Retrieve Notes With Intent

Lesson outcome

You will understand how to ask for the right note, not just how to search for words that happen to appear inside it.

Why this matters in an agency

Agency decisions degrade when the right context stays buried in the vault. Retrieval closes that gap. Instead of manually hunting through folders or remembering exact titles, you can ask for the problem in the language you are solving. That is especially useful when the answer lives across several notes.

Inputs, tools, and prerequisites

You need a working vault, a retrieval surface such as qmd, and a few real questions from the business. Use current problems, not demo prompts. Example questions: "What are our current buyer objections?" "Where is the client reporting SOP?" or "What notes explain why we renamed Agency Financials to Agency Commander?"

Step-by-step walkthrough

Start with exact-match or lexical retrieval when you know the likely title, phrase, or named entity. This is the fastest route for finding a note such as "DAGA - Buyer Persona" or "Client Onboarding SOP." Use semantic retrieval when you know the concept but not the exact wording. That is useful for questions like "how do we keep recurring mistakes from repeating" where the answer may live in a lessons note, a workflow note, or a memory note.

When the topic is nuanced, use a hypothetical-answer style query. Instead of searching only for terms, describe the answer you expect to find. For example, "A note describing how to use the vault as durable memory for Claude, including retrieval hygiene and linked notes." This often surfaces notes whose wording differs from your question but whose meaning matches.

Review the top results with discipline. Retrieval is not magic. Look at the note titles, skim the first lines, and decide whether the returned note is canonical or merely adjacent. If the correct note is missing, diagnose why. Often the note title is weak, the body lacks specific language, or the concept is split across too many fragments. Improve the note rather than blaming the tool.

Once you find a useful note, use it as a starting node. Good note navigation moves from a canonical note outward through links, not randomly through folders. That is why note hygiene matters: clear titles, clear opening paragraphs, and sensible linking make retrieval results much more useful.

Failure modes and verification checks

The main failure modes are bad note titles, retrieval queries that are too vague, and treating every result as equally authoritative. Verification means you can answer a real business question quickly and identify the note that should be updated when the answer changes. If retrieval finds text but not the canonical note, the system still needs work.

Implementation checklist

• Test lexical retrieval on known note titles.
• Test semantic retrieval on conceptual questions.
• Test hypothetical-answer retrieval on a nuanced question.
• Improve weak titles and opening paragraphs.
• Add links from canonical notes to adjacent supporting notes.

Immediate next action

Run three real retrieval queries against your vault right now and fix the first weak note they expose.