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Search indexing and queries

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Embed Query for Vector Search — Metadata Filter and Fresh Tenant Boundaries

Embed Query for Vector Search — Metadata Filter and Fresh Tenant Boundaries

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7 min read
Implementing Retrieval Architecture for Menu Assistant: Freshness Windows (and Audit)

Implementing Retrieval Architecture for Menu Assistant: Freshness Windows (and Audit)

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5 min read
Cutting Vector Index Costs in a Developer Changelog Tracker (and When Web Search Wins)

Cutting Vector Index Costs in a Developer Changelog Tracker (and When Web Search Wins)

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5 min read
Auditable Compliance Policy Lookup in 2026 — Versioned Citations at Retrieval Time

Auditable Compliance Policy Lookup in 2026 — Versioned Citations at Retrieval Time

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7 min read
Stop Improving CTR Blindly: Build a Query-Level Opportunity System

Stop Improving CTR Blindly: Build a Query-Level Opportunity System

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14 min read
Support Knowledge Freshness: What Scrape Plus Embed Operations Look Like

Support Knowledge Freshness: What Scrape Plus Embed Operations Look Like

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8 min read
I built the smallest version of local semantic search for macOS

I built the smallest version of local semantic search for macOS

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12 min read
How to Build Retrieval Architecture for a Multi-Tenant SaaS Help Center (with Pagination)

How to Build Retrieval Architecture for a Multi-Tenant SaaS Help Center (with Pagination)

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5 min read
E-commerce Product Search: 5 Query Bounds for Grounded Semantic Retrieval

E-commerce Product Search: 5 Query Bounds for Grounded Semantic Retrieval

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6 min read
pit.world: private search, and a doorway to the Moshpit network

pit.world: private search, and a doorway to the Moshpit network

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2 min read
Building Grounded Retrieval for News Change Alerts (with Durable Citations)

Building Grounded Retrieval for News Change Alerts (with Durable Citations)

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6 min read
Relevance Tuning for Privacy-Focused Knowledge Retrieval at Index Scale

Relevance Tuning for Privacy-Focused Knowledge Retrieval at Index Scale

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5 min read
When Fancy Names Collapse to One Search Key: Testing NFKC Collisions

When Fancy Names Collapse to One Search Key: Testing NFKC Collisions

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4 min read
Wrong-Page RAG Citations — 3 Ingestion Checks for Stable Chunk Offsets

Wrong-Page RAG Citations — 3 Ingestion Checks for Stable Chunk Offsets

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6 min read
AI Search on Rocket Thrusters: Fast Search, Deeper Research

AI Search on Rocket Thrusters: Fast Search, Deeper Research

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11 min read
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