M. Talha Siddiqui

AI/ML Tech Lead | Solutions Architect

I am an AI/LLM leader with over 10 years of experience in software engineering, cloud architecture, and enterprise systems. Currently driving AI agent development and LLM platform strategy, with proven expertise in building production-grade conversational AI, RAG systems, and multi-agent orchestration solutions across Azure, IBM watsonx, and open-source platforms.

M. Talha Siddiqui

Featured Projects

Key projects showcasing expertise in Azure AI, API Management, and enterprise solutions

04/2024 - Present
Next-Generation Conversational AI Platform
AI & Machine Learning

Architected end-to-end technical design using Azure AI Bot Service integrated with Azure OpenAI Services for advanced natural language processing capabilities.

Azure AI Bot Service
Azure OpenAI
Azure APIM
Azure AI Search
+2 more
  • Architected end-to-end technical design using Azure AI Bot Service integrated with Azure OpenAI Services for advanced natural language processing capabilities
  • Engineered real-time communication system leveraging Azure APIM Websockets and Azure AI Search for intelligent response routing
04/2024 - 06/2024
Enterprise Digital Transformation Initiative
Cloud Architecture

Developed comprehensive system architecture using Azure Solution Architect tools and PlantUML for clear visual documentation.

Azure
PlantUML
Azure DevOps
Postman
+1 more
  • Developed comprehensive system architecture using Azure Solution Architect tools and PlantUML for clear visual documentation
  • Leveraged Azure DevOps Boards and Wiki for requirements management and technical documentation
06/2021 - 12/2022
Iterative API Integration & Microservices Modernization
API Development

Built Twitter and AccuWeather integration APIs using Layer7 API Gateway, implementing OAuth2 security protocols.

Layer7 API Gateway
OAuth2
React
Postman
+2 more
  • Built Twitter and AccuWeather integration APIs using Layer7 API Gateway, implementing OAuth2 security protocols
  • Engineered reverse proxy architecture for a React based Traintrack application
08/2019 - 01/2020
Fintech API Gateway Modernization
Financial Services

Implemented Layer7 API Gateway policies using JavaScript and Groovy for advanced request processing in the finance sector.

Layer7 API Gateway
JavaScript
Groovy
CI/CD
  • Implemented Layer7 API Gateway policies using JavaScript and Groovy for advanced request processing
  • Provided cross-functional collaboration to align technical implementation with business requirements
01/2017 - 06/2018
Integrated Identity & Access Governance Transformation
Security & Identity

Engineered Layer7 API Gateway policies using OAuth 2.0 and OIDC protocols for robust authentication.

Layer7 API Gateway
OAuth 2.0
OIDC
SCIM
+3 more
  • Engineered Layer7 API Gateway policies using OAuth 2.0 and OIDC protocols for robust authentication
  • Implemented SCIM-based identity management using REST APIs and JSON Web Tokens

Experience

Over 10 years of professional experience in software engineering, DevOps, and cloud architecture

Architecture In Motion Inc.
09/2025 - Present
Manager, AI/LLM

Leading AI agent development strategy and LLM platform evaluation for enterprise clients. Architecting intelligent solutions using Azure OpenAI, IBM watsonx, and open-source models to deliver production-grade AI systems.

  • Spearheading AI agent development and multi-agent orchestration strategies for enterprise deployments
  • Architecting RAG-based knowledge systems and conversational AI platforms using Azure OpenAI and open-source LLMs
  • Evaluating and integrating AI platforms including IBM watsonx Orchestrate, Azure AI Services, and cloud-native LLM tooling
  • Leading a development team on AI/LLM adoption, establishing best practices for prompt engineering, model evaluation, and responsible AI
  • Driving technical strategy for AI-powered products across cloud, DevOps, and enterprise integration domains
Architecture In Motion Inc.
08/2017 - 08/2025
Senior Devops Engineer

Successfully implemented API Management solutions, Azure AI Services and improved client satisfaction. Developed custom solutions, automated testing, and reduced system downtime.

  • Leading the architecture and implementation of a secure realtime chatbot solution using Azure AI Bot Service along with Azure Cognitive Services and OpenAI Services
  • Engineered and deployed enterprise-grade API Gateway solutions across multiple industries including finance and transportation, implementing OAuth2 and OIDC security protocols
  • Developed automated CI/CD pipelines using Azure Devops, incorporating infrastructure as code practices for enhanced deployment reliability
  • Established comprehensive testing frameworks using Postman, JMeter and Azure Test Plans, ensuring robust performance and security validation
  • Orchestrated containerized deployments leveraging Docker and Kubernetes, while implementing monitoring solutions using Azure Monitor and Application Insights
Architecture In Motion Inc.
08/2016 - 08/2017
API-M Support Consultant

Supervised troubleshooting of production issues and renewed infrastructure with software patches. Automated routine tasks using Bash and API Gateway scripting, boosting productivity and efficiency.

  • Engineered and deployed enterprise-grade REST API security policies using Layer7 API Gateway, strengthening cyber defense capabilities
  • Automated routine operational tasks through Bash scripting and API Gateway policy development, enhancing team productivity
  • Implemented comprehensive system monitoring using Python for Systems Programming for proactive incident detection
  • Directed system administration for Linux environments using advanced shell utilities (sed, awk, grep) and managed high-performance MySQL/Oracle SQL databases, resulting in 99.9% system uptime across Production and Lower environments
  • Maximized ELK Stack capabilities by implementing advanced Lucene search queries in Kibana, enabling rapid root cause analysis and reducing mean time to resolution for production incidents
GeekUnit Private Limited
01/2015 - 08/2015
FrontEnd Web Developer

Designed and developed user-friendly web interfaces and implemented new features on existing applications. Collaborated with designers and developers to ensure seamless integration and optimized web page load times through efficient coding practices.

  • Designed and developed responsive and user-friendly web interfaces for multiple clients
  • Implemented new features and functionality on existing web applications using HTML, CSS, and JavaScript
  • Collaborated with UI/UX designers and backend developers to ensure seamless integration of front-end and back-end code
  • Optimized web page load times through efficient coding practices and image optimization techniques
  • Developed and maintained a component library to improve code reusability and consistency
  • Utilized version control tools such as Git to manage code changes and collaborate with other developers
  • Kept up-to-date with industry trends and best practices to continuously improve skills and stay current with emerging technologies

Skills & Expertise

Technical competencies across development, DevOps, and architecture

AI & LLM
Advanced80%
Azure OpenAI
RAG Systems
Multi-Agent Orchestration
Prompt Engineering
IBM watsonx
Web Development
Expert95%
Python
ASP.NET
Javascript
DevOps
Advanced80%
Terraform
AWS
Azure
Software Architecture
Advanced80%
Scalability
Modularity
Resilience
API design
Performance
Software Development
Proficient65%
Sustainability
Portability
Scalability
Problem Solving
Advanced80%
Troubleshooting
Root Cause Analysis
Debugging
Optimization
Draft documentation
Proficient65%
docsify
Github
MARP
Joplin
MermaidJS
Form.IO
Communication
Competent50%
face-2-face
emails
presentations
layman conversions
1:1s
Languages
Urdu
Native speaker
English
Fluent
Interests
  • Software based home solutions

    Nextcloud, Odoo, Kodi

  • Watching documentaries

    TED Talks, Kurzgesagt, PBS Space Time

Let's Work Together

Interested in collaborating on a project? Have a question? Feel free to reach out.

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Direct Contact

Email: mtalha.dev@gmail.com

Location: Karachi, Pakistan

Available for remote work and consultations worldwide