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xmassmx/README.md

Hi, I'm Muhammad Abdullah Shafat Mulkana

Head of AI & Founding Engineer | Multi-agent systems | LLM infrastructure | Production GenAI

Leading AI engineering at Wubble AI - real-time multimodal audio generation (music, vocals, SFX) and agentic workflows at scale.

LinkedIn Medium Substack

What I build

Agentic & LLM systems
  • LangGraph multi-agent systems (HITL, routing, tool-calling)
  • RAG and LLM deployment across major model providers
  • MCP dev tooling (langmcp)
Multimodal & real-time AI
  • Real-time audio generation (music, vocals, SFX)
  • Voice AI (streaming STT -> LLM -> TTS)
  • Transformer serving on Kubernetes
Production infrastructure
  • Multi-cloud GPU stacks (AWS/GCP) with routing and autoscaling
  • Event-driven microservices (FastAPI, Pub/Sub, Redis, PostgreSQL)
  • MLOps: CI/CD, IaC, versioning, monitoring
Applied ML & vision
  • Computer vision and real-time detection (e.g. YOLOv8)
  • OCR and document pipelines
  • NLP/CV research (captioning, generative models)
---

Tech stack

Languages and backends

Python FastAPI Flask TypeScript SQL MATLAB

ML / AI

PyTorch TensorFlow Keras LangChain LangGraph Transformers CrewAI ONNX

LoRA fine-tuning | instruction tuning | RAG | prompt engineering | model optimization

Agents and LLM ops

MCP Weaviate Chroma FAISS pgvector

Multi-agent orchestration | HITL workflows | tool-calling | agentic AI | semantic search

Cloud and infrastructure

AWS GCP Kubernetes Docker Redis PostgreSQL Elasticsearch Firebase Databricks

AWS: EC2 | Lambda | S3 | SageMaker
GCP: Cloud Run | Cloud Functions | Pub/Sub | GKE | Vertex AI | Cloud Storage

MLOps and delivery

GitHub Actions GitLab CI Docker Compose GitOps

Infrastructure-as-code | model versioning

Domains

Generative AI LLMs Computer Vision NLP Diffusion Object Detection

Background

B.Sc. Electrical and Electronics Engineering, Bilkent University (Honors, Cum Laude).

Previously: LAYMARK (multi-agent and Voice AI) | Simply Complex Lab @ National Nanotechnology Research Center (deep learning for microscopy) | applied ML across CV, OCR, and generative modeling.

Connect

Pinned Loading

  1. langmcp langmcp Public

    A MCP server that will connect with LangChain Checkpointers, Memory Stores, Vectorstores to aid in monitoring and observability during development of AI Applications

    Python 2

  2. Image-Captioning Image-Captioning Public

    Image Captioning using encoder-decoder and attention

    Python 1

  3. smart-pots-app smart-pots-app Public

    Smart Pots System - Final Year Project

    Dart 2

  4. RAG RAG Public

    Python 1

  5. mcp mcp Public

    Python