Hey there! 👋

I'm Deepak Patil

AI Systems & Cloud Platform Architect

13.8+ years designing AI systems, cloud platforms, and production-grade solutions

🎯Gen AI & MLOps Engineer | Multi-agent LLM orchestration with LangGraph & Claude

Deepak Patil - AI Systems & Cloud Platform Architect
13.8+ Years
⚽ About Me

Architecting AI Systems
& Cloud Platforms

AI Systems, Solutions & Cloud platform architect and GenAI & MLOps engineer with 13.8+ years designing, building, and operating production-grade systems across pharmaceutical R&D, insurance, wealth management, travel commerce, and enterprise platforms.

Strong Python, cloud, and platform engineering background with recent hands-on ownership of multi-agent LLM orchestration using LangGraph, LangChain, Claude, MCPs, Docker, and GitLab CI/CD.

Known for making system-level architecture decisions, translating ambiguous scientific and business workflows into reliable AI-enabled platforms, and embedding security, observability, governance, and resilience into everyday engineering delivery.

7x AWS certified, including Machine Learning - Specialty, Security - Specialty, and Solutions Architect - Professional, plus Terraform and GCP certifications.

Multi-Agent AI Architect

Architected LLM-powered Portfolio Intelligence Expert using LangGraph multi-agent orchestration for pharmaceutical drug-target viability assessment

Scientific Data Platform

Led architecture of airDB, an AIRR scientific data discovery platform using ontology-driven modeling, Neptune GraphDB, and OpenSearch

Cloud Migration Leader

Led AWS migration of GBP 40B+ pensions platform serving 22M+ policies, achieving high availability and reducing deployment from days to ~1 hour

Team Mentor & Leader

Mentored 50+ engineers through DevOps bootcamps, upskilling teams in AWS, Terraform, CI/CD, Git, GitOps, and production engineering

⚽ Career Match Stats

Performance Scoreboard

Tracking wins, goals, and achievements on the field of cloud infrastructure

13.8+
Career Goals

Years Experience

99.9%
Uptime Record

Platform Availability

40%
Cloud Savings

Cost Reduction

50+
Team Development

Engineers Mentored

60%
Faster Releases

Deployment Speed

7x
Certified Pro

AWS Certifications

⚽ Ready to score goals together? Let's connect!
⚽ Technical Skills

Core Competencies

Expertise across AI systems, cloud platforms, production engineering, and responsible AI

Applied AI / LLM Systems

  • LangGraph & LangChain
  • Claude, MCP & AI Agents
  • RAG & Vector Databases
  • Agentic Workflows & Tool Use
  • AWS Bedrock & SageMaker
  • MLOps, MLFlow & W&B
  • Prompt Engineering & System Design

Production Engineering

  • Python & APIs
  • Docker & Kubernetes
  • Terraform & GitOps
  • GitLab CI/CD & Jenkins
  • Tekton & ArgoCD
  • Reliability & DR Engineering

Responsible AI / Reliability

  • LLM Evaluation & Evals
  • Guardrails & Safety Gates
  • Traceable Evidence Artifacts
  • Auditability & Checkpointing
  • Secure API Orchestration
  • Regulated Data Workflows

Cloud & Data Platforms

  • AWS (7x Certified)
  • GCP & Azure
  • Neptune GraphDB & OpenSearch
  • Snowflake & PostgreSQL
  • OpenMetadata & Unity Catalog
  • QuickSight & DataSync

Monitoring & Observability

  • Datadog
  • Logz.io & ELK Stack
  • Grafana
  • CloudWatch
  • Enterprise Telemetry
  • Multi-Cloud Monitoring

Programming & Tools

  • Python
  • Shell/Bash
  • C# / .NET
  • TypeScript
  • GraphQL & REST APIs
  • Git & Bitbucket

Additional Expertise

Multi-Agent OrchestrationAgent Routing & DelegationEvidence Schemas & Artifact ContractsAI Gateway (Portkey)AgentCoreHydra/OmegaConf ConfigurationInfrastructure Automation (Packer, Vault)Solutions Architecture
⚽ Career Journey

Career History

13.8+ years of driving innovation and delivering exceptional results

May 2024 – Present

Tech Lead DevOps & MLOps / Applied AI & Cloud Platform

Roche
Pune, India
May 2024 – Present
⚽ GOAL7 achievements

Architected and integrated an LLM-powered Portfolio Intelligence Expert into a LangGraph-based multi-agent orchestrator for pharmaceutical drug-target viability assessment

Jan 2022 – May 2024

Tech Lead DevOps

Globant
Pune, India
Jan 2022 – May 2024
⚽ GOAL5 achievements

Architected observability across multi-cloud enterprise estate spanning AWS, Azure, OpenShift, Kubernetes, SaaS platforms, and third-party tools

Jan 2017 – Jan 2022

DevOps Lead

Wipro Technologies
Pune, India
Jan 2017 – Jan 2022
⚽ GOAL5 achievements

Led cloud migration of GBP 40B+ pensions and annuity platform from private cloud to AWS, supporting 22M+ policies

