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Building secure AI agents
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sangirash/README.md

🚀 Sudarshan Angirash

Enterprise Architect | Keeping AI agents safe from Hackers | Multi-Agent Systems Alchemist

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📚 My Publications

AI Multi-Agent Strategies Book Advanced Rust Programming Book

👨‍💻 Who Am I?

Whi I am


🔥 What I'm Hacking On


📊 To know me better

Professional Summary

Senior Technology Architect and AI-Driven Technology Leader with 19+ years spanning startup development, enterprise architecture, solution architecture, and large-scale digital transformation across global product and services organizations.

I have led target architecture definition, transition roadmaps, and architecture decision records (ADRs) for high-availability, cloud-native platforms on AWS and Kubernetes, integrating AI, data, and DevOps to achieve tangible business KPIs (NPS, SLA, cost-to-serve, deployment frequency).

I architected and delivered a multi-agent customer support platform processing 15,000+ daily interactions at ~95% accuracy, reducing manual support load by 40–50% and improving time-to-resolution by 30%.

I have also driven MLOps and DevOps transformations by migrating ML workflows to AWS EKS, implementing CI/CD with Terraform-based IaC, and introducing metrics-driven release management that enabled bi-weekly production rollouts with <1% rollback rates.

My background spans HR tech, cloud services, and consulting-style delivery for multiple product lines, touching domains such as AI/Data platforms, security/compliance (FedRAMP High), and integration architectures across microservices, APIs, and event-driven systems.

I regularly work with senior stakeholders and cross-functional teams to align architecture decisions with business strategy, facilitate architecture workshops, document and present architecture options/risks, and mentor engineering leaders to adopt architectural best practices.

🚀 Core Architecture Value Proposition

Enterprise & Solution Architecture Leadership

  • Defined target and transition architectures for AI-powered customer support, resume intelligence, and cloud-native platforms, covering application, data, integration, and infrastructure layers.
  • Created and maintained architecture decision logs, standards, and reference architectures to align cross-functional teams and reduce design divergence by 30%+.

Large-Scale Digital Transformation & Cloud

  • Led cloud-native and container-based modernization (AWS, EKS, serverless ETL) that improved deployment frequency from monthly/quarterly releases to bi-weekly cycles, while meeting stringent security and compliance requirements.
  • Implemented MLOps and DevOps blueprints (CI/CD, monitoring, automated scaling) that reduced operational incidents by 20–30% and improved overall system availability to 99.9%+.

AI/Data, Integration & Governance

  • Designed end-to-end data and AI architectures using Python, LangGraph, PyTorch, SageMaker, and embeddings, integrating with existing systems via APIs, microservices (Go, Node.js), and message queues.
  • Facilitated cross-functional architecture workshops between product, engineering, operations, and security, ensuring architectural decisions were understood, governed, and adopted at scale.

🛠️ Technical Skills & Expertise

Enterprise & Solution Architecture

Target and transition state definition, architecture roadmaps, architecture decision records (ADRs), architecture governance and review forums (ARB, EARB, CAB), reference architectures, patterns and standards.

Cloud & Platforms

AWS (EKS, SageMaker, Glue, serverless), Kubernetes, Docker, Terraform, CI/CD (Jenkins, GitHub Actions), hybrid cloud and on-prem integration, multi-region/high-availability designs.

AI/Data & Multi-Agent Architectures

Generative AI, Agentic AI, LangGraph, PyTorch, TensorFlow, scikit-learn, embeddings, RAG, data pipelines, feature stores, model deployment and monitoring, multi-agent orchestration patterns.

Integration & Application Architecture

Microservices (Go, Node.js, Python), REST APIs, event-driven patterns (Kafka), GraphDB integration, API gateways and security, asynchronous workflows, fault-tolerant design.

DevOps, SRE & Operations

MLOps, DevOps automation, site reliability engineering, observability (Grafana, Splunk), incident management and SLIs/SLOs, capacity planning, release management.

Security, Compliance & Governance

FedRAMP High aligned architectures (Aurora-based solutions), security and vulnerability response workflows, compliance management, audit-ready logging and traceability.

Leadership & Stakeholder Management

Leading architecture workstreams and cross-functional squads, stakeholder alignment, C-level and senior leadership communication, facilitation of architecture workshops, mentoring engineers and managers.


🛠️ Tech Arsenal

AI & Machine Learning

PyTorch TensorFlow scikit-learn Pandas

Languages & Frameworks

Python Rust Go TypeScript JavaScript Java

Frontend

React Vue.js Angular TailwindCSS

Backend & APIs

NodeJS NestJS Django GraphQL

Cloud & Infrastructure

AWS Google Cloud Kubernetes Docker Terraform

DevOps & Tools

Jenkins CircleCI Git Nginx Grafana

Databases & Message Queues

Postgres MongoDB Redis MySQL SQLite Apache Kafka RabbitMQ

Testing & Automation

Puppeteer


🌐 Connect & Collaborate

LinkedIn GitHub Portfolio Blog Email


💭 Architectural Philosophy

"Architecture is not about building systems that work today—it's about building systems that evolve tomorrow while working flawlessly today."

⚡ Fun Fact: I ship MVPs faster than most teams write PRDs. 9-day product launches are my jam.


🔧 Let's build something legendary together.

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