Fast verified answer to a question with vault context. Usage: /learning-loop:quick "question" or /learning-loop:quick (infers from context). One-shot: web research + vault awareness + auto-capture if novel.
Answer a question quickly with web research, vault awareness, and source verification. One shot, no interactive rounds. Auto-captures noteworthy answers to the vault.
/learning-loop:quick "how much have jaguar prices dropped recently?" — direct question/learning-loop:quick — infer question from conversation contextIf args provided: Use as the question.
If no args: Read recent conversation. Identify the question being discussed. If no clear question, ask the user with AskUserQuestion.
Launch both subagents simultaneously:
Vault Scout (discovery-vault-scout):
Search the vault for what the user already knows about this topic.
Topic: <question keywords>
Vault path: {{VAULT}}/
Angle: <the specific question being asked>
Return relevant notes with content, and identify gaps.
Researcher (discovery-researcher):
Answer this specific question with web research.
Topic: <the question>
Depth: shallow
Existing knowledge: (empty — vault results not available yet)
Focus on answering the question directly, not mapping the landscape.
Find 2-3 sources. Source-resolve any academic claims.
Return: direct answer, supporting evidence, sources with metadata, confidence level.
Merge vault-scout and researcher results into a direct answer.
Structure:
Tone: Conversational. Plain language. No hedging paragraphs — if uncertain, one line says so.
Evaluate silently in the main thread. Do not ask the user.
Novelty check: Compare researcher findings against vault-scout results. If the vault already covers >80% of the answer's substance, skip capture.
Substance check: Is the core insight a durable pattern, mechanism, or decision-relevant fact? If it's transient (today's weather, a live score, a price that will change next week), skip capture.
If both pass: Spawn a note-writer subagent (subagent_type: learning-loop:note-writer):
Write an inbox note for the Obsidian vault.
Insight: <the core durable insight from the answer>
Research: <researcher's findings with sources>
Related notes: <vault-scout's relevant note paths>
Source project: "conversation"
Date: <today YYYY-MM-DD>
Destination: 0-inbox/
Write the note directly to {{VAULT}}/0-inbox/<filename>.md using the Write tool.
Return the filename and title when done.
If either fails: No capture. Move to report.
One line:
Quick: "question" | Captured: "Note Title" → 0-inbox/filename.md
or
Quick: "question" | No capture (already known)
or
Quick: "question" | No capture (transient)
Then done. No follow-up suggestions. No source handoff. Back to what we were doing.
| Agent | Model | Role |
|---|---|---|
| discovery-vault-scout | Haiku | Keyword search + similar-note fan-out |
| discovery-researcher | Sonnet | 2-3 web searches + source verification |
| note-writer (conditional) | Sonnet | Atomic note in persona voice |
All agents exist. No new agents needed.