---
id: "framework-ai-wiki-workflow"
type: "framework"
source_timestamps: ["00:04:50", "00:08:27"]
tags: ["knowledge-management", "llm-agents"]
related: ["concept-ai-wiki", "concept-write-time-synthesis"]
sources: ["s11-wiki-vs-open-brain"]
sourceVaultSlug: "s11-wiki-vs-open-brain"
originDay: 11
---
# Karpathy's AI Wiki Workflow

# Karpathy's AI Wiki Workflow

The operational loop of an AI acting as the maintainer of a markdown-based personal wiki (typically displayed via [[entity-obsidian]]). This framework relies heavily on [[concept-write-time-synthesis]] — the AI does the cognitive work upfront.

## Steps

### 1. Ingest Source
The user provides a new raw source (e.g., a PDF, an article, a transcript) to the AI agent.

### 2. Read & Extract
The AI reads the source and extracts the information it deems relevant based on its current understanding of the user's knowledge base. **Editorial judgment begins here** — and so does the risk of [[concept-error-baking]].

### 3. Synthesize & Update
The AI writes new markdown topic pages or updates existing ones, integrating the new information into the existing narrative. The AI is acting as the *programmer for the codebase of the wiki* ([[quote-ai-programmer-wiki]]).

### 4. Cross-Reference
The AI adds internal links connecting related concepts across the markdown files, creating a navigable graph for the user to read.

## Failure Modes Inherent to This Workflow

- [[concept-error-baking]] — editorial mistakes get written into the file system.
- [[concept-race-conditions-ai]] — multiple agents editing the same file corrupt it.
- [[concept-wiki-staleness]] — pages drift out of sync with new raw data.
- [[concept-silent-contradictions]] — the AI may smooth over conflicts.

## Where This Workflow Wins

Solo deep research — see [[claim-wiki-better-solo-research]].

## Concept

[[concept-ai-wiki]]