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LLM Wiki

A personal knowledge base — a persistent, compounding collection of interlinked markdown files maintained by an LLM.

About

This wiki follows the LLM Wiki pattern proposed by Andrej Karpathy: instead of stateless RAG retrieval, an LLM incrementally builds and maintains a persistent, structured wiki from raw source documents. Knowledge is compiled once at ingest time and kept current, not re-derived on every query.

Browse by Category

Wiki Statistics

Metric Count
Topics 5
Concepts 69
Entities 21
Sources 25
Insights 1
Reviews 1
Total pages 124

Index

Topics

Page Summary Sources Updated
Llm Wiki Topic The LLM Wiki pattern: persistent, compounding knowledge base replacing RAG 13 2026-04-24
Vibe Coding Topic AI-assisted coding, risks, and cultural impact 12 2026-04-24
Localization Topic Translation tools, CAT software, and localization workflows 10 2026-04-24
Coding Agents Topic Minimal agents, agent skills, and AI slop in development 4 2026-04-24
Probability And Game Theory Topic Bayesian reasoning, probability, and strategic decision-making 4 2026-04-24

Concepts

Page Summary Sources Updated
Llm Wiki Pattern Pattern for LLM-maintained persistent wiki instead of stateless RAG 5 2026-04-24
Rag Vs Llm Wiki Comparison: stateless retrieval vs stateful compounding knowledge 4 2026-04-24
Knowledge Compounding Principle that each source enriches existing pages, not just adds documents 3 2026-04-24
Three Layer Architecture Raw Sources (immutable), Wiki (LLM-maintained), Schema (governance) 3 2026-04-24
Ingest Pipeline 5-step pipeline: Resolve → Route → Synthesize → Embed → Update 3 2026-04-24
Query Pipeline RAG over compiled wiki pages: Embed → Search → Assemble → Stream 2 2026-04-24
Lint Operation Health checks: orphans, broken links, contradictions, stale content 3 2026-04-24
Schema Pagespec JSON-defined page universe; contract between human intent and LLM execution 1 2026-04-24
Query Templates Pre-built prompts for synthesis, gap-finding, debate, output, health, personal 1 2026-04-24
Claude Code Hooks Automated triggers (session start, pre-compact, session end) for capturing conversation knowledge 1 2026-04-24
Hot Cache ~500-char cache of most recent context for quick agent access 2 2026-04-24
Compiler Analogy Knowledge processing maps to software compilation: raw→compile→executable→test→runtime 2 2026-04-24
Index And Log index.md (content catalog) and log.md (chronological record) for wiki navigation 2 2026-04-24
Vibe Coding Natural-language-driven coding where AI generates code from prompts; two modes: pure vs responsible 5 2026-04-24
Ai Slop AI-generated code/content that is bloated, buggy, insecure, superficially functional 2 2026-04-24
Agentic Workflows Natural language describes outcome, AI agent handles implementation; Wave 3 of AI automation 1 2026-04-24
Code Bloat AI tendency to generate excessive code volume; major complexity driver 2 2026-04-24
Cognitive Debt Gradual erosion of developer understanding from over-reliance on AI code generation 2 2026-04-24
Security Debt Accumulation of vulnerabilities in AI-generated code shipped without proper review 2 2026-04-24
Vibe Deploying One-click deployment of AI-generated apps, removing DevOps bottleneck 1 2026-04-24
Hallucination LLMs confidently producing incorrect info because they predict tokens, not facts 2 2026-04-24
Overconfidence Effect AI-assisted developers produce less secure code but believe it's more secure 2 2026-04-24
Lost Generation Risk of engineers lacking deep skills because AI replaces junior-level learning work 1 2026-04-24
Runaway Loops AI agents spiraling off-rails with vague instructions, taking catastrophic actions 2 2026-04-24
Production Wall Real-world obstacles non-coders face when shipping vibe-coded apps beyond prototype 1 2026-04-24
Three Waves Of Ai Automation Evolution: chatbots → AI+automation platforms → agentic workflows 1 2026-04-24
Cat Tools Software that helps translators with TM, fuzzy matching, glossaries, file format support 1 2026-04-24
Omegat Architecture Component-based, event-driven Java/Swing architecture with modular Gradle build 1 2026-04-24
Plugin System OmegaT's .jar-based extensibility for filters, MT engines, glossaries, markers 1 2026-04-24
Filter System Two-fold read/write components for parsing many file formats in CAT tools 1 2026-04-24
Translation Memory Database of previous translations with fuzzy matching, TMX format, SRX segmentation 1 2026-04-24
Localization Tools Comparison Comparison of 6 open-source localization tools across architecture, features, and use cases 5 2026-04-24
Continuous Localization CI/CD-integrated translation workflow: automated string extraction, translation, and generation 3 2026-04-24
In Context Editing Click text in running app to translate in-place; SDK-based overlay editing 1 2026-04-24
Git First Localization Translations live in Git repo as code; repo is single source of truth 1 2026-04-24
Machine Translation Automated neural translation; LibreTranslate/Argos as leading open-source option 1 2026-04-24
Pi Coding Agent Minimal open-source coding agent by Block: 4 tools, <1000 token prompt, TypeScript extensions 2 2026-04-24
Minimal Agent Harness Design philosophy: smallest tool set, trust model's RL training, save context for work 2 2026-04-24
Agent Slop Accumulation of low-quality AI-generated code from high-velocity agents without human friction 2 2026-04-24
Agent Skills Organized folders of procedural knowledge that agents dynamically load; progressive disclosure 2 2026-04-24
Bayesian Reasoning Framework for updating beliefs based on evidence; prior × likelihood / total evidence 2 2026-04-24
Tit For Tat Simplest winning strategy for iterated prisoner's dilemma: cooperate first, then copy opponent 1 2026-04-24
Prior Probability Probability of hypothesis before evidence; the base rate that evidence updates 2 2026-04-24
Posterior Probability Probability of hypothesis after evidence; the updated belief from Bayesian reasoning 2 2026-04-24
Mcp Server Open standard for connecting AI agents to external tools and data; "the hands" of agents 4 2026-04-24
Coding Agent Comparison Comparison matrix: Claude Code, Pi, Open Code, AMP, Factory Droid 2 2026-04-24
Agent Extensions TypeScript-based customization of coding agent behavior, UI, tools, workflows 2 2026-04-24
Progressive Disclosure Context management: show metadata first, reveal details only when needed 2 2026-04-24
Argos Translate Open-source neural MT library powering LibreTranslate; based on OpenNMT 2 2026-04-24
Responsible Ai Coding Using AI code generation while maintaining human oversight and ownership 2 2026-04-24
Ai Assisted Development Spectrum from code completion to full autonomous agents 1 2026-04-24
Xliff XML Localization Interchange File Format; standard for exchanging translations 3 2026-04-24
Base Rate Fallacy Ignoring prior probability when evaluating likelihood; common cognitive bias 2 2026-04-24
Po Files Portable Object files; standard format for gettext translations 1 2026-04-24
Gettext GNU internationalization framework; uses PO files for translations 1 2026-04-24
Self Hosted Mt Machine translation on own infrastructure; privacy, offline, zero per-char costs 2 2026-04-24
Boooos Compound errors from AI agents; coined by Mario Zechner 1 2026-04-24
Prisoners Dilemma Game where cooperation is better for both but each has incentive to defect 1 2026-04-24
Iterated Games Repeated interactions where past behavior influences future decisions 1 2026-04-24
Cooperation Strategy Nice + retaliatory + forgiving + clear wins repeated games 1 2026-04-24
Game Theory Mathematical study of strategic decision-making among rational actors 1 2026-04-24
Likelihood P(Evidence Hypothesis); how well hypothesis predicts the evidence 2
Belief Updating Iterative process of revising probabilities as new evidence arrives 1 2026-04-24
Representative Sampling Thinking in concrete counts ("4 out of 100") instead of percentages 2 2026-04-24
Procedural Knowledge Knowledge of how to do things; packaged in Agent Skills 2 2026-04-24
Vibe Coding Costs Hidden and ongoing expenses of AI-assisted development 1 2026-04-24
Authentication Challenge Dual-auth systems can't be solved out-of-box by vibe coding tools 1 2026-04-24
Multi Agent Delegation Main agent delegates sub-tasks to multiple sub-agents running simultaneously 1 2026-04-24
Geo Optimization Optimizing content for AI search engines (ChatGPT, Perplexity, Gemini) 1 2026-04-24

