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type Operation
title Query
description Navigate the bundle via its indexes and links, synthesize an answer with citations, and file valuable answers back as new concepts so explorations compound.
tags
operation
workflow
core
timestamp 2026-07-01

Query

Query answers a question against the bundle. Because the synthesis was front-loaded at ingest time, query is mostly navigation and assembly rather than rediscovery — the key contrast with RAG.

Flow

  1. Navigate via progressive disclosure: read the root index first, then the relevant section index, to locate candidate concepts. At larger scale, add a search tool such as qmd.
  2. Read relevant concepts, following cross-links to gather the pieces. Good answers often span several concepts across sections — this is where the bundle's maintained cross-references pay off.
  3. Synthesize a direct answer, citing the specific concepts used, and surface non-obvious connections.
  4. File valuable answers back. This is the compounding move: a comparison, a multi-source analysis, a discovered pattern, or a strategic insight should be written as a new concept — with frontmatter, cross-links, updated overview/index, and a log entry — rather than left to evaporate in chat history. A simple factual lookup does not need to become a page.

Answer forms

An answer can take whatever form fits the question — prose, a comparison table, a slide deck, a chart. The form is a delivery detail; what matters for compounding is whether the underlying synthesis gets filed back into the bundle.

Citations

  1. Karpathy — LLM Wiki gist
  2. personal work wiki