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Blog.

Notes on engineering, software craft, and the occasional detour into other things I find interesting.

ARTICLE PREVIEW

Vector indexing in RAG: why embeddings need a different kind of index

You can't B-Tree your way through meaning. Here's why vector search needs graph-based indexes and how they make RAG systems fast.

2026-05-17·5 min read
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    2026-03-15·6 min read·career

    How I think about my role as a mid-level engineer

    Not a checklist for getting promoted. A look at how the job actually works once you're here.

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  • 2026-02-02·4 min read·essay

    What singing taught me about writing software

    A short essay on practice, restraint, and why your hobbies make you a better engineer.

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  • 2025-12-03·6 min read·databases

    Ever wondered how indexing works in databases?

    B-Trees, hash indexes, LSM trees, and what your database is really doing when you CREATE INDEX.

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  • Coming soon·? read

    Architectural Patterns I Followed While Building This Portfolio

    Mistakes I made, decisions I second-guessed, and patterns that actually held up.

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