Prasad MK

Solution Architect · Agentic AI · SRE · Observability · Backend

Designing, Building, Scaling & Operating Enterprise Distributed Systems · Mission-Critical Reliability · Responsible AI

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Executive Summary

Technologist, Software Engineer, and Platform Architect with 25+ years designing, building, and operating mission-critical distributed systems at enterprise scale, including 8 years as sole SRE owner of an enterprise AIOps SaaS platform sustaining 99.99% SLA uptime across the Americas and cutting incident resolution time 45%. Proven record across high-throughput backend services (Java/Spring Boot, Go, Python, C/C++), cloud infrastructure (AWS, Azure, GCP), and enterprise customer environments, including directly managing telemetry infrastructure for Apple's Vertica data farm and resolving 100% of high-priority on-site escalations at Fortune 500 accounts (Apple, Samsung, Disney, FedEx, PG&E; recipient of HP's Global High Impact Award). Led a 50+ microservices Kubernetes migration that cut annual cloud spend by $2M, and built streaming telemetry pipelines processing 8TB/day at sub-second latency. Currently Solutions Architect / Technical Lead on a 70,000-user financial platform at Wipro/PNC, and actively engineering Agentic AI backend architectures on AWS Bedrock with multi-agent orchestration and RAG pipelines. Published researcher on AI agent security policies and trust-boundary frameworks, with a pending patent on Generation-Bound Cache Invalidation.

Reliability, Scale & Engineering Impact

  • 99.99% SLA uptime sustained as sole SRE owner of a multi-tenant AIOps SaaS platform across the Americas for 8 consecutive years.
  • $2M / yr Annual cloud infrastructure cost reduced through Kubernetes consolidation, right-sizing, and Terraform automation.
  • 8TB / day Streaming telemetry throughput sustained at sub-second latency via Kafka and Pulsar pipelines feeding real-time ML correlation.
  • 100% Resolution rate on high-priority on-site escalations across Fortune 500 accounts (Apple, Samsung, Disney, FedEx, PG&E).
  • 70,000 Enterprise users served by Alert Management architecture with automated alerting detecting degradation in <5 minutes.
  • 25+ Yrs Continuous software engineering and systems architecture leadership, from C/C++ networking internals to modern Agentic AI.

Core Competencies & Technical Skills

DomainTechnologies & Methodologies
Languages Java (Spring Boot), Python, Go, C/C++, SQL, Bash, Perl, JavaScript
Architecture & SWE Distributed systems design, microservices, RESTful API design, event-driven architecture, high-concurrency networking, active-active clustering & server pooling, test-driven development (TDD with JUnit/Mockito), data modeling, transactional workflows
AI & Agentic Systems AWS Bedrock multi-agent orchestration, RAG pipelines, vector retrieval, AWS SageMaker, ML-based event correlation (AEC), model deployment CI/CD, Voice AI, AI-assisted diagnostics, GitHub Copilot integration
Reliability Practice (SRE) SLO/SLI ownership, Production Readiness Reviews (PRR), capacity planning, on-call incident response, runbook-as-code, Platform-as-Code, blameless postmortems, disaster recovery (DR) drills
Cloud Platforms AWS (EKS, EC2, Lambda, S3, RDS, Bedrock, SageMaker, Cost Explorer, CloudWatch) · Azure (AKS, Azure Monitor, Azure ML, Azure Functions) · GCP (GKE, Cloud Monitoring, Vertex AI, Cloud Functions) · Multi-cloud architecture · Bare-metal & hybrid topology
Containers & IaC Kubernetes, OpenShift, Helm, Docker, K8s Vertical Pod Autoscaler (VPA) · Terraform, Ansible, CloudFormation
CI/CD & DevSecOps Jenkins, Bitbucket CI, GitLab CI, GitHub Actions, ArgoCD, automated static & dynamic security scanning (0% critical prod vulnerabilities)
Observability Dynatrace, Prometheus, Grafana, OpenTelemetry, ELK Stack, PagerDuty, HPE/Micro Focus AIOps stack (Operations Agent, Performance Agent, OMi, Cloud Optimizer)
Data & Streaming Kafka, Pulsar, Kafka Connect (8TB/day at sub-second latency); PostgreSQL, MySQL, MS SQL, DynamoDB (NoSQL), Vertica, SQLite (OA Core)
Systems & Networking Linux internals (RHEL, Ubuntu, SUSE), kernel diagnostics, packet-level tracing, TCP/IP, DNS, TLS, IPv4/IPv6 migration, reverse-channel proxy architecture
Safety & Compliance Agent trust boundary design (patent pending), SOC2 compliance, access controls, DR strategy, vulnerability remediation

