Overview
AI-Driven Technology Leader (Total Experience 17+ Years) specializing in developing enterprise-scale intelligent systems. Expert in Python, PyTorch,
LangGraph, and Rust with focus on agentic AI applications, MLOps, and cloud optimization. Consistently delivered solutions that reduce
operational costs by 50%+ while increasing system performance. Architect of multi-agent systems processing 15,000+ daily interactions with 95%
accuracy. Champion of automating infrastructure deployment pipelines that cut build times from months to days. Seeking IC or technical leadership
roles where deep AI expertise drives business transformation. Available immediately.
Sudarshan Angirash
Highlights
Authored "The Secrets of RUST that no one
tell you" pioneering guide
(https://a.co/d/4Xsc7rE)
Published groundbreaking "Power of
multiple AI Agents"
(https://amzn.in/d/7hgzUi2)
Secured FedRAMP High certification for AWS
Aurora storage
Slashed infrastructure costs by 54% ($47.5M
→ $21.6M monthly) across 323K instances
while boosting uptime to 98%
Revolutionized stack deployment: cut region
build time from 60 to 8 days through modular
automation
Transformed release engineering with biweekly deployment cadence, aligning
technology directly to business outcomes
Side Hustle
At Amazon, engineered AI-optimized
deployment modules integrating GraphDB
clients, leveraging reinforcement learning
algorithms and Go microservices that slashed
deployment times by 40% while enabling
autonomous scaling decisions across
distributed cloud environments.
At UKG, rapidly engineered an emergency
response system for critical Log4j
vulnerability using Python automation and
PostgreSQL orchestration that reduced patch
deployment from hours to minutes per client,
securing the entire enterprise customer base
in just 4 days and preventing potential
catastrophic data breaches.
At OSI, engineered a zero-downtime order
processing system using Python and Splunk
that implemented blue-green deployment
strategies, eliminating transaction loss and
ensuring continuous business operations
during critical production releases.
--http://www.linkedin.com/in/sangirash/
Profile Summary
Technical Expertise:
• Developed and deployed Generative AI models using PyTorch and LangGraph:
leveraging Large Language Models (LLMs) to build multi-agent systems for complex
problem-solving and automation tasks.
• Optimized multi-agent architectures for real-time inference: integrating AWS
services (SageMaker Studio) with MLOps tools to enhance model performance,
monitoring, and continuous delivery.
• Designed and implemented MLOps pipelines on AWS EKS: integrating end-to-end
workflows for model training, evaluation, and deployment, ensuring scalability and
reproducibility in production environments.
• Utilized Jupyter Notebooks for rapid prototyping and experimentation: enabling
iterative development of AI/ML solutions and seamless collaboration with crossfunctional teams.
• Architected sophisticated RNN (LSTM) neural networks that process real-time
sequential data streams, achieving 95% prediction accuracy on time-series
forecasting while reducing model complexity by 38% through innovative gating
mechanisms and optimized backpropagation techniques.
• Optimised large-scale feature computation pipeline, ensuring efficient data
processing, scalability, and cost-effectiveness using Apache Spark on AWS EMR and
AWS Glue (serverless ETL) for automated data transformation, schema evolution and
pipeline orchestration, eliminating the need for manual intervention
• Cloud & DevOps: Kubernetes (Kubeflow), Terraform, Docker, CI/CD (Jenkins, GitHub
Actions), hybrid cloud architecture, Grafana, Kafka
• Languages & Systems: Python, Rust, Go, Linux administration (packaging – deb/rpm,
networking, security)
• Compliance & Security: FedRAMP High certification (managed Aurora Storage
Solution on AWS), threat mitigation in software supply chains
Strategic Leadership:
• Built high-performing teams across 6+ countries by recruiting top talent, setting
SMART goals, and fostering innovation through 1:1s/skip-level meetings.
• Partnered with C-suite, product, sales, and cross-functional leaders to align
engineering outcomes with business objectives.
• Pioneered process improvements that reduced incident resolution time by 30% and
accelerated product launches.
