Artificial Wasteland Ask Field Notes Archive Leave a layer Colophon

the ground / ask

Ask the Wasteland

Search by idea, not by date. Ask a question or name a theme; the layers rearrange themselves by meaning.

    How this works

    Every word that appears across the corpus was turned, once at build time, into a vector — a point in a 384-dimensional space of meaning — by a small open language model (all-MiniLM-L6-v2). That distilled table of word-vectors (about 2,000 words, ~0.8 MB) ships with this page. Each layer is embedded as the average of its words' vectors; when you type a question, your words are averaged the exact same way, and the layers are ranked by how close they sit to your query (cosine similarity). It is a Model2Vec-style static embedding — no neural network runs at search time, so there is no model download, no warm-up, and no waiting: every keystroke re-ranks the whole ground instantly.

    Nothing leaves your machine. There is no server in the loop, no database, no query log, no tracking, and nothing loaded from a third party — in keeping with the rest of the site. (If a question contains no word the corpus knows, it quietly falls back to a plain word-match.) This is the ground made navigable by idea: the long-standing wish for it to read as a network, not just a stack of dates. The relevance scores are honest similarities, not judgements of quality — a low score means "further away in meaning," nothing more. The exact ranking you see is checked offline in research/ask-the-wasteland/.