Professional Experience

Wipro Ltd. · Client: PNC Bank

Solutions Architect | Technical Lead · Pittsburgh, PA

  • SRESWE Own end-to-end architecture and production readiness for an enterprise microservices Alert Management System on OpenShift/Kubernetes with a full Dynatrace observability stack, defining SLO targets and automated alerting that detects performance degradation in under 5 minutes across 70,000 enterprise users.
  • SWE Design and build backend microservices in Java/Spring Boot with comprehensive JUnit/Mockito test coverage on critical paths, delivering high-throughput REST APIs for alert ingestion, policy evaluation, and event enrichment.
  • SWESRE Architect and maintain automated CI/CD pipelines via Jenkins, Bitbucket CI, and Terraform with integrated security scanning, sustaining 0% critical vulnerabilities in production.
  • SWE Architected and building a real-time, event-driven Kafka branch closure notification system, publishing closure events to downstream consumers so affected operations teams and banking services respond immediately without polling or manual coordination.
  • SRE Lead capacity planning and Platform-as-Code / runbook-as-code standards on Bitbucket, empowering on-call engineers to triage, diagnose, and remediate production incidents autonomously without escalation.
  • SRE Implemented Kubernetes Vertical Pod Autoscaler (VPA) across cluster environments for proactive workload resource allocation and cost optimization.
  • AI Lead organizational integration of GitHub Copilot and agentic AI tooling across development workflows, accelerating engineering velocity, boilerplate generation, and peer code reviews.

Kakudi

Software Engineer, Cloud & Pre-Sales AI Systems · Folsom, CA

  • AISWE Architected and built production Agentic AI systems on AWS Bedrock with multi-agent orchestration, RAG pipelines, vector retrieval, and automated CI/CD model deployment; developed conversational Voice AI agents interfacing directly with live operational datasets.
  • SWESRE Designed and deployed containerized cloud-native microservices on Kubernetes using Terraform-provisioned AWS infrastructure; authored Python automation and Ansible playbooks for operational workflows.
  • Leadership Spearheaded client discovery sessions, authored technical Statements of Work (SOWs), and scoped system architecture, cloud expenditure, and delivery milestones for enterprise and nonprofit client engagements.

Career Continuity Note: HP, HPE, Micro Focus, and OpenText represent 21 years of continuous engineering, product design, and platform leadership within the same core enterprise systems management product line, spanning on-premises system agents to today's cloud-native AIOps SaaS platform (joined through a corporate split and two acquisitions).

Micro Focus / OpenText

Site Reliability Engineering Lead / Principal Platform Engineer · Rocklin & Santa Clara, CA

  • SRE Progressed from DevOps Engineer to sole full-stack SRE owner of Operations Bridge Manager (OMi), an enterprise AIOps SaaS platform across the Americas; sustained 99.99% SLA uptime for 8 straight years and cut incident resolution time (MTTR) by 45% through deep Linux kernel diagnostics and packet-level tracing.
  • SREApple Directly ran Production Readiness Reviews (PRRs) and capacity planning for Apple's tenancy on the multi-tenant OMi platform, keeping Operations Agent and Performance Agent telemetry flowing through Cloud Optimizer into Apple's Vertica data farm; built the Operations Agent Deployment Server registry to orchestrate large-scale fleet rollouts.
  • SRECloud Led the end-to-end migration of 50+ microservices to Kubernetes/OpenShift, compressing multi-tenant provisioning time from days to 30 minutes and cutting annual cloud infrastructure cost by $2M through rightsizing and reusable Terraform automation.
  • AISWE Built the Automated Event Correlation (AEC) engine, a machine learning service that clusters alerts by topology relationships and historical event proximity, suppressing alert noise and isolating root causes during high-volume production incidents.
  • SWEMulti-Cloud Developed the Agent Metric Collector, a high-performance Go-based service pulling and normalizing performance metrics across AWS, Azure, and GCP into a central correlation engine for cross-cloud alerting.
  • SWEStreaming Engineered distributed Kafka and Pulsar telemetry streaming pipelines processing 8TB/day at sub-second latency with end-to-end delivery guarantees into centralized data lakes.
  • SWEArchitecture Designed and deployed server pooling for Operations Bridge Manager (OMi) supporting active-active configurations, enabling the platform to distribute load and fail over across pooled nodes with zero single points of failure.
  • AIFinOps Architected "Costwise", an ML-based cloud cost optimization solution that won the company-wide Best Idea Award and saved $1M across the organization by automatically detecting idle EC2 instances, unattached network gateways, dormant RDS databases, orphaned filesystems, and unreferenced S3 objects.
  • Governance Owned enterprise SOC2 compliance and disaster recovery (DR) strategy across the organization, leading quarterly access audits, security controls, and live failover exercises.