Entities

Page Summary Sources Updated
Andrej Karpathy AI researcher, OpenAI co-founder, proposed LLM Wiki pattern; coined "vibe coding" 7 2026-04-24
Obsidian Free markdown editor with graph view, recommended viewing interface 4 2026-04-24
Plaban Nayak AI engineer, wrote technical analysis and Python implementation of LLM Wiki 1 2026-04-24
Teachers Tech YouTube educator (Jamie), created beginner setup guide for LLM Wiki 1 2026-04-24
Cole Medin AI engineer, adapted LLM Wiki to internal data for Claude Code memory 1 2026-04-24
Nate Herk AI automation YouTuber, demonstrated real wikis and agentic workflows 3 2026-04-24
Swaroop A Product manager who built production apps via vibe coding, documented obstacles 1 2026-04-24
Mahnoor Faisal XDA writer who used vibe coding to learn programming 1 2026-04-24
Logically Answered YouTuber who critically examined vibe coding's security and reliability problems 1 2026-04-24
Dave Farley Software engineer (Modern Software Engineering), co-authored 150-developer AI study 1 2026-04-24
Joanna Stern Former WSJ tech journalist, launched independent YouTube channel "New Things" 1 2026-04-24
Omegat Org OmegaT project org on GitHub; 37 public repos including core, plugins, website 1 2026-04-24
Omegat Free open-source CAT tool with TM, fuzzy matching, glossaries; GPL v3, Java-based 1 2026-04-24
Box Inc Cloud content company that open-sourced Mojito continuous localization platform 1 2026-04-24
Weblate Org Organization behind Weblate — leading open-source Git-first localization system 1 2026-04-24
Tolgee Io Company behind Tolgee — SDK-first localization with in-context editing and MCP server 1 2026-04-24
Libretranslate Org Org behind LibreTranslate — most popular open-source MT API (14K+ stars) 1 2026-04-24
Vaclav Slavik Czech developer, author of Poedit translation editor (25+ years) 1 2026-04-24
Mario Zechner Game developer (badlogic), creator of pi coding agent; OSS anti-slop activist 1 2026-04-24
Barry Zhang Anthropic engineer, co-creator of Agent Skills 1 2026-04-24
Mahesh Murag Anthropic engineer, co-creator of Agent Skills 1 2026-04-24
Zubair Trabzada AI educator, built GEO audit system powered by Skills 1 2026-04-24
Owain Lewis AI engineer YouTuber, created Pi coding agent course 1 2026-04-24
3Blue1Brown Grant Sanderson's math education channel; Bayes' theorem geometry video 1 2026-04-24
Grant Sanderson Mathematician, 3Blue1Brown creator, visual math educator 1 2026-04-24
David Spiegelhalter Cambridge statistics professor, Bayesian reasoning expert 1 2026-04-24
Bbc Ideas BBC educational content brand; Bayesian reasoning explainer 1 2026-04-24

