deepen

Enrich vault notes by researching gaps, verifying sources, and rewriting in vault voice.

11|1|Updated Mar 28, 2026
One-click install
npx skills add https://github.com/robinslange/learning-loop --skill deepen
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: deepen
Source: https://github.com/robinslange/learning-loop/tree/main/skills/deepen
Command: npx skills add https://github.com/robinslange/learning-loop --skill deepen

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Strengthens vault notes by automatically researching gaps, rewriting in vault voice, and verifying sources to raise quality and trust.

Core Features & Use Cases

  • Targeted deepening: strengthen a specific note or automatically pick the shallowest inbox note for deepening.
  • Research & verification: assess maturity, fill knowledge gaps, verify sources, and promote when ready.
  • Provenance tracking: emit session-level provenance events for observability.

Quick Start

Invoke the deepen command with a note name to target, e.g., /deepen "NOTE_FILENAME" to strengthen a specific vault note, or run /deepen with no argument to automatically pick the shallowest inbox note.

Frequently Asked Questions about deepen

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I automate research to enrich and deepen shallow vault notes?

Automate vault note deepening by targeting a specific file or automatically selecting the shallowest inbox note, then applying research, source verification, and rewriting to fill knowledge gaps and improve note quality.

What is provenance tracking for automated note research?

Provenance tracking for note research emits session-level and per-note events to provide observability for the deepening process. This records the automated actions taken during research, verification, and rewriting within your vault.

How do I verify sources when automatically filling gaps in my research notes?

Verify sources during note deepening by running the automated workflow, which assesses note maturity, researches missing information, and applies source verification before rewriting the content in your vault voice.

Can I target a specific note for deepening or does it only pick notes automatically?

You can target a specific note for deepening by providing its filename, or run the command with no argument to automatically select and enrich the shallowest inbox note in your vault.

What is the best way to promote inbox notes after research and verification?

Promote inbox notes by automating targeted research to assess maturity and verify sources, which raises note quality and trust before autonomously promoting the deepened notes within the plugin workflow.

Does automated note deepening rewrite content to match my existing vault voice?

Automated note deepening rewrites the enriched content to match your vault voice, ensuring the newly researched and verified information integrates seamlessly with your existing notes and formatting style.