Linked exploration · exact shares · observed capture rates

Attention Lab

See when tracked technologies entered Hacker News’ attention, compare their shapes across time, then move into the forward-captured front page to inspect how individual stories climbed and accelerated.

Start here · verified briefing

Three findings worth your attention

Read the finding first, inspect its exact evidence and scope, then follow the supporting view.

Evidence through 2026-07-13 · deterministic factsHow every number is checked
  1. 01
    Start with the clearest shift. · Lead finding

    AI / LLM-family terms rose from 0.1% of retained story titles in 2007 to 16.6% in partial 2026.

    Evidence
    • AI / LLM-family share of titles, 2007: 0.1 %
    • AI / LLM-family share of titles, 2026: 16.6 %
    Scope
    Annual share of retained Hacker News story titles; title matches are not article-content classifications.
    Read as
    The 2026 value is partial, and the series measures attention rather than quality, adoption, or causation.

    Next question: Inspect the AI title-share arc

    Show evidence
  2. 02
    Set it against a countertrend. · Contrast

    Startup-family language fell from 7.2% of retained story titles in 2007 to 0.5% in partial 2026.

    Evidence
    • Startup-family title share, 2007: 7.2 %
    • Startup-family title share, 2026: 0.5 %
    Scope
    Annual title share for the dashboard's fixed startup-family query.
    Read as
    A declining title share does not establish a decline in startup formation or community interest outside HN.

    Next question: Compare the startup and AI arcs

    Show evidence
  3. 03
    Add historical context. · Context

    GitHub links grew from 0.49% of score≥50 links in 2008 to 8.26% in 2016.

    Evidence
    • GitHub share of score≥50 links, 2008: 0.49 %
    • GitHub share of score≥50 links, 2016: 8.26 %
    Scope
    Share of retained URL stories scoring at least 50 points, limited to github.com and github.io.
    Read as
    This is a selected high-score link population, not all submissions or all open-source activity.

    Next question: Inspect the source landscape

    Show evidence

Editorial contract: a local editor may reorder verified candidates, but it cannot author or alter their facts. Invalid guide data leaves this checked HTML visible.

Evidence before interpretation

Coverage & blind spots

Loading scope boundaries…

Each analytical surface has a different denominator and clock. This ledger keeps the mature historical census, partial live year, forward capture, and directional samples visibly separate.

What this dashboard cannot observe

    Central canvas

    Topic × time

    Annual share of HN story titles

    Every cell is an exact annual title share. Start with within-topic intensity to reveal timing; switch to absolute share to compare magnitude. Select a cell to link that topic to the comparison and captured-story views below.

    LowerHigherWithin each topic, relative to its own peak
    Exact annual topic shares are available in the table below.

    Keyboard: focus the map, use arrow keys to move cell by cell, then Enter to select. On touch, tap a cell.

    Loading the attention map…

    Exact annual values table

    Experimental discovery queue

    Beyond the tracked vocabulary

    Loading embedded-title coverage…

    Curated topics provide stable long-term measures. This separate open-vocabulary view groups embedded titles by meaning to surface candidate themes the fixed tracker may miss; candidates remain provisional until their labels and coherence are reviewed.

    Linked view

    Compare attention paths

    Indexed to each topic’s own peak

    Select up to three topics from the heatmap. The comparison follows the same scale mode, so “within-topic” compares shape while “absolute share” compares actual title share.

    Exact comparison table

    Aggregate behavior · privacy-safe

    Community dynamics

    Loading retained-corpus cohorts…

    Understand participation without profiling individuals. These views publish cohort totals only—never handles, individual rankings, inferred identities, or comment text.

    Story-level outcomes · retained counters

    How discussion differs by HN surface

    Average comments, discussion per 100 points, silent-story share, and 50+ comment thread share.

    Story-submission cohorts

    How story outcomes vary with retained submission activity.

    Submission modes

    Submitters with at least five retained stories, grouped when one post format represents 60% or more of their submissions.

