The Production-First AI Architect
18 years of infrastructure depth — from bare-metal data centers to BGP routing tables to VMware SDDCs — now applied to building Agentic AI platforms that don't crash on Monday morning.
Current Position
Agentic AI Platform Architect& Associate Director, Cloud & AI Platform Strategy.
Target Vision
Seeking Agentic AI Architect, Principal Platform Architect, or Head of AI Infrastructure roles where 18 years of production-hardened infrastructure expertise meets the new frontier of autonomous AI systems — building resilient, governed, and cost-optimised AI platforms at enterprise scale.
"I didn't start with an engineering degree or a campus placement. I started with a part-time job selling credit cards, a call center night shift in Jaipur, and a reason to stop drifting."
— The actual beginning. 2006–2007.
Agra — The Drift & The Fire Within
2000 – 2006B.Sc Mathematics, Agra College. Smart, but unfocused. A dreamer who couldn't find the door. Prepared for IAS/IPS — the typical Indian household path — but the bureaucratic reality clashed with who I was. Took a part-time job selling credit cards door-to-door in 2006 just to keep moving.
The Struggle & Learning: Handling daily rejection on the streets was my first real education. It taught me how to read people, handle instant refusal without ego, and communicate under intense pressure. My love of technology never died. It was just waiting for direction.
Jaipur — The Decision That Changed Everything
2007I fell in love. She is now my wife. I needed to become someone worth choosing. Moved to Jaipur alone — no savings, no contacts, no guarantee.Three things running in parallel: call center night shifts to pay rent, English speaking classes in the morning, CCNA labs during the day. Secured a Quality Operator role at Ericsson India Pvt Ltd — seeing enterprise telecom networks for the first time.
The Tech & Learning: I was configuring OSPF and EIGRP on Cisco 2600 routers in Packet Tracer until 3 AM. I became the standout student in my CCNA batch — not by studying harder, but because I was genuinely obsessed with how packets traveled across the world. Hard work is just a byproduct of true obsession.
Delhi — HCL Infosystems & The Gravity of Uptime
May 2008 – Mar 2009Married in March 2008. Moved to Delhi. Struggled initially, then secured an OJT Network Admin role at HCL Infosystems Ltd, managing Artemis Hospital IT — Cisco ASA 5510 firewalls, DMZ isolation, Site-to-Site IPSec & Remote Access VPN, EPABX telephony, Active Directory, and MRTG / WhatsUp Gold telemetry.
The Struggle & Learning: I was thrown into the deep end. A misconfigured VLAN or firewall rule meant doctors couldn't access patient life-support records. The pressure was immense. I learned that in a hospital, a network drop isn't an SLA ticket; it's patient safety. Uptime isn't just a metric, it's a responsibility. I learned to quadruple-check every CLI command before hitting enter.
Spectranet — The Iron Age & Rooftop Mastery
Mar 2009 – Dec 2010Field Engineer. Joined specifically to master WAN — find the gap, go fill it. Configured production BGP routing, Juniper SRX firewalls, and fiber MAN rings. Cleared CCNA.
The Struggle & Learning: Every day meant climbing 10-story Delhi rooftops in 45°C summer heat to physically align WiMAX directional antennas. If the signal dropped below -82 dBm / 12 dB SNR, the link would flap. Every night, I would recreate the production network in GNS3 labs till 2 AM, simulating the BGP route reflectors I'd seen in the field. Leadership begins in the mud — if you don't understand the physical layer, you're just guessing at higher layers.
Net4 India — Greenfield Tier-3 Data Centers & IPv6 Pioneer
Jan 2011 – Feb 2014Promoted to Assistant Manager at age 26, leading a team of 11 engineers spread across India.Built two Tier-3 Data Centers from scratch — from empty concrete warehouse space to operational IaaS. Managed Precision Air Conditioning (PAC) thermal limits, Cacti Spine C-pollers, and Linux RHEL initrd P2V migrations.
The Tech & Learning: Building a DC meant learning HVAC cooling, power loads, and MP-BGP routing simultaneously. We rolled out MP-BGP Dual-Stack IPv6 in 2012, years before most enterprises could even spell it. I learned that true engineering leadership is building resilient systems cable-to-cloud, while empowering your team to operate them without you.