Oct 2012 – Dec 2016

Software Developer and DevOps Engineer

Tavisca Solutions
Pune, India
Oct 2012 – Dec 2016
⚽ GOAL4 achievements

Built CI/CD and cloud automation for enterprise hotel booking platforms handling large search and booking volumes

Featured Projects

Key Projects & Implementations

Showcasing innovative solutions and large-scale implementations across industries

Multi-Agent Portfolio Intelligence Expert

In Progress
Applied AI / LLM SystemsRoche

Architected and integrated an LLM-powered Portfolio Intelligence Expert into a LangGraph-based multi-agent orchestrator for pharmaceutical drug-target viability assessment. Designed MCP-based agent architecture over Streamable HTTP transport with multi-header authentication through MuleSoft API Gateway.

LangGraphClaudeMCPMulti-Agent LLMPythonPostgreSQLDockerGitLab CI/CD

airDB - Scientific Data Discovery Platform

Production
Data PlatformRoche

Led end-to-end architecture of airDB, a research platform for managing and querying Adaptive Immune Receptor Repertoire (AIRR) sequence data. Architected ontology-driven data modeling using Amazon Neptune GraphDB and OpenSearch for high-performance full-text and faceted discovery.

Neptune GraphDBOpenSearchAWS DataSyncQuickSightMicroservicesTerraformKubernetes

Science & Research R&D AI/ML Innovation

In Progress
AI/ML & CloudRoche

Designed and implemented AI/ML and AWS Generative AI proof-of-concepts for digital pathology, diagnostics, and data-driven research workflows. Led experimentation with emerging AI/ML frameworks, translating research insights into scalable applications and reusable engineering patterns.

AWS Generative AIAI/MLSageMakerPythonCloud Architecture

Enterprise Multi-Cloud Observability Platform

Production
DevOps & ObservabilityGlobant

Architected and rolled out observability across a multi-cloud enterprise estate spanning AWS, Azure, OpenShift, Kubernetes workloads, SaaS platforms, and third-party tools. Automated Datadog and Logz.io using Terraform and reusable automation modules.

TerraformDatadogLogz.ioKubernetesMulti-CloudAWSAzure

SAP Hybris Infrastructure for Global Cruise Line

Production
Enterprise InfrastructureGlobant

Led DevOps delivery for SAP Hybris infrastructure supporting a microservices-based Java application deployed on Kubernetes. Built automated CI/CD pipelines and analyzed migration options toward SAP Commerce Cloud.

SAP HybrisKubernetesCI/CDTerraformAWS

Cloud Migration - GBP 40B+ Pensions & Annuity Platform

Production
Cloud MigrationWipro

Led cloud automation and migration of a business-critical UK pensions and annuity platform from private cloud to AWS, supporting 22M+ policies. Delivered one-click deployment using Packer, Terraform, Vault, Jenkins, and blue-green deployment patterns.

AWSTerraformJenkinsPackerVaultKubernetesCI/CD

VCash - Virtual Cash & Transaction System

Production
FinTechTavisca

Developed VCash, a virtual cash and online transaction system for agencies, agents, and affiliates of large-scale online travel agencies using C#/.NET and WCF SOAP services.

C#/.NETMicroservicesHigh AvailabilityPayment SystemsWCF

Vexiere - Identity & Access Management

Production
Security & IdentityTavisca

Designed and automated deployment of Vexiere, an identity, access control, and profile management platform aligned with PCI, OAuth, and OpenID standards for enterprise travel platform.

Identity ManagementSSOOAuthOpenIDPCISecurity

Many more projects and implementations across cloud infrastructure, automation, and AI/ML

🏆 Certifications & Awards

Certifications

Continuous learning and validation of expertise

🏆

7x AWS Certified

Plus certifications in Terraform, GCP, and more

AWS Certified Solutions Architect - Professional

Amazon Web Services

AWSProfessional

AWS Certified Machine Learning – Specialty

Amazon Web Services

AWSSpecialty

AWS Certified AI Practitioner

Amazon Web Services

AWSSpecialty

AWS Certified Security – Specialty

Amazon Web Services

AWSSpecialty

AWS Certified Solutions Architect - Associate

Amazon Web Services

AWSAssociate

AWS Certified Developer - Associate

Amazon Web Services

AWSAssociate

AWS Certified SysOps Administrator - Associate

Amazon Web Services

AWSAssociate

HashiCorp Certified: Terraform Associate

HashiCorp

InfrastructureAssociate

GCP - Associate Cloud Engineer

Google Cloud

GCPAssociate
⚽ Let's Connect

Let's Connect

Open to discussing opportunities, collaborations, or just connecting with fellow professionals

Open to Opportunities

I'm passionate about leveraging automation, cloud-native technologies, and AI to drive business transformation. I'm always interested in discussing new projects, innovative solutions, and opportunities to contribute to impactful initiatives. Whether it's consulting, full-time roles, or collaboration on interesting projects, feel free to reach out!

💡 Thought Leadership: Read my insights on DevOps, Cloud Architecture, and AI/ML on Medium

Visit My Medium Blog