AIEngineer
I design and ship production software systems and applied AI solutions.
From architecture to deployment.
Introduction
Profile.
AI Engineer and Full-Stack Developer. I design and ship production software and applied AI. I work on management platforms, SaaS, web apps, data layers, APIs and automations, from architecture through to release. On the AI side I develop RAG and knowledge-base systems, agents with tool calling and multi-agent orchestration, fine-tuning pipelines, and ML models for forecasting and predictive analytics.
A background in engineering helps me read processes, operational constraints and business goals before I settle on the technical approach.
AI Systems & Agents
RAG and knowledge bases · AI agents · multi-agent orchestration · fine-tuning · hybrid retrieval · document parsing · AI in operational workflows
Frontend & Mobile
Web applications · dashboards and management platforms · responsive interfaces · iOS and Android apps · embedded software
Backend & Application
APIs and backend services · business logic · authentication and roles · integrations · jobs and async processes
Data & Databases
Data modeling · relational and document databases · row-level security · ORM · vector databases · migrations and data layer
Cloud, Infrastructure & Delivery
Deploy · Linux environments · containers · CI/CD · server management · backups · SSL
Cross-functional skills
Built while running Nexus Trade. Useful alongside the technical profile.
Evidence
Numbers.
ENGINEERING
0+
full-stack software projects shipped to production
0+
API integrations and external services
AI ENGINEERING
0
models fine-tuned for specific tasks
0
AI agents built and integrated
0
RAG / knowledge-base systems shipped
COMMERCE
€0k
revenue driven across managed storefronts
0+
own and client stores run in production
0k+
orders managed across stores
0
collaborators coordinated
NEXT TOURNAMENTS
0+
years running an esports platform in production
Career
Experience.
From management software to applied AI. The common thread is shipping systems to production and keeping them running.
FEB 2024 — PRESENT
Remote
Lead AI & Full-Stack Engineer
Innovedge Labs
Own the architecture and delivery of applied-AI products for B2B clients, from first design through to production and maintenance.
- Designed and shipped RAG and multi-agent systems with tool calling, hybrid retrieval and evaluation.
- Built full-stack management platforms: React frontends, Node/NestJS APIs, PostgreSQL data layers.
- Handled DevOps on Linux: domains, databases, SSL, queues and workers, cron, backups and deploys.
AI & RAGFull-stackAPI & IntegrationsDevOpsSecurity2022 — 2024
Berlin, DE
Full-Stack Developer
Nexus Commerce
Built and ran digital commerce systems and internal tooling across a multi-market storefront operation.
- Developed storefronts and back-office tools handling catalog, orders and logistics.
- Integrated payments, shipping and analytics across 11 markets.
- Automated operational workflows with queues, webhooks and scheduled jobs.
CommerceFull-stackAutomation2020 — 2022
Munich, DE
Software Engineer
Meridian Software
Delivered management software for enterprise clients with a focus on data modeling and reliability.
- Modeled complex domains with relational databases and row-level security.
- Built REST APIs, business logic and role-based access.
- Shipped and maintained software in controlled multi-environment deploys.
BackendDataEnterprise
Projects
Projects.
A selection of systems designed and shipped to production, from construction sites to hospitality. Select a project to open the details.
AI Operations Hub
Prospecting, CRM & voice automation
A production B2B operations layer combining prospecting, CRM, AI voice operations and request management. It runs acquisition campaigns, enriches and qualifies leads, handles calls through a backend-connected voice agent, and turns conversations into order drafts, tasks and activities synced with external systems.
DeepScout
Evidence-based multi-agent research
An open-source system for structured research grounded in sources and evidence. It breaks an objective into tasks, coordinates agents, uses hybrid retrieval, and measures coverage to investigate gaps — with human-in-the-loop controls, persisted evaluations and versioned adaptive policies.
OptiBuild
Intelligent construction site management
A platform that digitizes operational, technical and administrative construction processes: costs, accounting, work progress statements, quantity takeoffs, documents and dashboards. Includes a 170+ table data layer with RLS across 8 roles, an audit trail, and AI parsing of takeoffs up to 500+ pages.
Food, Retail & Logistics Management Platform
Restaurants, minimarkets and cash & carry
A platform for restaurants, minimarkets and cash & carry businesses covering CRM, warehouse, suppliers, costs, HACCP and loyalty. It adds logistics with driver tracking and intelligent route assignment, plus integrations with scales, POS and fiscal registers and what-if pricing simulations.
TemaSuite
SaaS for property managers & hospitality
A multi-company management platform for bookings, guests, units, accounting and rates. Includes a channel manager (pricing, availability, OTA sync), a price advisor for competitor monitoring, and online check-in with OCR and identity verification, with data isolation and controlled deployment.
Mielepiù
B2B platform with an AI agent
A platform for managing customers, orders, catalog, activities and KPIs for sales teams, with integrated Email and WhatsApp channels. I built management modules, workflows between requests, activities and operators, and AI components for request/task classification, customer/product clustering and predictive analytics on reorders and commercial KPIs.