• Experience with start-up ecosystem [Exponential (advertising) and Bwin(betting
ecosystem)]
• Enabled developers to develop faster. Ex – One click Sandbox creation (Amazon), Precommit automated tests, automated customer environment replica creation etc..
Compliance & Innovation:
• Led FedRAMP High certification for mission-critical AWS solutions, ensuring
compliance with global security standards.
• Identified emerging software supply chain risks via in-house research, enabling
proactive strategy pivots.
Core Competencies
Work Experience
Product Development and Agile
Methodologies
Nov’23 – Present
Site Reliability Management
Gen AI and MLOps
High Availability and Scalability
Automation and Process Improvement
Leadership and Team Building
Solution design
Global compliance framework
IT Skills
Python, GoLang, Rust, LangGraph, Jupyter
NB, GenAI, Agentic AI, Deep Learning
Architectures (CNN, RNN, GNN), Shell,
Jenkins, Git, ANT (legacy), Gradle, Nexus,
GCP, Kubernetes, Docker, Terraform, AWS,
Nagios, Zabbix, Splunk, Artifactory, JIRA,
Confluence
Soft Skills
Analytical
Collaborator
Communicator
Innovator
Planner
Thinker
Gen AI & Rust Expert | Author | MCP Innovator
Freelancer
Key Result Areas:
With 17 years of experience in cutting-edge technologies, I specialize in Generative AI,
Agentic AI, and Rust-based solutions for scalable systems.
As the author of 'Power of Multiple AI Agents,' I explore strategies for leveraging multiagent systems to solve complex problems. My second book, 'The Secrets of RUST That
No One Tells You, unveils advanced techniques for mastering Rust programming.
My recent research focuses on integrating Rust with MCP to enable seamless
communication between large language models (LLMs) and external data sources,
enhancing system reliability and scalability.
Feel free to reach out to discuss opportunities or collaborations in AI innovation or Rustbased development.
May’22 – Nov’23
System Development Manager III (L6)
Amazon Web Services, Amazon, Hyderabad, Telangana, India
Key Result Areas:
Built a multi-agent customer support system using LangGraph and PyTorch, reducing
average response time by 40% and handling 15,000+ queries daily with 95% accuracy in
intent classification. Oversaw multiple DevOps projects, fostered a culture of absolute
automation and continuous improvement.
Spearheaded the migration of ML workflows to AWS EKS, reducing model deployment time
from 2 weeks to 2 days and achieving 99.9% uptime for real-time inference services
Enhanced a multi-agent recommendation engine by integrating AWS SageMaker and
MLOps tools, improving recommendation relevance by 25% and reducing latency
by 50% for 10M+ monthly active users.
Redesigned the release engineering process, established a bi-weekly roll-out cadence
Oct’17 – May’22
Sr. Manager – DevOps
UKG (Ultimate Kronos Group)
Key Result Areas:
Led a team of managers and principal engineers, cultivating a collaborative and highperformance work culture, focusing on talent management and team empowerment.
Modernized DevOps principles and practices, optimizing software development,
deployment, and operations to ensure the availability, performance, and resilience of
critical systems and applications.
Successfully defined SLI/SLO to meet required system uptime, ensuring timely delivery of
zero P0 software solutions, and designed scalable and reliable systems on the Google Cloud
Platform (GCP), contributing to improved system performance and resilience.
Previous Experience
Nov’15 – Oct’17, OSI Consulting as Release Manager
Dec’12 – Nov’15, Cognizant Technology Solutions as Manager Operations (Bewin)
Aug’12 – Dec’12, Varite India Pvt. Ltd., Technical Lead (Build and Release) (Cisco)
Jan’11 – Aug’12, Tribal Fusion (Exponential), Technical Lead
Jun’06 – Jul’10, Sapient Corporation Pvt. Ltd., Sr. Associate Technology L1
Education
M.Sc. – IT, University of Rajasthan, Jaipur | 2002 – 2004
B.Sc. – Mathematics, Mohanlal Sukhadiya University, Udaipur | 1998 – 2001
Certification:
ITIL ® 2011 Foundation Certified