Recall

Stage 1: BUILD THE QUEUE

1a. Retrieval Practice Cards (default 3–5)

Candidate selection using MCP:

search_notes(query="processing_status: processed OR processing_status: evergreen", limit=50)
search_notes(query="type: term OR type: note", limit=50)

Or fall back to Grep:

Grep(pattern="processing_status: (processed|evergreen)", path="notes/", glob="*.md")
Grep(pattern="^type: (term|note)$", path="notes/", glob="*.md")

Filter and rank candidates:

1. Prefer notes with updated_date older than 14 days — compute from today (2026-03-20)
2. Prefer notes with the [ ](#anki-card) anchor (marked for spaced repetition)
3. Prefer notes with processing_status: processed over evergreen (evergreen notes are maintained; processed ones need re-testing)
4. Enforce domain interleaving: collect the topic folder for each candidate (notes/ml/, notes/psychology/, notes/startup/, etc.) and ensure the final selection spans at least 3 different folders
5. If fewer than 3 domains are available, accept 2 minimum

Read the frontmatter to confirm updated_date and type:

get_frontmatter(path="notes/PATH/filename.md")

1b. Inbox Triage Items (1–2)

Find the oldest unprocessed source notes:

search_notes(query="processing_status: inbox", limit=20)

Or:

Grep(pattern="processing_status: inbox", path="notes/", glob="*.md")

Filter to types: paper, post, book, lecture, course. Sort by created_date ascending — oldest first. Pick 1–2.

1c. Surprise Connection (1)

Goal: find two notes from DIFFERENT domain folders that share a concept keyword but have NO wikilink between them.

Algorithm:

1. Pick a retrieval card already in the queue (it has topic keywords in its body)
2. Extract 2–3 key concept words from that note's title or content
3. Search a DIFFERENT domain folder for notes containing those keywords:

   Grep(pattern="KEYWORD", path="notes/OTHER_DOMAIN/", glob="*.md")
   

4. Check that the two notes do NOT link to each other:

   Grep(pattern="\\[\\[.*TITLE.*\\]\\]", path="notes/SOURCE_NOTE.md")
   

5. If no match, try a second keyword or a second candidate note
6. Present both notes with the shared concept as the "bridge"

Non-obvious pairings to prioritize (cross-domain > within-domain):

• ml/ ↔ psychology/ (learning algorithms ↔ cognitive science)
• startup/ ↔ design/ (product strategy ↔ UX)
• finance/ ↔ ml/ (optimization ↔ market dynamics)
• psychology/ ↔ startup/ (behavioral economics ↔ business)
• computer science/ ↔ logic/ (formal systems ↔ reasoning)

Stage 2: PRESENT QUEUE OVERVIEW

Before starting, show the session plan:

Review session — [N] cards queued

Retrieval practice ([count]):
  1. [Note title] — [domain]
  2. [Note title] — [domain]
  ...

Inbox triage ([count]):
  • [Note title] ([type], [age] days old)
  ...

Surprise connection: [teaser — e.g., "a bridge between ML and psychology"]

Ready? I'll show you one card at a time. Type anything to start, or "skip [N]"
to skip a card.

Stage 3: RUN THE SESSION

For each retrieval practice card:

Turn 1 — Prompt recall:

─────────────────────────────────────
Card [N/total] · [domain folder]

[[ (Type) Note Title ]]

What do you remember about this concept?
(Type your answer, or "skip" to reveal)
─────────────────────────────────────

Wait for user response.

Turn 2 — Reveal: Read the full note content:

read_note(path="notes/PATH/filename.md")

Or: Read(file_path="/absolute/path/to/note.md")

Show the note content (truncate at 400 words if very long — show key sections).

Then ask:

How did you do? Is this note still accurate?
[u] Update note  [n] Next card  [e] Evergreen (promote status)

If user wants to update: help them edit inline, then update updated_date in frontmatter using update_frontmatter.

If user types "e" or "evergreen": update processing_status to evergreen.

For each inbox triage item:

─────────────────────────────────────
Inbox triage · [type] · [age] days old

[[ (Type) Note Title ]]

Read the note, show the first 5–7 bullets (or Abstract section for papers).

Then ask:

Worth processing deeply, or archive?
[p] Process (I'll run /process next)  [a] Archive  [s] Skip for now

• p → note it as a recommendation; optionally update processing_status: processing
• a → update processing_status: archived
• s → leave unchanged

For the surprise connection:

─────────────────────────────────────
Surprise connection

These two notes share the concept "[KEYWORD]" but don't link to each other:

[[ (Type) Note A ]] (domain: X)
[[ (Type) Note B ]] (domain: Y)

[Brief excerpt from each showing the shared concept]

Do you see a meaningful connection? What would the link say?
─────────────────────────────────────

Wait for user response. If they see a connection:

• Help them decide which note gets the wikilink (or both)
• Offer to add the link: [[ (Type) Note B ]] into Note A's Related links section
• Update updated_date on both notes

Stage 4: SESSION SUMMARY

─────────────────────────────────────
Session complete

Reviewed: [N] cards
Updated: [N] notes
Promoted to evergreen: [list]
Archived: [list]
Queued for /process: [list]
New connections made: [count]

Oldest unreviewed term: [title] ([N] days)
─────────────────────────────────────

Optionally suggest: "Run /process on [oldest inbox item] next."

$ARGUMENTS