ANCC
Technical inspections and the administrative cycle
A management system for a technical inspection body carrying out periodic checks on installations. It covers the whole chain: records for leads, customers, sites, installations and technicians, inspection assignments, scheduling, inspection execution, document archive and administration, with linked invoicing and renewals.
WIP
Event warehouse management
A warehouse management system for event set-ups, as the product describes itself. It holds together the product catalog, furnishings owned by the customer, the share committed to jobs, the restoration cycle and delivery notes, with master data and user roles.
Athleta
AI fitness app with per-user memory
A personal web app for training, nutrition and progress tracking, with an integrated AI agent grounded in application context, memory and a dedicated knowledge base; suggestions are applied only after user confirmation. I handled the full-stack architecture, database modeling, mobile-first UI, AI integration, data validation, deployment and RAG/LLM Wiki systems over data and documentation.
MVP Athletic
Fitness platform on web, iOS and Android
A fitness platform available as a web app and as iOS and Android apps, with two ways to use it. A professional registers as a Personal Trainer and manages their own clients, who sign in as that trainer's clients. Alternatively a user registers independently and manages their own gym programme without a trainer.
IAF Agent Operating System
Control plane for AI-assisted development
Prompt the control plane. The result appears on the right after routing and verification.
An experimental personal project: an orchestration layer on top of Claude Code, Cursor, Codex and Antigravity, designed and built independently. Agents and subagents, skills, rules, hooks, multi-model routing, preflight checks, security policy and a centralized knowledge base. Goal: AI-assisted development that is controllable, verifiable and traceable.
n8n Automations
An orchestrated sales cycle, with AI in the middle
n8n automations that orchestrate an entire sales cycle, from a new case to the invoice. The main workflow exposes a webhook endpoint for every step; a dedicated sub-workflow uses an AI agent to produce a document from the material gathered during a call.
One system · not a project
IAF Agent Operating System
Task
Goal parsed. Acceptance criteria and the delivery boundary are defined.
Define the goal and acceptance criteria. Hover another task to inspect it, or run the system to watch the complete orchestration unfold.
Human-in-the-loop memory
Athleta
AI proposes · user confirms
In Athleta the AI proposes changes. The user confirms before anything is applied.
01 · AI proposes
02 · Confirm
—
Stack
Technologies.
A practical stack built across AI systems, product interfaces, application services, data layers and delivery.
Hover a sphere — each one keeps rolling
AI & Machine Learning
Core area. The technologies I use to build AI systems, RAG pipelines, agents and retrieval.
AI Systems & Agents
PRACTICES
FRAMEWORKS
Retrieval & Knowledge
PRACTICES
KNOWLEDGE BASE
INFRASTRUCTURE
Models & Training
PRACTICES
TECHNIQUES
LIBRARIES
ML & Analytics
AI Platforms & APIs
CLOUD AI
MODEL APIS
TOOLING
Software Engineering
Frontend, backend, data and infrastructure. What I use to take software from first design to production.
Frontend & Mobile
FRAMEWORKS & LIBRARIES
LANGUAGES
Tooling
Backend & Application
RUNTIMES & FRAMEWORKS
LANGUAGES
APIs, Integrations & Jobs
APIs & integrations
Async & scheduling
Data acquisition
Data & Databases
DATABASES
ORM & PLATFORMS
FORMATS
Cloud, Infrastructure & Delivery
CLOUD
DELIVERY
AI-Assisted Engineering
Coding agents and automation are part of how I work. I use them for implementation, review, tests and repetitive tasks, and I keep control of architecture, technical choices and code.
Coding Agents & Automation
Coding agents
Automation
Complementary Experience
Tools used in production at Nexus Trade and on client work. They sit next to the engineering profile.
Commerce & Payments
Platforms
Payments
Growth & Analytics
Content & Creative AI
Education
Education.
Engineering studies (Logistics & Production)
Technical University
Logistics, production, operations management, process analysis and optimization.
Scientific High School Diploma
Liceo Scientifico
Strong foundation in mathematics, physics and computer science.
Languages
- German · Native
- English · C1
Certifications
- 01
Claude with Amazon Bedrock
Anthropic Education · 2025
Deploying Claude on AWS Bedrock: API patterns, tool use and RAG.
- 02
Claude with Google Cloud Vertex AI
Anthropic Education · 2025
Integrating Claude on Vertex AI: prompt engineering, tool use and agentic workflows.
- 03
Building with the Claude API
Anthropic Education · 2025
AI applications with the Anthropic API: tool use, RAG, embeddings and MCP.
- 04
Claude Code in Action
Anthropic Education · Apr 2026
Claude Code in software development workflows: automation, MCP, hooks, SDK and AI-assisted code review.
- 05
Automation & Workflow Fundamentals
n8n — Automation & Workflow · 2025
Workflow automation, API integrations and AI workflows on n8n.
Contact
Contact.
For collaborations, AI / full-stack projects, or a technical conversation, reach me by email or LinkedIn.