Sources

Page Title Type Date
Llm Wiki Tutorial Datasciencedojo LLM Wiki Tutorial: Build a Compounding Knowledge Base article 2026-04-16
Beyond Rag Karpathy Wiki Analysis Beyond RAG: Karpathy's LLM Wiki Pattern Builds Compounding Knowledge article 2026-04-12
Karpathy Wiki Beginner Setup Teachers Tech Karpathy's LLM Wiki - Full Beginner Setup Guide (Japan trip demo) video 2026-04-12
Self Evolving Claude Code Memory Cole Medin Self-Evolving Claude Code Memory w/ Karpathy's LLM Knowledge Bases video 2026-04-07
Karpathy 10X Claude Code Nate Herk Andrej Karpathy Just 10x'd Everyone's Claude Code video 2026-04-06
Vibe Coding Explained Google Cloud Vibe Coding Explained: Tools and Guides (Google Cloud) article 2026-03-20
Vibe Coding Non Coder Swaroop What I Learned Vibe Coding Apps as a Non-Coder (Hackernoon) article 2026-04-20
Vibe Coding For Learning Xda I Used Vibe-Coding to Learn Programming, Better Than Any Course (XDA) article 2026-02-16
Stop Learning N8N Nate Herk Stop Learning n8n in 2026...Learn THIS Instead video 2026-03-21
Rise And Fall Vibe Coding Logically Answered The Rise And Fall Of Vibe Coding: The Reality Of AI Slop video 2025-10-18
150 Developers Ai Study Dave Farley We Studied 150 Developers Using AI (Maintainability Study) video 2026-01-28
Joanna Stern New Things Intro Why I Left My Prestigious Job to Make YouTube Videos video 2026-04-22
Omegat Github Repo OmegaT official GitHub repository — 512 stars, 40 contributors, GPL v3 source 2000-ongoing
Box Mojito Github Box Mojito — CI/CD continuous localization platform, Apache 2.0, 381 stars source 2016-ongoing
Weblate Github Weblate — Git-first localization system, 5,832 stars, 300 contributors, GPL-3.0 source 2006-ongoing
Tolgee Github Tolgee Platform — SDK-first localization with in-context editing + MCP, 3,863 stars source 2020-ongoing
Libretranslate Github LibreTranslate — Self-hosted MT API powered by Argos Translate, 14,152 stars source 2020-ongoing
Poedit Github Poedit — Cross-platform PO/XLIFF translation editor, MIT, 1,987 stars source 1999-ongoing
Building Pi World Of Slop Mario Zechner Mario Zechner on pi, minimal agents, and fighting AI slop in OSS video 2026-04-17
Dont Build Agents Build Skills Anthropic Anthropic engineers on Agent Skills: procedural knowledge for agents video 2025-12-09
Stop Building Agents Zubair Trabzada GEO audit system powered by Claude Skills; real-world demo video 2026-03-05
Pi Coding Agent Free Course Owain Lewis Complete guide to Pi coding agent: setup, extensions, skills video 2026-04-18
Bayes Theorem Geometry 3Blue1Brown 3Blue1Brown explains Bayes' theorem through geometry and representative samples video 2019-12-22
Game Theory Simple Strategy Pursuit Of Wonder Pursuit of Wonder on Tit for Tat and Axelrod's prisoner's dilemma tournaments video 2025-10-08
Power Of Bayesian Reasoning Bbc Sir David Spiegelhalter explains Bayesian logic via BBC Ideas video 2026-01-25

Insights

Page Summary Date
Vibe Coding For Non Programmers Step-by-step guide: tools, workflow, learning, production wall, costs 2026-04-24