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  <title>Fuzzy Search Lab</title>
  <description>Practical guides and tools for building fast, accurate fuzzy search and approximate matching with code samples, benchmarks, and integrations.</description>
  <link>https://fuzzypoint.co.uk</link>
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  <lastBuildDate>Thu, 16 Apr 2026 23:39:54 GMT</lastBuildDate>
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    <title>Designing Fuzzy Search for Named Entities in AI-Generated Org Charts and Staff Directories</title>
    <link>https://fuzzypoint.co.uk/designing-fuzzy-search-for-named-entities-in-ai-generated-or/</link>
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    <description>A deep-dive blueprint for accurate people search with aliases, fuzzy matching, and semantic disambiguation in AI-powered directories.</description>
    <pubDate>Thu, 16 Apr 2026 00:00:00 GMT</pubDate>
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    <title>How to Build an Internal AI Persona Search Layer for Executives, Leaders, and Experts</title>
    <link>https://fuzzypoint.co.uk/how-to-build-an-internal-ai-persona-search-layer-for-executi/</link>
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    <description>Build a safe AI persona search layer that resolves identity, matches tone, and prevents authority confusion in enterprise workflows.</description>
    <pubDate>Thu, 16 Apr 2026 00:00:00 GMT</pubDate>
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    <title>How to Build a Multi-Tenant AI Search Layer for Enterprise vs Consumer Workloads</title>
    <link>https://fuzzypoint.co.uk/how-to-build-a-multi-tenant-ai-search-layer-for-enterprise-v/</link>
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    <description>Design separate search, ranking, and latency budgets for enterprise coding agents and consumer chatbots in one multi-tenant AI layer.</description>
    <pubDate>Thu, 16 Apr 2026 00:00:00 GMT</pubDate>
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    <title>Benchmarking Search at AI Infrastructure Scale: Latency, Cost, and Recall Under Load</title>
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    <description>A platform-team guide to benchmarking search with P95 latency, throughput, recall, and index cost under real load.</description>
    <pubDate>Wed, 15 Apr 2026 00:00:00 GMT</pubDate>
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    <title>Semantic Search for AR and Wearables: Querying the World Through Glasses</title>
    <link>https://fuzzypoint.co.uk/semantic-search-for-ar-and-wearables-querying-the-world-thro/</link>
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    <description>A deep dive into semantic search for AR glasses, wearables, edge inference, and contextual retrieval—built for real XR products.</description>
    <pubDate>Wed, 15 Apr 2026 00:00:00 GMT</pubDate>
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    <title>Accessibility-First Search: Designing Fuzzy Matching That Works with Screen Readers</title>
    <link>https://fuzzypoint.co.uk/accessibility-first-search-designing-fuzzy-matching-that-wor/</link>
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    <description>Learn how to build accessible fuzzy search, autocomplete, and spell correction that work smoothly with screen readers and keyboard users.</description>
    <pubDate>Wed, 15 Apr 2026 00:00:00 GMT</pubDate>
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    <title>Open Source Patterns for AI-Powered Moderation Search: Triage, Deduping, and Prioritization</title>
    <link>https://fuzzypoint.co.uk/open-source-patterns-for-ai-powered-moderation-search-triage/</link>
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    <description>A practical guide to open source moderation queues for deduping, clustering related reports, and prioritizing urgent incidents.</description>
    <pubDate>Tue, 14 Apr 2026 00:00:00 GMT</pubDate>
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    <title>How AI Regulation Affects Search Product Teams: Compliance Patterns for Logging, Moderation, and Auditability</title>
    <link>https://fuzzypoint.co.uk/how-ai-regulation-affects-search-product-teams-compliance-pa/</link>
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    <description>A practical guide to AI regulation for search teams: logs, moderation, policy controls, and auditability without a stack rewrite.</description>
    <pubDate>Tue, 14 Apr 2026 00:00:00 GMT</pubDate>
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    <title>AI-Powered UI Search: How to Generate Search Interfaces from Product Requirements</title>
    <link>https://fuzzypoint.co.uk/ai-powered-ui-search-how-to-generate-search-interfaces-from-/</link>
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    <description>Learn how to turn product requirements into AI-generated search UIs with autocomplete, facets, and results layouts.</description>
    <pubDate>Tue, 14 Apr 2026 00:00:00 GMT</pubDate>
