Backend & AI Agents Engineer Β Β·Β π Munich, Bavaria π©πͺ
EU Blue Card Β· authorized to work in Germany & the EU
> Team Lead, Backend & GenAI engineering @ innoscripta SE β a Munich
enterprise platform for R&D-funding documentation & compliance
(product: Clusterix). Promoted from Senior Software Engineer
within 9 months.
> 6+ years backend Β· 2+ years shipping production AI agents.
> Most days: LangGraph state machines, MCP tool design, eval harnesses,
and making agent loops survive real production traffic.
- π€ Multi-agent orchestration β supervisor, plannerβexecutor, and router patterns with human-in-the-loop approval gates; durable LangGraph state machines
- π MCP & tool integration β MCP servers and clients that expose production systems to agents as well-typed, observable tools
- π§ Context engineering & long-term memory β per-user long-term memories, dynamic context assembly, conversation summarization, token-budget optimization so agents stay coherent across sessions
- π RAG, eval & observability β hybrid retrieval across pgvector / Qdrant / Pinecone / Chroma, paired with LangSmith / Langfuse traces and LLM-as-judge regression suites
- ποΈ Production-grade, regulated infra β FastAPI on Kubernetes, OpenTelemetry across the agent loop, designed with EU AI Act and GoBD obligations in mind (audit logs, prompt/model versioning, human oversight)
π§ AI Agent Frameworks
π€ LLM SDKs & Providers
π¦ LLM Ops & Gateways
π Embeddings & Retrieval
π§ Agent Memory & Context Engineering
π‘οΈ Agent Safety & Guardrails
ποΈ Voice & Multimodal
π Agent Web & UIs
π§ͺ Agent Eval & Observability
βοΈ Backend & APIs β Python primary Β· PHP/Laravel proficient
ποΈ Data, Vectors & Search
π¨ Messaging, Queues & Background Workers
βοΈ Infra & DevOps
π Web & Mobile
Engineering depth beyond the agent stack:
- π‘οΈ API security & hardening β auth design, DDoS protection, abuse prevention, rate limiting, secrets handling
- π¬ Reverse engineering (personal research) β Android APKs, Electron desktop apps, traffic analysis with jadx, apktool, mitmproxy, and Burp Suite
- π·οΈ Large-scale scraping & data extraction β high-volume ingestion, anti-bot evasion, multi-tenant orchestration with Playwright, Scrapy, Selenium, and custom
httpxpipelines
- ποΈ Build Your Own MCP Server β live podcast on Tek Podcast Ψ¨Ψ§ΩΨΉΨ±Ψ¨Ω by Ahmed Elemam (53.8K subscribers) Β· June 2025 Β· 7K+ views End-to-end walkthrough: built an MCP server from scratch, then a LangGraph agent that consumes its tools via an MCP client β full chat experience with detailed per-step logs. βΈ Watch on YouTube Β Β·Β Code: github.com/elsayed85/how-to-build-your-own-mcp
| Period | Role | Company | Location |
|---|---|---|---|
| 2026.01 β now | Team Lead | innoscripta SE | Munich, DE (on-site) |
| 2025.04 β 2025.12 | Senior Software Engineer | innoscripta SE | Remote |
| 2023.10 β 2025.04 | Senior Software Engineer | Waseet.net | Cairo, EG |
| 2023.03 β 2024.02 | Software Developer (PT) | Digital Roots GTC | Remote |
| 2021.05 β 2021.11 | Backend Developer (Contract) | Cloudvests | Remote |
| 2020.03 β 2021.10 | Backend Developer (Freelance) | Independent | KSA Β· KW Β· EG |
innoscripta SE builds Clusterix, a Munich-based enterprise platform that automates R&D documentation, funding applications, and audit-ready compliance for companies in automotive, aerospace, biotech, pharma, and manufacturing.
I lead backend and GenAI engineering for the agent platform β promoted from Senior Software Engineer within 9 months. Day-to-day work spans multi-agent system design on LangGraph + LangChain, building MCP servers that expose production systems as well-typed tools, and owning the eval & observability stack (LangSmith, Langfuse, OpenTelemetry) along with the production infra (Kubernetes, GitLab CI, FastAPI). Because the work sits in a regulated R&D/audit context, EU AI Act and GoBD obligations β audit logs, prompt/model versioning, human oversight β are first-class concerns, not afterthoughts.
- Led development of a large-scale scraping platform for high-volume data ingestion
- Architected a multi-tenant dashboard with Filament
- Designed a high-performance RabbitMQ queue system
- Built Kafka migration pipelines (Couchbase β MongoDB)
- Hardened authentication against DDoS and abuse
Earlier roles
Digital Roots GTC (part-time) β Modernized legacy Laravel codebases for performance and maintainability; integrated multiple payment gateways and optimized transaction workflows.
Cloudvests (contract) β Built an auction-data scraping & normalization system; advanced filtering for data quality; configurable dashboards. Stack: Docker, AWS Lambda.
Freelance β Dashboards & APIs for clients in Saudi Arabia, Kuwait, and Egypt using Filament, Laravel, MySQL. Real-time notifications and scalable integrations.
- Apache Kafka Series β Udemy (Sep 2024) Β· credential
- Open-Source for Web Development β Information Technology Institute (ITI) (2020)
B.Sc. Computer Science β Mansoura University (2017 β 2021, Grade: A)
πͺπ¬ Arabic β native Β Β·Β π¬π§ English β professional working Β Β·Β π©πͺ Deutsch β elementary
π§ el.sid.kamal.1999@gmail.com π linkedin.com/in/elsayed85 π» github.com/elsayed85
~ Elsayed Abdulrahman