engineering leader with 25 years of experience building and leading cross-functional teams, architecting scalable infrastructure services, and transforming operations into productized automation systems.

Impact vectors

From operational load to autonomous infrastructure leverage.

99.9%

NACL convergence assurance

Led distributed firewall software enforcing inter-security-domain access restrictions with P99 propagation under 60 seconds.

20K/day

Provisioning throughput

Built lifecycle and server reimaging ecosystem with P99 turnaround below 15 minutes and P99 success rate of 99.9%.

95%

DNS cache hit ratio

Owned resilient BGP/Anycast DNS architecture with client-side caching, serving 20M queries and routing 1M upstream.

±200µs

Time stability

Drove stable and observable NTP/Chrony infrastructure, including precision time protocol proof of concept for time-series workloads.

Operating pattern

AI-tooling patterns applied to infrastructure systems.

My work centers on converting raw fleet signals into reliable decisions: observe, classify, predict, remediate, and continuously improve through automation-first engineering.

01 / Sense

Fleet observability and data products

Scalable server state collection for operational excellence, compliance, asset analytics, and self-service investigation across large production targets.

02 / Decide

AI/ML anomaly detection

Real-time feature engineering and online ML training on event streams, designed for unsupervised learning, RLHF loops, ensemble scoring, and confidence-bound signals.

03 / Act

Automated remediation platforms

Fault management, out-of-band connectivity remediation, firmware monitoring, server reimaging, MFA access infrastructure, and secure change operations.

04 / Govern

Security and production readiness

CISSP and CEH certified leader with deep experience in STRIDE threat modeling, TLS deprecation, secrets management, vulnerability response, and operational controls.

Core domains

Leadership depth across infrastructure, reliability, AI, and security.

Engineering Leadership

Team building, manager mentoring, operating mechanisms, incident command, portfolio strategy, production readiness, and organizational execution.

Distributed Infrastructure

DNS, NTP/Chrony, Syslog, provisioning, firewall management, server observability, service discovery, Kubernetes migration, and cloud enablement.

Automation & AI/ML

Python/Go automation, real-time ML signals, anomaly detection, server trend analysis, asset intelligence, fault prediction, CI/CD systems, and toil reduction.

Application Security

CISSP, CEH, AWS Solutions Architect, RHCE, TLS operations, secrets management, vulnerability management, OSQuery, and software hygiene.

Career timeline

25 years across LinkedIn, Intuit, DreamWorks, Yahoo, and enterprise infrastructure.

2022 — Present

Sr. Manager, Software Engineering · LinkedIn

Leads Infrastructure System Software Engineering across critical distributed services at large fleet scale, covering observability, provisioning, fault management, access infrastructure, DNS, and time services.

2019 — 2022

Manager, Software Engineering · LinkedIn

Led software engineers building distributed infrastructure services across on-prem and cloud, including firewall management, automated provisioning, reimaging, and MFA integration.

2013 — 2018

Lead of SRE, Staff · Intuit

Led SRE for QuickBooks Online, driving AWS migration, deployment automation, performance tuning, incident management, DR operations, and operational excellence.

2011 — 2013

Lead of Linux Engineering · DreamWorks / Technicolor

Owned Linux engineering escalation, OS security, RHEL customization, Python automation, Puppet migration, virtualization, and datacenter hardware setup.

2005 — 2011

Service Engineering Operations · Yahoo!

Supported Yahoo Mail operations, security, BCP, production monitoring, alerting, root-cause prediction, patching, and high-availability operations.

2001 — 2005

Systems & Network Engineering · CMC, Pulse IT, Wipro, Andale

Built early foundation in Linux, Unix, Windows, datacenter operations, web/database systems, monitoring, troubleshooting, and technical training.

Credentials

Education and certifications

  • CISSP
  • Certified Ethical Hacker
  • AWS Solutions Architect — Associate
  • RHCE
  • ITIL V3
  • M.Tech, Computing Systems & Infrastructure — BITS
  • BS, Information Systems — BITS

Contact

Let’s connect on infrastructure leadership, AI-driven operations, and platform reliability.