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  <item>
    <title>Open-Source Spell Correction Pipelines: What to Use for Typos, Names, and Domain Terms</title>
    <link>https://fuzzypoint.co.uk/open-source-spell-correction-pipelines-what-to-use-for-typos/</link>
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    <description>Build open-source spell correction pipelines for typos, names, and domain terms with practical library choices and patterns.</description>
    <pubDate>Mon, 13 Apr 2026 00:00:00 GMT</pubDate>
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    <title>Prompting for Seasonal Search Campaigns: From CRM Data to High-Intent Keywords</title>
    <link>https://fuzzypoint.co.uk/prompting-for-seasonal-search-campaigns-from-crm-data-to-hig/</link>
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    <description>Build a repeatable prompt system for seasonal campaigns—from CRM data to taxonomy, landing pages, and high-intent keywords.</description>
    <pubDate>Mon, 13 Apr 2026 00:00:00 GMT</pubDate>
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    <title>Building a Semantic Search Layer for AI Expert Directories and Digital Twins</title>
    <link>https://fuzzypoint.co.uk/building-a-semantic-search-layer-for-ai-expert-directories-a/</link>
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    <description>Build a hybrid semantic search layer for AI expert directories with vector embeddings, lexical fallback, and intent-aware ranking.</description>
    <pubDate>Mon, 13 Apr 2026 00:00:00 GMT</pubDate>
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    <title>Why AI Search Systems Need Cost Governance: Lessons from the AI Tax Debate</title>
    <link>https://fuzzypoint.co.uk/why-ai-search-systems-need-cost-governance-lessons-from-the-/</link>
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    <description>A deep guide to AI cost governance for search teams: embeddings, reranking, inference, and budget control in production.</description>
    <pubDate>Sun, 12 Apr 2026 00:00:00 GMT</pubDate>
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    <title>Choosing Between Lexical, Fuzzy, and Vector Search for Customer-Facing AI Products</title>
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    <description>A practical guide to lexical, fuzzy, and vector search for AI products, with ranking advice, tradeoffs, and a hybrid strategy.</description>
    <pubDate>Sun, 12 Apr 2026 00:00:00 GMT</pubDate>
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  <item>
    <title>How to Build a Hybrid Search Stack for Enterprise Knowledge Bases</title>
    <link>https://fuzzypoint.co.uk/how-to-build-a-hybrid-search-stack-for-enterprise-knowledge-/</link>
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    <description>Build a production hybrid search stack that blends keyword, fuzzy, and semantic retrieval for better enterprise relevance.</description>
    <pubDate>Sat, 11 Apr 2026 00:00:00 GMT</pubDate>
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    <title>On-Device Search for AI Glasses: Latency, Battery, and Offline Indexing Tradeoffs</title>
    <link>https://fuzzypoint.co.uk/on-device-search-for-ai-glasses-latency-battery-and-offline-/</link>
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    <description>A technical guide to on-device search for AI glasses, covering latency, offline indexing, compact embeddings, and battery-aware routing.</description>
    <pubDate>Sat, 11 Apr 2026 00:00:00 GMT</pubDate>
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    <title>Designing Fuzzy Search for AI-Powered Moderation Pipelines</title>
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    <description>Build fuzzy search and near-duplicate pipelines to triage moderation reports, reduce duplicate noise, and speed human review without sacrificing recall.</description>
    <pubDate>Sat, 11 Apr 2026 00:00:00 GMT</pubDate>
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    <title>How to Build a Secure Semantic Search System for Cybersecurity Knowledge Bases</title>
    <link>https://fuzzypoint.co.uk/how-to-build-a-secure-semantic-search-system-for-cybersecuri/</link>
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    <description>Build a secure, role-aware semantic search system for incident docs, threat intel, and playbooks with audit logging and access control.</description>
    <pubDate>Fri, 10 Apr 2026 00:00:00 GMT</pubDate>
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  <item>
    <title>Fuzzy Search for Brand Transition and Alias Handling in Product UIs</title>
    <link>https://fuzzypoint.co.uk/fuzzy-search-for-brand-transition-and-alias-handling-in-prod/</link>
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    <description>Learn how to preserve legacy names, aliases, and renamed features in search without confusing users or breaking product discovery.</description>
    <pubDate>Fri, 10 Apr 2026 00:00:00 GMT</pubDate>
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