Muhammad Tahir .

I build AI agents and assistants that work in production: connected to your real systems, secured properly, and backed by solid backend engineering. Most AI agent projects stall after the demo. The agent can't reliably reach your data, breaks on edge cases, or opens security holes: leaked API keys, prompt injection, agents with more access than they need. I build agents the way I build backends: tested, secure, and maintainable. WHAT I BUILD - AI agents and assistants with Claude and other LLM APIs: tool calling, multi-step workflows, human approval steps - MCP (Model Context Protocol) servers that connect Claude to your APIs, databases and internal tools - Document Q&A and knowledge assistants (RAG) over your PDFs, docs and data - LLM features inside existing Java / Spring Boot applications (Spring AI, LangChain4j) - Workflow automation: agents that take repetitive tasks off your team - Security for AI systems: access control, OAuth / Keycloak, secrets handling, prompt-injection safeguards WHY WORK WITH ME - $20K+ earned and 2,000+ hours on Upwork building Java and Spring Boot backends, including long-term work on healthcare and enterprise platforms - Research internship at Ericsson: secure communication between microservices using mTLS, and certificate lifecycle management - M.Sc. in Computer Engineering (Software Platforms & Cybersecurity), University of Genoa, 2026. Thesis on confidential computing for trusted data ingestion - I work with Claude every day, so I know where LLMs are reliable and where they need guardrails ALSO AVAILABLE Java & Spring Boot backend development, REST APIs, microservices, Spring Security, PostgreSQL / MySQL / Oracle, Docker, AWS. HOW I WORK I start with a small working prototype on your real use case, so you see the agent working before committing to a bigger build. Then I harden it: error handling, logging, access control, and documentation your team can maintain. Based in Italy (CET), with working-hour overlap for European and US East Coast clients. Send me what you want to automate or use the Invite button, and I'll reply with how I'd approach it.