Ismail Kattakath - Full Stack Developer | Tech Lead | LLMOps
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Ismail Kattakath

Full Stack Developer | Tech Lead | LLMOps

Lead Full Stack Engineer with extensive experience in React/Next.

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Principal Software Engineer

About Me

Transforming ideas into scalable, high-performance solutions

Professional Journey

Lead Full Stack Engineer with extensive experience in React/Next.js, TypeScript, and modern web development.

Led a Next.js green-field migration at Homewood Health Inc., transforming an abandoned MEAN stack into a production platform with 99.5% uptime, reducing deployment time from 4 hours to 20 minutes through CI/CD automation; served hundreds of thousands of users across multiple federated vendors. At Etuper Technologies Pvt. Ltd., steered cross-functional teams in building micro-frontend solutions, delivering reusable component libraries and shared design systems while maintaining a 65% reduction in production incidents. Currently architecting scalable GenAI inference infrastructure at Silver Creek Insights Inc., yet focused on frontend ownership and stakeholder collaboration. Proven ability to own end-to-end delivery, mentor junior engineers, enforce coding standards, and drive performance optimization. Deep expertise in React.js, Next.js App Router, TypeScript, Tailwind CSS, module federation, Jest, Playwright, GitHub Actions, Docker, and cloud platforms (AWS, GCP)

15+
Years Experience
50+
Projects Delivered
100K+
Users Impacted
99.5%
System Uptime

Core Competencies

GenAI & LLMOps

Production-grade AI inference infrastructure with vLLM, Kubernetes, and multi-GPU optimization

Full-Stack Development

Modern web applications with Next.js, React, Node.js, and cloud-native architectures

Technical Leadership

Leading teams, mentoring developers, and establishing engineering best practices at scale

Tech Stack

Technical Expertise

Comprehensive technical skills across AI/ML, cloud platforms, and modern development frameworks built over 15+ years of experience.

AI/ML Stack

18 technologies

Generative AI PipelinesRAG SystemsMulti-Agent LLM WorkflowsMCP Server GatewaysKubernetes/ContainerizationvLLMTGITriton Inference ServerCUDA OptimizationTensorRTONNXGoogle Vertex AIHugging Face TransformersKnowledge GraphsNER ModelsClaude CodeGemini CLICursor

Cloud Services

6 technologies

Google Cloud (Vertex AI, GKE)AWS (EKS, SageMaker, EC2 P4/P5, Inferentia, Lambda, S3)VercelDigitalOceanMongoDB AtlasCloudflare Workers/R2

Authentication & Security

9 technologies

OAuth 2.0PKCESAML 2.0OpenID Connect (OIDC)JWTBearer TokenAuth0KeycloakBasic Auth

DevOps & CI/CD

10 technologies

KubernetesDockerDocker ComposeGitHub ActionsGitLab CITerraformGrafanaAnsibleVagrantAct

Backend & APIs

7 technologies

Node.jsExpressRESTful APIsMicroservicesSwagger/OpenAPIGraphQLSOAP/XML

Programming / Scripting

4 technologies

JavaScriptTypeScriptPythonBash

Databases

9 technologies

PostgreSQLMongoDBMySQLMS SQLRedisSupabaseQdrantChromaNeo4j

Protocols

4 technologies

HTTP/HTTPSWebSocketServer-Sent EventsWebRTC

Web & Mobile UI

7 technologies

Next.jsReactJSAngularTailwindCSSReact NativeExpoFlutter
9
Skill Categories
74
Technologies Mastered
15+
Years of Practice

Professional Experience

Silver Creek Insights Inc.

Principal Software Engineer

Aug 2024 - Present

Worked on an AI-as-a-Service platform (aloshy.ai) providing B2B APIs for media manipulation and custom-trained generative AI pipelines tailored to specific business needs.

Key Achievements
  • Built enterprise-grade secured API architecture using centralized gateway/aggregator for serving internal and curated third-party MCP servers/tools.
  • Architected scalable GenAI inference infrastructure using Kubernetes/Containerization, vLLM etc. supporting multiple Diffusion and LLM models, and deployed on GCP/GKE and AWS/EKS for production.
  • Implemented advanced techniques such as KV-cache, Distributed Inference, Multi-GPU/Node Scaling, CUDA optimization and memory/load management to reduce inference latency by 40%, and cutting operational costs by 25%.
  • Designed and documented GPU cluster management playbooks including model versioning/rollbacks, utilization monitoring, failure recovery, and load balancing strategies.
Tech Stack
Google Vertex AIGKEDockerKubernetesvLLMTGITriton Inference ServerCUDAOAuth2.0MCP ProtocolPythonNode.js

Homewood Health Inc.