Wipro Technologies — High-Stakes Security & Load Balancer Surgery
Feb 2014 – Aug 2017Technical Lead of 18 security engineers, serving as the single point of escalation for high-severity incident war rooms. Managed complex multi-vendor firewalls (Checkpoint, Palo Alto App-ID, Cisco Firepower FTD), and built Python Netmiko/Paramiko automation scripts. Awarded "Maestro of the Quarter" and "Best Engineer".
The Struggle & Learning: The biggest challenge was migrating 300+ Virtual Servers from legacy Cisco ACE 4710 hardware controllers to F5 LTM virtual appliances. I had to write complex Tcl iRules to handle custom persistence and HTTP header manipulation, achievingzero client downtime. High-stakes migrations aren't about the technology; they're about exhaustive risk mitigation and bulletproof rollback plans.
IBM India — SDDC Cloud Architecture & Zero-Downtime Live Migrations
Aug 2017 – Feb 2020VMware NSX Consultant & Transition/Transformation Co-Architect in IBM Cloud (SoftLayer). Designed multi-tenant Software-Defined Data Center (SDDC) architectures from scratch to lift and shift on-premise enterprise environments.
The Tech & Learning: Tasked with a zero-IP-change bulk live migration of 500+ production enterprise VMs, we used VMware HCX and integrated Arista Hardware VTEPs via OVSDB bridges into Geneve/VXLAN overlays. When migrations stalled at 2 AM, I was writing PowerCLI & PowerNSX end-to-end automation pipelines to ensure deterministic failovers. Cloud transformation succeeds or fails entirely on the strength of its automation pipelines.
NTT Data Services — Financial Sector Cloud & Zero-Touch Automation
Feb 2020 – Sep 2022Systems Integration Specialist Advisor. Designed, managed, and automated high-security private cloud environments for major financial sector clients handling mission-critical transaction streams. Executed zero-downtime fleet upgrades across hundreds of production NSX environments.
The Struggle & Learning: Financial clients demanded extreme security and rapid scaling. I built declarative Tier-0/1 routing automation via NSX-T Policy APIs, self-service vRealize Automation (vRA) YAML cloud templates, Ansible Tower Zero-Touch Provisioning (ZTP) pipelines, and Kubernetes NCP CNI translations. This slashed tenant onboarding timelines from 21 days → 90 seconds. In enterprise infrastructure, if a process isn't codified in a pipeline, it's a liability.
Now — Enterprise Cloud & Agentic AI Architecture
Associate Director, Enterprise Cloud & AI Strategy. Leading multi-region Azure Enterprise Landing Zones (CAF), DevSecFinOps factories (Checkov policy-as-code CI gates, Infracost PR guardrails), and dual 10Gbps ExpressRoute BGP Local-Pref steering.
The Frontier & Learning: ArchitectingAgentic AI platforms that don't hallucinate or crash. Building multi-agent orchestration via Antigravity 2.0, Cloudflare Workers AI, Vector RAG, and Stateful Circuit Breakers. The exact same engineering rigor that kept hospital networks online in 2008 is what keeps non-deterministic LLM inference loops deterministic in 2026.
"Credit card sales door-to-door → call center night shifts → rooftop WiMAX antennas → Tier-3 data centers → enterprise SDDC → multi-agent AI platforms. Every step was earned. None of it was given."
Enterprise Platform ROI Estimator
Quantify the financial and operational return of migrating from manual ticket-ops to automated cloud platforms.
For an organization spending $150k/mo on cloud infrastructure with 30% estimated waste, introducing automated IaC policy gates and environment pruning rules recovers 80% of waste, returning $432,000 back to the annual budget.
Technology Evaluation Radar (2007 – 2026)
Strategic radar mapping core infrastructure tools and engineering patterns across Adopt, Trial, Assess, and Hold rings.
High-confidence production standards with proven reliability at enterprise scale.
Actively scaling in production with clear, quantifiable ROI metrics.
Testing in lab sandboxes to evaluate architectural suitability.
Legacy patterns superseded by modern software-defined architectures.
Technology Currency Grid 2008 – 2026
Brightness = recency. Hover any cell for evidence. No buzzwords — only what I've actually shipped in production.
AI as an Engineering Team
I use Agentic AI as my full engineering team — research, code, review, deploy. Not to write boilerplate, but to build complete production products solo that would normally require a team of five.
Infrastructure Patterns for AI Reliability
BGP failover becomes LLM cost-routing. DFW microsegmentation becomes Capability Attenuation. PAC thermal runaway becomes Circuit Breaker patterns. 18 years of infra thinking applied to AI reliability.
