Building Multi-Agent Systems with MCP and Claude 4.6
A deep dive into the Model Context Protocol, how it enables tool-using agents, and lessons from building Cortivex's 17 MCP tools.
Read MoreHello, I'm
Ahmed Raoofuddin
I'm working as AI Engineer
Building production Agentic AI systems, multi-agent orchestration platforms, and LLM/RAG pipelines at cloud scale. Specialized in Claude Opus/Sonnet 4.6, GPT-5, Gemini 2.5 Pro, MCP, LangChain, LangGraph, and full-stack development with Java/Spring Boot, Python/FastAPI and React/Next.js.
ABOUT ME
Who I am & what I do
Ahmed Raoofuddin
Dubai, UAE
I'm an AI Engineer & Full-Stack Developer currently based in Dubai, UAE, building production Agentic AI systems, multi-agent orchestration platforms, and LLM/RAG pipelines at cloud scale.
My expertise spans Claude Opus/Sonnet 4.6, GPT-5, Gemini 2.5 Pro, MCP, LangChain, LangGraph, CrewAI and multi-agent orchestration, plus full-stack development with Java/Spring Boot, Python/FastAPI and React/Next.js. I architect scalable cloud systems with Docker, Kubernetes, AWS and GCP.
Currently at Metamorphic Design Company, I've shipped AI-powered ERP platforms, vendor procurement systems, VR/3D visualization pipelines, and AR glass integrations. Previously at OffplanProperties.ai, I built production LLM/RAG services that increased qualified leads by 35% and cut manual screening by 80%.
Location
Dubai, UAE
Phone
+971-54-352-4687
Email
eng.ahmedraoofuddin@gmail.com
Available for
Hire & Consulting
RESUME
My Professional Journey
My ProfessionalWork History
Download Resume
Feb 2026 - Present
AI Engineer
Metamorphic Design Company, Dubai, UAE
- Owned end-to-end full-stack engineering across 10+ systems: MetaForge ERP, vendor procurement platform, company website, VR/3D visualization pipeline, and AR glass integration
- Built intelligent automation suite with 10+ n8n workflows, voice-enabled assistants (Twilio/VOIP), and document control systems with Google Drive and vector DB integration
- Architected sales & marketing tech stack: CRM pipeline (Pipedrive), Meta API analytics, Claude AI-powered SEO content generation
- Leveraged Microsoft Foundry AI, Google Vertex AI, and enterprise AI platforms for client-facing solutions
Jan 2025 - Jan 2026
AI Engineer
OffplanProperties.ai / Zalinos Brokerage LLC, Dubai, UAE
- Shipped production LLM/RAG services (voice + multilingual); +35% qualified leads, -80% manual screening, p95 < 800ms
- Built Java Spring Boot microservices + Python FastAPI workers with Kafka/Redis; sustained 1.5-2k req/min during campaigns
- Implemented LLMOps/MLOps (MLflow, Airflow, SageMaker, LangSmith, Langfuse, RAGAS) with eval harnesses
- Deployed on AWS/GCP with Docker/K8s, blue/green rollouts and CI/CD; reduced change failure by 40%
Nov 2024 - Jan 2025
Solutions Engineer
REST Information Technology, Riyadh, Saudi Arabia
- Built ERP integrations (MySQL/MongoDB) with resilient REST patterns; -40% post-deployment issues, +30% solution fit
- Delivered customer-facing technical demos converting to pilots at 35%+ win rate
- Partnered with sales & technical teams to ensure smooth implementations and optimized system performance
Dec 2022 - Dec 2024
Full Stack Software Developer
Valuelabs Solutions / Shutterfly Project, Hyderabad, India
- Designed Spring Boot services with Hibernate/JPA; -30% API latency (p95), -25% error budget burn via caching
- Standardized security (Spring Security, OAuth2) and SAST/DAST gates (Checkmarx, Snyk); resolved 90% vulns pre-prod
- JUnit/Mockito test suite to ~90% line coverage; SonarQube quality gate maintained across microservices
- Angular upgrade path and API contract hardening (OpenAPI), cutting regression defects by 25%
My ProfessionalAI & Full-Stack
My ProfessionalCloud & DevOps
PORTFOLIO
Selected Projects
Agentic AI
Cortivex, AI Agent Pipeline Orchestration
Production-grade multi-agent orchestration system (100% TypeScript) with DAG-based pipelines, self-learning engine (34% faster after 50 runs), filesystem-based mesh coordination, 17 MCP tools, 15 Claude Code skills (13,500+ lines), and 20+ agent node types across quality, security, testing, DevOps.
TypeScriptReact 19MCPClaude 4.6Multi-Agent
View Code
Enterprise
MetaForge ERP & Vendor Platform
Full-stack ERP (Web + Mobile) for Metamorphic Design with Sales/Design Pipeline (CRM, moodboards, VR render assignments) and Project Management (purchase orders, material requisitions). Includes vendor tender system with secure one-time links and AI-powered vendor scoring.
ReactNode.jsPostgreSQLAI ScoringPipedrive
Enterprise Project
Platform
Metamorphic Digital Platform & Automation Suite
Company website with Next.js, Supabase, Sanity CMS, Vercel. Claude-powered SEO generation, intelligent support assistant (Maya), estimation client. Voice-enabled assistants via Twilio/VOIP, 10+ n8n workflows, VR/3D pipeline with 8K renders and Aria Gen 2 AR glass.
