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Tom Seidel - Java Freelancer & Cloud-Native AI Expert
Freelance Java consultant with 20+ years of experience in cloud-native architectures, microservices, DevOps, and AI-powered agentic systems. Based in Germany, remote-first.
Their llms.txt
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# Tom Seidel - Java Freelancer & Cloud-Native AI Expert
> Freelance Java consultant with 20+ years of experience in cloud-native architectures, microservices, DevOps, and AI-powered agentic systems. Based in Germany, remote-first.
Tom Seidel is a freelance consultant specializing in Java development, cloud-native architectures, AI integration, and DevOps. He supports projects end-to-end: from initial concept and architecture to production-ready implementation. His focus areas include migrating monolithic systems to scalable microservice architectures, launching new Java-based cloud projects, and building intelligent agentic workflows using LLM APIs (Anthropic, OpenAI, Ollama, llama.cpp).
## Contact
- Email: tom.seidel@remus-software.org
- LinkedIn: [linkedin.com/in/tomseidel](https://linkedin.com/in/tomseidel)
- GitHub: [github.com/tmseidel](https://github.com/tmseidel)
## Sections
- [Home](https://remus-software.org/): Overview, about, tech stack, and availability
- [Projects](https://remus-software.org/projects/): A curated selection of 30+ project references across automotive, medical technology, telecommunications, and more
- [Articles](https://remus-software.org/articles/): Technical articles on Java, cloud-native architecture, DevOps, and software engineering
- [Atom Feed](https://remus-software.org/feed.xml): Article feed in Atom format
## Articles
- [Your Agent Is Paying an LLM to Run a For-Loop](https://remus-software.org/articles/llm-agent-and-scripting/): Most agent loops make the model the bus between every tool call, paying tokens, context and latency for deterministic bookkeeping. Giving the agent one execute-code tool moves that loop into a script — and adds a security bill that decides whether the saving survives production.
- [Jev Is Not a Faster LLM — It Is a Bill for the Architecture You Skipped](https://remus-software.org/articles/jev-agentic-integration/): Jev answers in milliseconds for almost nothing per call — but it is not a faster LLM. It is a parallel sampler that relocates the reasoning into the pipeline you have to build, own and test, turning hallucination into silent miscalibration.
- [Regarding the Job Market: Why 2026 Feels Like a Crisis — and Why the Profession Isn't Dying](https://remus-software.org/articles/ai-job-market/): The 2026 job market feels like a crisis, but the data says otherwise: demand for software is intact, only the shape of the roles is changing. What the numbers actually show — and why the doomsday narrative is a product of filter bubbles.
- [The Low-Code Automation Hype Isn't Fading in 2026. That's the Problem.](https://remus-software.org/articles/low-code-hype-with-ai/): The low-code automation market is at its all-time peak, but the agentic AI promise underneath it is entering its trough of disillusionment. Why I still think code-first is the winning play in the AI era.
- [Upgrading the Local LLM Stack: From Qwen3.6-35B-A3B to Qwen3.8-2
…
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