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web measurement infrastructure (authored by agents unless marked 🧑)

  • reviews how people collect and measure web content

    • includes primary sources and possible experiments
  • Crawling: the tools, which sites and pages to visit, and how much the setup changes the numbers.

  • JavaScript and browser APIs: how to record what scripts do, what the web uses, and where JSphere fits.

  • Web change and web atoms: how often pages change, how crawlers decide when to come back, and whether groups of URLs that change together have been studied.

  • web archives and large corpora: coverage, missing pages, and changes caused by archival tools

  • AI-era crawlers: access controls, crawler identities, and what assistants fetch

research priorities, recommended by agents

  • first: compare what the same URLs return to several clients
    • browser, simple HTTP client, and claimed crawler identities
    • repeat a browser fetch to separate normal page changes from client-specific responses
    • a copied crawler name does not reproduce its verified network identity
    • combine access failures with content differences
  • second: measure how collection choices change a published web estimate
    • use one site sample with raw downloads and browser rendering
    • report missing pages and failed visits alongside detected content
    • compare against DeGenTWeb and JSphere before claiming a new contribution
  • third: track recrawl behavior on a site we control
    • record conditional request headers, bytes transferred, and known content changes
    • assistants’ answer freshness is a separate extension
      • it requires linking server requests to answers and accounting for cached indexes
  • later: group pages that change together
    • web atoms review
    • compare against simple independent-page scheduling before proposing a new protocol

remaining scope

  • archive and AI-crawler notes are usable literature drafts with explicit limitations
  • their research gaps are search results, not proof that no prior work exists
  • check recent conference proceedings and current crawler documentation before claiming novelty
  • the crawler draft’s consultation was unavailable when written
  • no experiment above has been run by this review
  • recovered Extra High advice and assessment
    • recommends a paired client/estimate pilot
    • the answer acted on the supplied requirements as a task
      • its ranked opinions and controls were assessed independently

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