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Keeping Retrieval Indexes Honest: Delete Semantics Explained (for E-commerce Doc

BACKGROUND
1 SIGNALFIRST DETECTED 21 October 2026
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10 May
We tried vectors, ASTs, and brute-force context stuffing for code retrieval. Graphs with LLM-generated semantics worked best. Here's what we learned.

<!-- SC_OFF --><div class="md"><p>We spent the last year building a code indexing system and tried pretty much every retrieval approach along the way. Sharing what actually worked

OPINION · WHAT · LocalLLaMAOPEN STORY
1 Sept
Catalog Isolation: Background Removal and Manual Crop Trade-offs Explained

<p>Short answer: use automated background removal for volume, then reserve manual crops for images where a wrong edge costs more than the bandwidth and review time. The useful

REPORT · WHERE · Dev.toOPEN STORY
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