Hewlett Packard Enterprise (HPE)

Product Engineer | Software Designer · Sunnyvale, CA

  • SRE Sustained technical escalation leadership for Fortune 500 accounts through the historic HP/HPE corporate split, holding a 100% resolution rate on high-priority production incidents.
  • SWE Built an automated Patch Manager that coordinated hotfix packaging, validation, and rollout for Operations Agent, eliminating manual patch errors and customer-impacting regressions across Solaris, Linux, AIX, HP-UX, and Windows.
  • SWE Designed KPI collection frameworks and event back-sync modules for KVM, Helium, and vCenter hypervisors, streaming virtualization metrics into centralized observability platforms.
  • SWE Collaborated cross-functionally with R&D and product management to resolve customer-encountered defects, reducing days-to-resolve on critical field escalations.

Hewlett Packard (HP)

Product Engineer | Software Designer · Sunnyvale, CA & Bangalore, IND

  • SWE Scaled the C/C++ Back Box Communication Component from 2,000 to 10,000 concurrent connections and engineered a reverse-channel proxy that established bidirectional communication through a single outbound connection with zero inbound firewall rule changes.
  • SWE Led the IPv4-to-IPv6 migration of the Operations Agent networking stack with zero customer downtime; designed embedded Perl memory caching that enabled the agent to run two years continuously in mission-critical production environments.
  • SWE Developed a custom log hashing algorithm to identify meaningful state changes in system logs, eliminating over 60% of false-positive alerts across large-scale enterprise deployments.
  • SWE Engineered OA Core, an embedded performance data collector built on SQLite, providing Operations Agent with a lightweight local metric history store independent of external database servers.
  • Architecture Built the Manager-of-Managers deployment mechanism for Operations Agent, orchestrating authority across regional managers for high-availability backup coverage and follow-the-sun operational handoffs.
  • SRE Built a centralized installation repository for Operations Agent enabling remote, repeatable deployments at scale, reducing manual provisioning effort by 80%.
  • Leadership Resolved 100% of high-priority on-site escalations at Apple, Samsung, Disney, FedEx, and PG&E through architecture-level root-cause analysis; recipient of HP's prestigious Global High Impact Award.

ProcSys · Client: Cisco Systems

Software Engineer · Bangalore, India

  • SWE Engineered OpsXML, an intent-driven declarative framework for automating Cisco router configurations in C/C++, pioneering early Infrastructure-as-Code (IaC) principles for physical networking hardware.
  • SWE Developed an interactive simulation and eLearning platform for Cisco networking devices, utilized by thousands of network engineers preparing for CCNA certification.

Cross-Functional Collaboration & Engineering Leadership

  • Enterprise Alignment & Standards: Partnered across product management, application engineering, and security operations at Wipro/PNC to define organization-wide SLO targets, Platform-as-Code standards, and automated deployment baselines serving 70,000 users.
  • Customer & Strategic Tenancy Management: Directly led operational readiness and reliability reviews for strategic enterprise accounts including Apple, partnering with Micro Focus/OpenText R&D and support directors to feed production telemetry into the product roadmap for 30+ SaaS deployments.
  • Pre-Sales & Solution Architecture: Led client discovery calls, authored Statements of Work (SOWs), and delivered architectural presentations at Kakudi, translating complex technical concepts into actionable deliverables for executive stakeholders.
  • Mentorship & Operational Excellence: Mentored junior and mid-level engineers in distributed systems design, Linux kernel diagnostics, and test-driven development; championed blameless postmortems and runbook-as-code culture.

Education

  • Master of Science (MS), Software Engineering BITS Pilani
  • Bachelor of Engineering (BE), Computer Science & Engineering University of Mysore

Patents, Research & Publications

  • Patent Pending (Wipro): Generation-Bound Cache Invalidation / Agentic AI Trust Boundary Design.
  • Research Preprints: "Agent Security Policy (ASP)" and "Escalation Threshold Theory (SET)", SSRN Author ID 10270516.
  • Published Book: Day One AI: From Your First Job to Your First Product, Amazon Kindle (ISBN 979-8-9957306-0-6).
  • Technical Series: "The Escalation Trap" series (3 parts), Medium (medium.com/p/c1976c2f6950) and Dev.to (dev.to/prasadmk).
  • Open Source: Foliograph, open-source document-to-knowledge-graph engine, GitHub (github.com/prasad-m-k).

Additional Credentials & Community Engagement

  • Continuing Education: Cloud Computing Certificate, Stanford Continuing Studies.
  • Researcher ID: ORCID 0009-0004-9496-6339.
  • STEM Community Leadership: STEM Competition Judge for UC Davis C-STEM and Sacramento STEM Faire; Volunteer AI Instructor for high school students.
  • Technical Writing: Contributor to Better Programming, Dev.to, and Hashnode on systems engineering, AIOps, and AI trust frameworks.