Backend engineer turned AI systems builder. I design and ship production RAG pipelines,
agent frameworks, and LLM integrations — with 5 years of infrastructure experience
keeping me honest about what actually runs in prod.
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Production-ready system for querying large document collections. Multi-document retrieval with citation tracking. The kind of thing that actually needs to work at scale.
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MCP server that gives LLMs direct access to GitHub — code search, issue management, repo analysis. Built on the protocol, not around it.
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Framework for coordinating specialized AI agents across complex workflows — communication protocols, task delegation, result aggregation, agent state via Redis.
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AI-powered tool that breaks down code snippets into plain English. Supports multiple languages with detailed logic and pattern breakdowns.
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AI / ML
Backend
Infra
I write about AI engineering, LLM applications, and software architecture at linkedin.com/in/sirematrix
RAG system design patterns · optimizing inference costs · building reliable agent systems
