PROJECTS / ENGINEERING

Building, testing, learning.

Selected areas of hands-on exploration. Project descriptions focus on the problem space and architecture; implementation details and source code are linked where publicly available.

AI · CLOUD

AI-assisted cloud analysis

Exploring approaches to cloud and Kubernetes analysis, including log investigation, operational context and AI-assisted workflows.

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RAG · ENTERPRISE AI

Enterprise knowledge and retrieval systems

Hands-on exploration of document ingestion, chunking, embeddings, retrieval evaluation, reranking and practical RAG architecture.

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AGENTIC AI

Personal AI assistant

Exploring an assistant architecture that connects conversational interfaces with user-authorized tools, persistent memory and multiple model providers.

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Follow the engineering work

Source code, experiments and technical notes are published as projects mature.

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