Data Scientist & AI Engineer
BASED IN MUNICH, GERMANYI’m Mohammad Ayaz Alam. I build AI systems and data products that work beyond the prototype, from multi-agent workflows to tools people use every day.
01 / Selected work
A selection of things I’ve designed and built. Different problems, the same care for how they work.
Lattice Lab brings up to four language models onto a visual canvas. Run prompts in parallel, branch conversations, and merge context without losing your train of thought.
Explore Lattice LabA private thinking space with language models that run entirely on your device. Offline inference, persistent memory, and control over your own data.
Turn a dataset into a practical quality report. Automated validation, AI-assisted insights, and exportable reports for CSV, JSON, and Excel files.
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I’m a data scientist and AI engineer based in Munich. My work connects machine learning research with the engineering needed to turn an idea into something dependable.
At Zalion, I build agent-based systems for procurement. Previously, I developed an LLM orchestration framework at Siemens Energy, worked with large-scale labor market data at the Institute for Employment Research, and built internal AI tools at BASF.
Alongside that work, I run Ilham Labs.ai, an independent product initiative where I take ideas from first sketch through architecture, development, and deployment.
LangGraph · LangChain · MCP · RAG
PyTorch · Scikit-learn · Transformers
Fine-tuning · Model evaluation · NLP
Python · SQL · PostgreSQL
Pandas · NumPy · Feature engineering
Power BI · Plotly · Data visualization
FastAPI · Next.js · TypeScript · Flutter
Docker · AWS · CI/CD · Git
REST APIs · Firebase · Linux
LANGUAGES English / Professional · German / Intermediate · Hindi & Urdu / Native
03 / Experience
From research institutions to industry and independent products. A few chapters along the way.
View full résuméBuilding multi-agent systems for procurement workflows, with specialized agents integrated directly into the chat experience. My work spans orchestration, prompt reliability, frontend components, and backend services.
Developing with LangChain, LangGraph, Next.js, and FastAPI, alongside AWS deployment and CI/CD pipelines.
Designed a modular multi-agent framework with LangGraph orchestration, persistent PostgreSQL memory, auditable execution, and a FastAPI interface with streaming responses.
Applied it to a Factory Assistant for engineering requirements and a Terminal Management System Assistant for log analysis and diagnostics. Added human approval before external actions such as sending email.
Owning product strategy, architecture, full-stack development, security, and deployment. Built Lattice Lab’s visual multi-model workspace and whenyouopen.me’s encrypted messaging experience.
Deploying containerized workloads with AWS EC2, Lightsail, S3, Docker, and Nginx.
Built data pipelines for more than 90 million records and predictive models to rank job opportunities. Applied XGBoost, Random Forest, SVM, and positive-unlabeled learning to labor market research.
Worked on preprocessing, feature engineering, class imbalance, exploratory analysis, and communicating research findings.
Built generative AI tools for internal teams, including a Data Validation AI Agent with quality reports, scoring, and custom tests.
Led development of the Inhouse Consulting event app, covering submissions, voting, analytics, and access controls.
Business Development Intern
Power BI sales analysis, dashboards, and data-informed training programs and marketing.
Web Developer Intern
Responsive web development, browser testing, accessibility, and performance improvements.
04 / Foundations
Friedrich-Alexander-Universität Erlangen-Nürnberg
Business analytics, machine learning for time series and finance, mathematics of learning, and linked data.
Guru Gobind Singh Indraprastha University, Delhi
Software development, databases, network security, web technologies, and data mining.