Deterministic Guardrails, Stochastic Outputs
AI agents are probabilistic. The infrastructure around them must be deterministic. Cost controls, fallback chains, audit trails, and policy gates are not optional — they are the architecture.
🎯 Strategic Core
- ▸Cloud ArchitectureAzure Enterprise Scale Landing Zones, AWS Hub-Spoke, IBM SoftLayer
- ▸Network VirtualizationDeep expertise in VMware NSX-T, NSX-V, GENEVE, VXLAN & SDDC
- ▸Agentic AI EngineeringGoogle Cloud GEAR (ADK), Model Context Protocol (MCP), Workers AI, Vector RAG, Stateful Circuit Breakers
⚔️ Battle-Tested Ops
- ▸Infrastructure as CodeTerraform, Ansible Tower/Automation Platform, Python Netmiko/Paramiko
- ▸Core Networking & BGPBGP Traffic Engineering, OSPFv3, MPLS, Arista HW-VTEP, ExpressRoute
- ▸Multi-Vendor SecurityPalo Alto App-ID, Checkpoint SmartConsole, F5 LTM/GTM, Cisco ASA
GEAR Program (AI Agents)
Google Agent Development Kit (ADK) & Vertex AIKaggle AI Agents Intensive
Production Agentic WorkflowsAzure Network Engineer (AZ-700)
Enterprise Hybrid CloudNSX-T Data Center 3.2 Professional
Software-Defined NetworkingNSX Advanced Load Balancer (Avi)
Software Load BalancingNSX-T Federation & Multi-Site
Multi-Region SDDCFilter 18+ years of infrastructure evolution by era domain or year slider.
Associate Director
Leading enterprise cloud architecture, DevSecFinOps factories, Azure Hub-and-Spoke designs, and production Agentic AI orchestration.
Systems Integration Advisor
Architected private clouds for financial institutions. Built zero-touch provisioning pipelines using Ansible, Terraform, and NSX-T Policy API.
VMware NSX Consultant
Designed multi-cloud SDDC infrastructure in IBM Cloud. Lifted and shifted 500+ workloads live using VMware HCX and Arista HW-VTEP bridges.
Technical Lead (Security)
Managed high-stakes multi-vendor security estates (Checkpoint, Palo Alto, Cisco ASA). Led 300+ Virtual Server migrations from Cisco ACE to F5 LTM.
Assistant Manager
Greenfield build of two Tier-3 Data Centers from dust. Led IPv6 BGP dual-stack deployment, Cacti/Spine telemetry, and Linux P2V migrations.
Field Engineer
The Iron Age of networking. Hands-on debugging of WiMAX RF links on urban rooftops, BGP routing, and physical link reduncancy.
Network Admin (OJT)
Foundational network management for Artemis Hospital. Maintained Cisco ASA DMZ security, S2S IPSec VPNs, Active Directory, and MRTG monitoring.
Filter 18+ years of infrastructure evolution by era domain or year slider.
Associate Director
Leading enterprise cloud architecture, DevSecFinOps factories, Azure Hub-and-Spoke designs, and production Agentic AI orchestration.
Systems Integration Advisor
Architected private clouds for financial institutions. Built zero-touch provisioning pipelines using Ansible, Terraform, and NSX-T Policy API.
VMware NSX Consultant
Designed multi-cloud SDDC infrastructure in IBM Cloud. Lifted and shifted 500+ workloads live using VMware HCX and Arista HW-VTEP bridges.
Technical Lead (Security)
Managed high-stakes multi-vendor security estates (Checkpoint, Palo Alto, Cisco ASA). Led 300+ Virtual Server migrations from Cisco ACE to F5 LTM.
Assistant Manager
Greenfield build of two Tier-3 Data Centers from dust. Led IPv6 BGP dual-stack deployment, Cacti/Spine telemetry, and Linux P2V migrations.
Field Engineer
The Iron Age of networking. Hands-on debugging of WiMAX RF links on urban rooftops, BGP routing, and physical link reduncancy.
Network Admin (OJT)
Foundational network management for Artemis Hospital. Maintained Cisco ASA DMZ security, S2S IPSec VPNs, Active Directory, and MRTG monitoring.
Looking for an Agentic AI Platform Architect?
18 years of infrastructure depth bridging data centers to production AI platforms running at 99.99% availability.
