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Blog

Notes on software engineering, SEO, AI and freelance craft

  • Apr 21, 2026 · 9 min read

    RAG in production — what actually breaks, and why retrieval matters more than the prompt

    A practical look at retrieval-augmented generation beyond the demo: chunking trade-offs, hybrid search, reranking, eval harnesses, and the cases where RAG is the wrong tool.

    • #RAG
    • #Claude
    • #LLM
    • #Retrieval
    • #Vector Search
    • #Production
  • Apr 20, 2026 · 8 min read

    Cutting Claude API costs 40-70% with prompt caching (and when it doesn't help)

    A practical guide to Anthropic's prompt caching — what actually hits the cache, cost math with real examples, and the cases where caching does nothing or even hurts.

    • #Claude
    • #Anthropic
    • #LLM
    • #Prompt Caching
    • #Cost Optimization
  • Dec 13, 2019 · 1 min read

    Docker Compose Error

    docker-compose version discrepancies

    • #WordPress
    • #Docker
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