Next.jsClaude AITwilion8nThree.jsAR/VR
Enterprise Project
Agentic AI
AI Agent Platform for Real Estate
Full-stack conversational AI agent using LangChain & GPT with multilingual support, voice/image uploads, OTP verification & AI-driven SQL generation. Four-stage pipeline: intent engine, query engine, search conversation engine, LLM fallback with guardrails.
LangChainGPTNext.jsSupabaseMySQL
Live Demo
RAG System
AI RAG Chatbot
Retrieval-augmented generation system with FastAPI backend and TypeScript Next.js frontend. Features knowledge base creation, document upload, chunking, embeddings, semantic search, and chat with cited sources. Guardrails for prompt injection and hallucination checks.
PythonFastAPILangChainChromaDBNext.js
View Code
SEO AI
SEO Automation & A2S Growth Engine
Architected Agent-to-SEO system generating 300,000+ long-form real estate pages at production scale. End-to-end n8n pipeline with content generation, Midjourney images, Botble CMS publish with rollback, Zapier approval gates, idempotent publish queues.
n8nZapierBotble CMSMidjourneyOpenAI
300k+ Pages
Dev Tool
FastAPI Full-Stack Generator
Production-ready CLI tool to scaffold FastAPI applications with database integration (PostgreSQL, MongoDB), authentication (JWT, OAuth), AI frameworks (LangChain, PydanticAI), Next.js frontend, and DevOps configs (Docker, K8s).
PythonFastAPICLIDevOps
View Code
Enterprise Java
Java Enterprise Application
Enterprise-grade Java application demonstrating Spring Boot microservices architecture with REST APIs, database integration, JPA persistence, and JasperReports for PDF exports.
Java 17Spring Boot 3REST APIJPA
View Code
Mobile AI
On-Device Sage (Local Whisper)
Privacy-first mobile app running large language models entirely offline on-device (Android & iOS). Powered by llama.cpp for local AI inference without internet dependency.
TypeScriptReact Nativellama.cppMobile AI
View Code
CERTIFICATIONS
Professional Credentials
AWS Solutions Architect Associate
AWS Cloud Practitioner
Google Cloud Professional Cloud Architect
CISSP, ISC2
Certified Information Security Manager (CISM)
IBM AI Engineering Professional Certificate
Google Cloud Professional ML Engineer
NVIDIA Deep Learning Institute (DLI) Certified
Microsoft Azure AI Engineer Associate
DeepLearning.AI LangChain/LangGraph Specialization
Microsoft Azure AI Essentials
AI Projects with Python, TensorFlow, NLTK
Generative AI Java Apps, LangChain4j
Rust LLMOps
Advanced Python: Build AI Applications
Advanced Spring: Deploy to AWS, Azure, GCP
JavaScript Foundations, Mozilla
Practical GitHub Actions
Python for Everybody
Snowflake Data Engineering
IT Architecture, CompTIA
ServiceNow ITSM Specialist
Atlassian IT Service Management
Program Management Professional
Toastmasters International
Google Digital Marketing
EDUCATION
Academic Background
B.E. in Computer Science Engineering
May 2023 • CGPA 8.52/10
Chaitanya Bharathi Institute of Technology (O.U)
Hyderabad, India
Data Structures, Machine Learning, AI, Operating Systems, Database Systems, Web Development. Academic project: GAN denoising benchmarked vs classical filters with F1 ≥ 0.99.
Central Board of Secondary Education (CBSE)
Apr 2019 • Aggregate 91.8/100
International Indian School
Riyadh, Saudi Arabia
Specialized in Mathematics, Physics, Chemistry & Computer Science.
BLOG
Thoughts on Agentic AI & Engineering
Agentic AI
RAG
From Naive RAG to Agentic RAG: Production Lessons
How I moved 300k+ real estate pages from simple vector search to agentic retrieval with eval harnesses, rerank, and hybrid search.
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LLMOps
LLMOps in Production: MLflow, Langfuse, RAGAS
A practical guide to evaluation harnesses, prompt versioning, cost tracking, and regression testing for LLM-powered products.
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Frameworks
LangGraph vs CrewAI: Which Framework Wins in 2026?
A hands-on comparison of the two leading agent frameworks based on real production deployments at Metamorphic.
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Backend
When Spring Boot Meets LLMs: LangChain4j in Production
How to integrate LLMs into Java enterprise backends without losing the type safety and observability you love.
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Vector DBs
FAISS vs Pinecone vs Weaviate vs ChromaDB: A Real Benchmark
I ran the same 1M-document RAG workload across all four. Here's what I found on latency, recall, cost, and operability.
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Prompting
Prompt Engineering in 2026: What Still Works, What Doesn't
Hands-on patterns for prompting Claude 4.6, GPT-5, and Gemini 2.5 Pro in production. Few-shot is dead. Structured outputs are the future.
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VR / AR
Building a VR and AR Pipeline for Interior Design Clients
Inside the production 8K rendering and Aria Gen 2 AR glass pipeline I built at Metamorphic for on-site client measurements and immersive walkthroughs.
Read More
Automation
The n8n Automation Playbook: 10+ Workflows in Production
Real-world patterns for building reliable n8n automation suites. WhatsApp OTP, Google Drive to vector DB ingestion, content QA, scheduled health checks.
Read MoreCONTACT
Let's build something together
Get in touchContact Information
Open to AI Engineer, Full-Stack Developer, and Solutions Engineer roles. Also available for consulting on Agentic AI, LLM/RAG, and production ML systems.
Phone
+971-54-352-4687
Location
Dubai, UAE