Senior Software Engineer

Oct 2017 - Jul 2024

Worked on Canada's leading digital mental health platform (homeweb.ca), delivering EFAP and CBT solutions to hundreds of thousands of employees nationwide.

Key Achievements
  • Led complete frontend migration from AngularJS to Next.js upon framework EOL, preserving existing UI/UX and API compatibility.
  • Established comprehensive DevOps practices including automated testing, CI/CD pipelines (reducing deployment time from 4 hours to 20 minutes), containerization, monitoring, and backup systems.
  • Led infrastructure migration from DigitalOcean to AWS, orchestrating transition of EC2, RDS, S3, CloudFront, and VPC components using Terraform for infrastructure-as-code, achieving zero-downtime deployment.
  • Rebuilt authentication system implementing OAuth 2.0 PKCE flow for SSO integration with Microsoft Identity Platform.
  • Collaborated with 15+ federated vendors to configure and troubleshoot SAML 2.0 authentication, enabling seamless user login.
  • Inherited and revitalized an abandoned, undocumented MEAN stack application, transforming it into a maintainable, production-ready web platform with 99.5% uptime.
Tech Stack
Next.jsReactJSNode.jsMongoDBAngularJSExpressSAML 2.0OAuth 2.0PKCEMicrosoft IdentityDockerAWSTerraform

Scotiabank

IT Consultant

Feb 2019 - Jun 2019

Contracted for professional scheduled maintenance of business-critical legacy IBM systems, executing upgrades and infrastructure improvements with zero downtime.

Key Achievements
  • Implemented Business Unit Hierarchy user interface using Angular 6.
  • Built email notification prototype leveraging OpenPages Java Library for automated alerts.
  • Executed zero-downtime upgrades of 3 IBM OpenPages GRC environments from version 7.3 to 8.0.0.2.
  • Migrated 3 Cognos 10 BI environments to Cognos Analytics 11, ensuring business continuity throughout the transition.
  • Configured IBM AIX load-balanced cluster using IBM HTTP Server 9 for high availability.
  • Developed Bash automation scripts to streamline and standardize the upgrade process across environments.
Tech Stack
AngularJavaMavenGitBashOracle DatabaseIBM AIXIBM HTTP ServerIBM OpenPagesCognos Analytics

Etuper Technologies Pvt. Ltd.

Lead Software Engineer

Apr 2016 - Aug 2017

Worked on a complete hospitality software suite (Brilliant Rewards)—dashboard, mobile and web apps—featuring loyalty programs, marketing automation, booking integration, and analytics.

Key Achievements
  • Led development of scalable microservices architecture with containerized, discoverable APIs following OpenAPI specifications.
  • Managed sprint planning, daily standups, backlog prioritization, and blocker resolution to ensure continuous delivery.
  • Introduced development standards encompassing coding conventions, linting, code reviews, documentation, and incident management processes, reducing production incidents by 65%.
  • Collaborated with stakeholders to gather requirements, create user stories, design wireframes, and develop functional prototypes.
  • Delivered multiple client applications including AngularJS web platforms and cross-platform mobile solutions.
  • Designed normalized database schemas, optimized SQL queries and indexing strategies, and implemented stored procedures with comprehensive test coverage.
Tech Stack
AngularJSNode.jsExpressMySQLMongoDBDockerOpenAPIIonicReact Native

RM plc.

Software Engineer

Jun 2011 - Mar 2016

Worked on a school MIS system (RM Integris) featuring student management, grade tracking, attendance monitoring, parent portals, and performance analytics.

Key Achievements
  • Implemented OpenAPI/Swagger bridging layer to modernize legacy SOAP APIs for RESTful client consumption.
  • Prototyped AngularJS interface to decouple presentation layer from legacy Struts JSP architecture.
  • Mentored interns and onboarded new team members through technical guidance and knowledge transfer.
  • Maintained load-balanced Linux VM clusters hosting distributed web, application, and database tiers.
Tech Stack
JavaStrutsJSPAngularJSSOAPRESTOpenAPIMySQLLinuxTomcatApache

Posibolt Solutions Pvt. Ltd.

Junior Software Engineer

Jul 2010 - Jan 2011

Worked on an adaptable cloud ERP solution (Posibolt) serving key retail businesses across global industry segments.

Key Achievements
  • Created UI mockups based on SRS specifications and converted approved designs into responsive HTML/CSS templates.
  • Developed integration test cases and implemented browser automation using Selenium WebDriver.
  • Authored user documentation including help articles, user guides, FAQs, and product website content.
Tech Stack
HTMLCSSJavaScriptjQuerySelenium WebDriverJavaJSP
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