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LLM Wiki compounds knowledge — RAG rediscovers it every time

RAG vs LLM Wiki pattern comparison

Dimension

RAG (Traditional)

LLM Wiki (This Pattern)

How it works

Retrieve raw chunks at query time, generate answer

LLM maintains a persistent, interlinked wiki that grows over time

Knowledge accumulation

✗ None — starts fresh every query

✓ Compounds with every source added

Cross-references

✗ Re-derived on demand

✓ Already built and maintained

Contradictions

✗ May be missed or repeated

✓ Flagged and resolved during ingest

Multi-doc synthesis

Hard — must find & piece fragments each time

Easy — synthesis already exists as wiki pages

Human role

Upload docs, ask questions

Curate sources, direct analysis, ask good questions

LLM role

Retrieve + generate

Summarize, cross-reference, file, maintain, update

Examples

NotebookLM, ChatGPT file uploads

This pattern — built with Claude Code, Codex, etc.

Three layers, three operations — the full LLM Wiki system

Architecture and workflow of the LLM Wiki pattern

The pattern applies anywhere knowledge accumulates over time

Use cases for the LLM Wiki pattern

Domain

Sources Fed In

Wiki Contains

Personal

  • Journal entries

  • Articles

  • Podcast notes

  • Structured self-picture

  • Goals & psychology pages

  • Health trends

Research

  • Papers

  • Reports

  • Interviews

  • Evolving thesis

  • Concept comparisons

  • Contradiction log

Reading a Book

  • Chapters as you go

  • Character pages

  • Theme threads

  • Plot connections — like a personal Tolkien Gateway

Business / Team

  • Slack threads

  • Meeting transcripts

  • Customer calls

  • Internal wiki

  • Decision log

  • Current project state

Competitive Intel

  • News

  • Filings

  • Product releases

  • Competitor pages

  • Feature comparisons

  • Strategic synthesis

Trip Planning

  • Travel guides

  • Reviews

  • Itineraries

  • Destination pages

  • Logistics

  • Curated recommendations

  • "The tedious part of maintaining a knowledge base is not the reading or the thinking — it's the bookkeeping. LLMs don't get bored."

Success in communication is built on knowledge and practice over raw talent

Core heuristics and rules of engagement for effective public speaking

The 'Winston Star' ensures your ideas are recognized and remembered

Six elements to package your research or professional contributions

Common speaking 'crimes' and their effective cures

A guide to avoiding pitfalls in slide design and delivery

The 'Crime'

Why it Fails

The Winston Cure

Reading Slides

  • Annoyance

  • Audience reads faster than you speak

Speak the content; don't put every word on the slide

Laser Pointer

  • Loss of eye contact

  • Turns the speaker's back to audience

Use a static arrow on the slide and refer to it

The 'Thank You' End

  • Weak move

  • Suggests the audience was just being polite

End with a 'Contribution' slide or a salute to the audience

Small Fonts

  • Forces too many words

  • Illegibility

Use minimum 40-50pt font for key points

Dimming Lights

  • Signals sleep

Keep the lights full up; 'hard to see slides through closed eyelids'