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From Click Logs to Search Ranking: Building an Offline Popularity Trainer with P

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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
11 Apr
Semantic Search Is an Architecture Problem

<p>Most semantic search systems don’t fail because of embeddings. They fail because of how the system is designed around them.</p> <p>When I started building a semantic search API

REPORT · WHEN · Dev.toOPEN STORY
31 Mar
Building a Production-Grade Vector Database in Rust: What We Shipped

<p><em>A deep-dive into the latest FerresDB updates — from HNSW auto-tuning and PolarQuant compression to Point-in-Time Recovery, cross-encoder reranking, and a distributed Raft

REPORT · WHAT · Dev.toOPEN STORY
2 Oct
Search Relevance & ML Ranking: Getting Search Right

<h1> Search Relevance &amp; ML Ranking: Getting Search Right </h1> <p>You built semantic search. But results still feel wrong.</p> <p>Users search "waterproof hiking boots" and

REPORT · HOW · Dev.toOPEN STORY
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