    Return the following year

    Share of each qualifying first-seen cohort observed submitting another retained story in the immediately following calendar year.

    Conversation depth

    Retained comments by depth and the share that received a reply.

    Loading collection boundaries…

    Source landscape

    Domain intelligence

    Registrable domains · retained stories

    Compare frequently submitted source domains using the last five complete years by default, including the median annual share to normalize differently sized years. All-time engagement remains labeled context. Selecting a domain links it to Story Lifecycle.

    Domain rows are descriptive retained-corpus aggregates. Year bars use share of that year’s retained stories so differently sized collection eras remain comparable. They do not measure publisher quality, audience size, or causal influence.

    Score-prioritized linked-page corpus · aggregate framing cues

    Source framing in the acquired corpus

    Loading linked-page evidence…

    See which linked pages could be read and summarized, then compare the vocabulary in HN titles with the corresponding local article summaries. Lexical distance can reveal reframing worth investigating; it cannot determine truthfulness, intent, or whether the publisher’s original headline changed.

    Direct publisher-title comparison

    How the submitted title changes

    Accruing evidence

    Publisher-title capture is accruing.

    0% of publication threshold

    Token overlap

    Observed transformations

    Coverage by submission year

    A coverage audit—not a trend line. Only UTC years with at least 50 usable pairs appear.

    Acquisition coverage

    Share of attempted pages in this score-prioritized acquisition corpus; every attempt receives an explicit terminal status.

    Title-to-summary alignment

    Share of meaningful HN-title terms also present in the local summary, among summarized links in the selected corpus.

    Framing cues and engagement

    Score-selected summarized stories only. Outcomes are descriptive within this corpus—not effects or estimates for all submissions.

    Frequently summarized domains

    Selected-corpus coverage and median lexical alignment for domains with at least 250 summaries.

    Census structure + directional semantic sample

    Conversation structure and sampled themes

    Loading comment coverage…

    Separate the shape of retained discussion trees from the themes in a fixed monthly comment sample. Structural census measures support long-term comparisons; semantic theme shares are directional and never represent all comments.

    Thread structure by year

    Share at depth 1 versus depth 4+, plus the share of comments receiving a reply.

    Semantic themes in the fixed sample

    Select a reviewed display label to inspect its within-sample share over time.

    Aggregate language signals · separate corpora

    What HN’s hiring market asks for

    Loading career evidence…

    Explore explicit skill, work-mode, compensation, visa, and seniority language in official HN Jobs and top-level monthly “Who is hiring?” entries. The views remain separate because their publishing processes and coverage differ.

    Skills mentioned, 2021–2025

    One record can mention multiple skills; shares do not sum to 100%.

    Work and opportunity signals

    Signal history

    Explicit geography

    Reviewed place names mentioned in the retained record; one record can mention multiple places.

    Annual compensation bands

    Dollar-denominated annual amounts near explicit salary/pay language; denominator is records with a qualifying amount.

    Open exact yearly signal table
    Exact skill and geography definitions

    Ask HN · Show HN · Jobs

    Surface comparison

    Loading maturity gates…

    Compare complete-year final outcomes now, while the forward trajectory layer accrues. Live rank and dwell comparisons remain visibly gated until the capture reaches meaningful 7-, 30-, and 90-day windows.

    Forward capture only

    Story lifecycle

    No historical rank paths are inferred

    Rank captured stories by their typical positive score, comment, or rank-climb interval, then compare up to three trajectories. Single-interval peaks remain secondary context. Each percentile describes this capture set and is not a claim about all Hacker News submissions.

    Compare lifecycle distributions by post type and observed pattern
    How lifecycle patterns are assigned

    Loading pattern definitions…

      Metric
      Percentile
      More filters

      Page 1

      Linked comparison · up to three

      Compare captured stories

      Select stories from the table or detail drawer.

      Loading coverage and method…

      Captured story detail

      Story trajectory

      Loading…