Nblm Flashcards

NotebookLM Enterprise Flashcard Generator + Drill

Trit: +1 (PLUS — knowledge extraction and spaced repetition from notebook sources)

What This Does

Extracts knowledge from the entire plurigrid/bmorphism ecosystem (1,244 repos across 5 NBLM notebooks) into drillable flashcards.

GitHub repos (1,244 total)
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    v
DeepWiki URLs → NBLM Enterprise (5 notebooks × 300 sources)
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Discovery Engine API → fetch source titles
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Gemini 2.5 Flash (Vertex AI) → batched generation
    |  5 sources/batch, 10 cards/source, token auto-refresh
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flashcards.json + quiz.json (per notebook)
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    v
bb n/nblm_merge.bb → all-flashcards.json (deduped)
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    v
Emacs drill (M-x nblm-drill-all)

Interaction with notebooklm-enterprise skill

This skill is the consumer of notebooks managed by notebooklm-enterprise:

GF(3) Triad

notebooklm-enterprise (0) + nblm-flashcards (+1) + [verifier] (-1) = 0

The verifier role is filled by the Emacs drill itself — missed cards feed back as verification signal.

Notebooks (as of 2026-03-25)

Pipeline

All scripts live in ~/worlds/n/:

# Generate flashcards from a single notebook
hy n/nblm_flashcards.hy --notebook-id <UUID> --per-source 10 --batch-size 5

# Backfill: create notebooks for uncovered repos
bb n/nblm_backfill.bb              # create + add sources
bb n/nblm_backfill.bb --status     # check ingestion
bb n/nblm_backfill.bb --generate   # generate flashcards per notebook

# Merge all decks
bb n/nblm_merge.bb

# Drill in Emacs
emacs -nw --load ~/worlds/n/nblm-drill.el
# M-x nblm-drill-all    (full merged deck)
# M-x nblm-drill-repo   (filter by org/repo)

Key Parameters

Architecture

• Token auto-refreshes every 30 min (gcloud tokens expire at 1hr)
• Truncated JSON repaired by finding last complete } and closing array
• Discovery Engine v1alpha for notebook source listing
• Gemini via Vertex AI REST (generateContent), region us-central1
• maxOutputTokens: 65536, temperature: 0.7
• GCP project: merovingians (302712368086)

Ecosystem Coverage

Related Skills

• notebooklm-enterprise — NBLM API (notebook CRUD, source management)
• deepwiki-mcp — DeepWiki documentation for source URLs
• babashka — Pipeline orchestration (backfill, merge)
• gh-cli — Repo discovery for gap analysis
• gh-interactome — Author/repo network for cross-repo flashcards