search.elixpo/CITATION.cff at main · pollinations/search.elixpo · GitHub

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cff-version: 2.2.0
type: software
title: "A Three-Layer Caching Architecture for Low-Latency LLM Web Search on Commodity CPU Hardware"
abstract: "A production-grade, horizontally-scalable search and Retrieval-Augmented Generation (RAG) system featuring multi-layer caching, Playwright-based search agents, and Huffman-compressed session archival on commodity CPU hardware."

authors:
  - family-names: "Bhattacharya"
    given-names: "Ayushman"
    email: "ayushman@myceli.ai"
    affiliation: "Pollinations.ai"

contact:
  - family-names: "Bhattacharya"
    given-names: "Ayushman"
    email: "ayushman@myceli.ai"

date-released: 2026-02-25
identifiers:
  - type: "url"
    value: "https://github.com/pollinations/lixsearch"

keywords:
  - "search"
  - "RAG"
  - "retrieval-augmented-generation"
  - "caching"
  - "LLM"
  - "web-search"
  - "Redis"
  - "Huffman-coding"
  - "session-management"
  - "embeddings"
  - "CPU-inference"
  - "python"

license: "MIT"
license-url: "https://opensource.org/licenses/MIT"

repository-code: "https://github.com/pollinations/lixsearch"
url: "https://search.elixpo.com"

version: "1.0.0"

preferred-citation:
  type: "article"
  title: "A Three-Layer Caching Architecture for Low-Latency LLM Web Search on Commodity CPU Hardware"
  authors:
    - family-names: "Bhattacharya"
      given-names: "Ayushman"
      email: "ayushman@myceli.ai"
      affiliation: "Pollinations.ai"
  year: 2026
  url: "https://github.com/pollinations/lixsearch/blob/main/docs/paper/lix_cache_paper.pdf"
  license: "CC-BY-NC-ND-4.0"
  abstract: "We present a three-layer caching architecture for scaling LLM-powered web search on commodity CPU hardware. Deployed on a single 8-vCPU server, the system achieves an 89.3% cache hit rate with 0.1ms Redis read latency, reducing per-query cost by 1,000x compared to commercial search APIs."

references:
  - type: "software"
    title: "Chroma: AI-native open-source vector database"
    authors:
      - family-names: "Chroma"
        given-names: "Team"
    url: "https://github.com/chroma-core/chroma"
    license: "Apache-2.0"

  - type: "software"
    title: "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks"
    authors:
      - family-names: "Reimers"
        given-names: "Nils"
      - family-names: "Gurevych"
        given-names: "Iryna"
    repository-code: "https://github.com/UKPLab/sentence-transformers"

  - type: "software"
    title: "Quart: Async Python web microframework"
    authors:
      - family-names: "Quart"
        given-names: "Contributors"
    repository-code: "https://github.com/pallets/quart"
    license: "MIT"

  - type: "software"
    title: "Playwright: Browser automation library"
    authors:
      - family-names: "Microsoft"
        given-names: "Playwright Team"
    repository-code: "https://github.com/microsoft/playwright"
    license: "Apache-2.0"