Engineering resilient systems and applied AI architectures.
Vienna-based senior engineer with over eight years designing autonomous AI agent pipelines, enterprise voice intelligence, and high-concurrency desktop & cloud systems that run smoothly in production.
Max Behzadi
ActiveCustom Model Context Protocol (MCP) servers, schema AST filters, and verified deterministic tool calling across private APIs.
What I build for organizations & clients
Direct engineering collaboration from architectural design and local model integration through to production deployment and operational handover.
Intelligent Relocation Support & Inquiry Bot
Built an automated 24/7 customer support chatbot for relocation workflows. Powered by a self-hosted local LLM and semantic search via PostgreSQL (pgvector), the system retrieves grounded policy and procedural data to resolve inquiries instantly and escalate edge cases seamlessly to human agents.
Automated Real Estate Support & Client Intake Assistant
Engineered an on-site customer service assistant to qualify leads and answer client queries around listings and real estate services. Leveraged a high-efficiency local inference model with embedded vector search in PostgreSQL, ensuring private data handling, fast response times, and structured client inquiry handoff.
Robust Full-Stack Web & Distributed Backend Architecture
Designing resilient backend services and responsive frontends using .NET Core, Next.js, and message queues. Focused on clean boundaries, deterministic data flow, and maintainable software built for real production workloads.
Performant Cross-Platform & Event-Driven Applications
Engineering low-latency desktop platforms and distributed cloud APIs across .NET and TypeScript. Built with decoupled worker pipelines, optimized memory profiles, and comprehensive integration testing.
Scalable Web Platforms & Intelligent Service Integration
Bridging modern Next.js frontends with high-throughput .NET and Node.js backend services. Architected with vector search backends, robust API gateways, and asynchronous background worker queues.
Ready to deploy enterprise AI or modern software in your organization?
Direct engineering collaboration from architectural design and local model integration through to production deployment and operational handover.
Selected Works
MaxerZ
AI-powered native desktop application engineered to streamline professional career governance and document compilation. Features decoupled worker threads, local-first execution, and adaptive model orchestration to maintain a responsive 60 FPS UI under intensive document generation workloads.
Engineering over stochastic guesswork.
“In production, reliability is not an afterthought; it is the fundamental contract between code and user.”
Deterministic AI & Context-Grounded Architecture
MODEL CONTEXT PROTOCOL (MCP) · SCHEMA VALIDATION · SEMANTIC RETRIEVAL
AI agents and LLM assistants are only as dependable as the boundary contracts enclosing them. I design resilient workflows using Model Context Protocol (MCP) servers, domain-specific retrieval-augmented generation (RAG), and strict output parsing to keep language models predictable, secure, and grounded in actual business logic.
- 01Context Engineering: Precise context pruning and hybrid vector search via PostgreSQL (pgvector) ensure relevant, grounded retrieval without context pollution.
- 02Strict Schema Validation: Model outputs are enforced through validated typed schemas before triggering downstream services or database mutations.
- 03Human-in-the-Loop Safeguards: High-impact business actions and state mutations require explicit verification and structured audit logging.
High-Throughput Backends & Event-Driven Systems
.NET CORE · ASYNCHRONOUS PIPELINES · MESSAGE BROKERS
Building distributed systems and data-intensive services requires strict architectural boundaries and predictable resource utilization. I build decoupled, high-performance backends with asynchronous message brokers, efficient memory handling, and clean database query design to ensure systems remain stable under real-world traffic.
- 01Memory & Resource Discipline: Leveraging modern .NET idioms (memory pooling, efficient stream processing, and unbuffered I/O) to keep GC pressure and latency minimal.
- 02Decoupled Event Pipelines: Offloading heavy compute and third-party integrations to asynchronous background workers using RabbitMQ.
- 03Resilient API Gateways: Implementing circuit breakers, structured rate limiting, and graceful degradation across web APIs and microservices.
Trajectory & Foundation
Over eight years building scalable desktop software, distributed node infrastructure, and applied AI systems in Vienna.
Systems Engineering Track Record
Full-Stack Engineer | Applied AI Engineer
Designing and shipping custom enterprise AI systems: low-latency voice assistants, grounded customer service chatbots with AST schema verification, and private Model Context Protocol (MCP) integrations for organizations.
- Custom Model Context Protocol (MCP) server development and AST schema guardrails
- Full-duplex conversational voice intelligence pipelines (<400ms end-to-end latency)
- High-concurrency full-stack architectures on Next.js, TypeScript, and .NET Core
Full-Stack Engineer
Spearheaded core software engineering, distributed telemetry systems, and internal enterprise tooling across Stereum and client platforms in Vienna.
- Modernized a private bank application with C#/.NET, WPF, and MVVM, including asynchronous processing of large financial datasets and reporting engine integration.
- Built reusable components with validation and error handling while respecting data privacy requirements.
- Developed an internal request management tool with Blazor, ASP.NET Core Web API, Entity Framework Core, and SQL Server. Implemented CRUD operations, DTOs, server-side validation, role-based access, and xUnit test coverage.
- Extended Angular features using Reactive Forms, RxJS, and REST APIs; contributed to code reviews and technical documentation.
- Developed B2B platform features and backend services with React, TypeScript, NestJS, and PostgreSQL for Ethereum infrastructure telemetry.
- Developed Stereum Launcher features for Ethereum nodes using Vue.js, Node.js, and Electron.
Full-Stack Developer
Multi-industry software development across e-commerce, real-time sports telemetry, food-tech, and desktop financial accounting.
- E-Commerce & Retail: Online store architecture built with React, Next.js, Tailwind CSS, and Node.js.
- Sports Telemetry: Football live scores platform leveraging Next.js, TypeScript, Supabase, WebSockets, and Node.js.
- Food & Nutrition Platform: Diet food ordering and recipe platform with ingredient gallery using JavaScript and HTML5.
- FinTech & Desktop: Industrial accounting desktop application built with C#, .NET Framework, WPF, MVVM, and NHibernate/LINQ.
Academic & Technical Credentials
B.Sc. in Accounting & Financial Analysis
Rigorous analytical training in algorithmic reconciliation, quantitative auditing, balance sheet architectures, and institutional governance.
Software Engineering Diploma
Accredited software engineering curriculum focusing on object-oriented programming, C#/.NET architecture, concurrent systems, and relational database design.
Web & Desktop Applications Diploma (OOP, PHP, Laravel)
Advanced software engineering program covering object-oriented architecture, backend web and desktop systems, PHP, Laravel, and API engineering.
Microsoft Certified: Azure Developer & Fundamentals
Demonstrated expertise in enterprise cloud deployment, managed container orchestration, identity governance, and secure distributed infrastructure.
Student at FH Burgenland - Master of Artificial Intelligence in AI Business Solutions
Advanced graduate engineering studies focused on applied AI architectures, enterprise LLM reasoning pipelines, autonomous agent systems, and AI business solutions.
“Playing with him makes me fresh...”
Faithful companion and zero-tolerance watchdog for unhandled exceptions. Beyond the command line and architectural blueprints, Marsi ensures all systems in the Vienna studio maintain steady equilibrium, accompanied by mandatory afternoon walks across the city's parks.
Let's Build Something Exceptional
Whether you need an enterprise AI customer chatbot, autonomous voice pipeline, or high-performance desktop & web architecture, reach out below.
Max Behzadi
Full-Stack Engineer | Applied AI Engineer available for organizational deliveries, technical advisory, and high-stakes engineering engagements.
Send a Project Inquiry
Inquiries are routed directly to Max's personal inbox at maxbehzadi82@gmail.com with your email set as Reply-To.