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Vitalii Bogachev
Senior AI Engineer · LLM · RAG · MCP
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© 2026 Vitalii Bogachev
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Engineering Notes

Short notes about real problems from work. Not tutorials, not '10 trends in 2026.' Things I learned by fixing something specific.

Race conditions in page-based subscription billing

2026-04-12

How three concurrent requests can drive a balance into the negative — and why the obvious fix is wrong.

postgresconcurrencybillingsaas

LLM routing: when GPT-4 is overkill

2026-03-28

A simple per-document model picker that cut my LLM bill by 40% without hurting quality.

llmopenaiclaudecostsaas