RAG Apps: Your Vector DB Bill Is Mostly Déjà Vu
A team running a customer support RAG bot over two million internal documents noticed their Pinecone invoice climbed every month. They assumed conti…
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Building a Vector Similarity Detector: How One SQL Query Over 2.9M Charity Pairs Reveals the Gap Between Meaning and Spelling
Originally published on tamiz.pro . You feed two names into a matching engine and get a similarity score. Easy enough. But what happens when two str…
Я ломал свою платформу мониторинга. Первым сломалось не то, что я тестировал
Я в одиночку делаю и эксплуатирую платформу мониторинга: метрики, логи и трейсы для чужой инфраструктуры, мультитенантно, на VictoriaMetrics cluster…
Adding Semantic Search to an Existing DynamoDB Table with Vector Indexes
Whenever someone asks me to add search to an application, I try to find ways around it. The implementation itself isn't the problem, it's everything…
We Cut Log Costs by 35% Using Vector 0.30 and Loki 3.0: Lessons from a 3-Month Tuning
In Q3 2024, our 12-person platform team slashed log ingestion spend by 35% in 90 days, moving from a brittle Elasticsearch-based pipeline to a tuned…
Vector Search Benchmark: FAISS 1.9 vs. Chroma 0.6 vs. Pinecone 1.6 for 100M Embedding Datasets
At 100 million 768-dimensional embeddings, the gap between top-tier vector search tools isn't just measurable—it's existential. In our 6-month bench…