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harryf / pai_getting_started.md
Created April 15, 2026 08:41
PAI: Getting started

PAI: Getting started

PAI (Personal AI Infrastructure) is an open-source layer on top of Claude Code that adds structured thinking, persistent memory, specialized skills, security guardrails, and voice feedback. Think of it as Claude Code on steroids: same CLI, same model, but with a system around it that makes every interaction more capable.

Created by Daniel Miessler. Free and open source.

Install

macOS or Linux. Takes about 2 minutes.

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harryf / The_Dark_Code_Crisis.md
Last active April 15, 2026 06:37
The Dark Code Crisis: AI-Generated Software Nobody Can Explain — And How to Fix It

The Dark Code Crisis: AI-Generated Software Nobody Can Explain - And How to Fix It

Source: This is a summary of a YouTube video Nate B Jones (ex-Amazon). Watch the original video

Overview

As AI tools generate ever more production code at speed, a new class of problem has emerged: "dark code" - code that works, passes tests, and ships, but that no human on the team ever truly understood. This video argues that dark code is not primarily a security or tooling problem, but an organizational capability problem, and lays out a three-layer framework for fighting it before it becomes a liability.


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harryf / How_AI_agents_Claude_skills_work_Clearly_Explained.md
Created April 14, 2026 07:16
How AI Agents & Claude Skills Work (Clearly Explained)

How AI Agents & Claude Skills Work (Clearly Explained)

Source: This is a summary of a podcast/YouTube video featuring Ross Mike discussing AI agents, context windows, and skill-building strategies. Watch the original video


Overview

Ross Mike joins a podcast to share his hands-on philosophy for getting the most out of AI agents like Claude Code and OpenCloud. The core message: the models are already excellent — what separates great results from mediocre ones is how you structure context and build skills, not how many tools you stack on top. He argues against bloated agent.md files and downloaded skill packs, and instead advocates for iteratively teaching your agent your specific workflows from scratch.

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harryf / Nicholas_Carlini_-_Black-hat_LLMs_un_prompted_2026.md
Created April 1, 2026 09:14
Nicholas Carlini - Black-hat LLMs | [un]prompted 2026

Nicholas Carlini - Black-hat LLMs | [un]prompted 2026

Source: This is a summary of a talk by Nicholas Carlini (Anthropic researcher) at the [un]prompted 2026 security conference. Watch the original video


Overview

Nicholas Carlini presents alarming evidence that modern LLMs can autonomously find and exploit zero-day vulnerabilities in critical software — including the Linux kernel and production web applications — with minimal scaffolding. He argues this represents a phase shift in the attacker/defender balance comparable in magnitude to the invention of the internet, and urges the security community to treat this as an urgent, present-day threat rather than a future concern.

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harryf / Karpathy_s_autoresearch_broke_the_internet.md
Created March 13, 2026 07:06
Karpathy's "autoresearch" Broke the Internet

Karpathy's "autoresearch" Broke the Internet

Source: This is a summary of a YouTube video by Greg (solo commentary format). Watch the original video


Overview

Andrej Karpathy released an open-source project called autoresearch — an AI agent that autonomously runs iterative experiments overnight (code edits, training runs, metric evaluation) and keeps only the improvements. The video explains what it is, explores 10 business use cases, and covers how to get started without an NVIDIA GPU.

@harryf
harryf / switching-anthropic-accounts.md
Created March 8, 2026 12:35
Switching Anthropic Accounts

How to Switch Between Work and Personal Anthropic Accounts with Claude Code and Claude Desktop

A guide for running two Anthropic accounts (e.g., work Team/Enterprise + personal Pro/Max) on the same macOS machine, with one-command switching for both Claude Code (CLI) and Claude Desktop.

Platform: macOS (uses macOS Keychain; Linux would need adaptation) Claude Code Version: 2.x Claude Desktop: Electron-based (1.x+)


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harryf / How_I_Use_Obsidian_Claude_Code_to_Run_My_Life.md
Created February 24, 2026 20:37
How I Use Obsidian + Claude Code to Run My Life

How I Use Obsidian + Claude Code to Run My Life

Source: This is a summary of a YouTube video featuring Greg Eisenberg and his guest Vin (Internet Vin). Watch the original video

Overview

Greg and Vin walk through how pairing Obsidian (a plain-text note-taking app) with Claude Code (an AI agent) creates something more powerful than either tool alone — a personal thinking system that notices patterns in your life, helps you reflect, and turns your notes into real actions. The conversation moves from setup basics all the way to live demos of AI reading someone's personal vault and generating surprisingly personal, useful ideas.


@harryf
harryf / Lecture_7_Agentic_Coding.md
Created February 24, 2026 20:33
Lecture 7: Agentic Coding

Lecture 7: Agentic Coding

Source: This is a summary of a MIT Missing Semester lecture on agentic coding. Watch the original video

Overview

This lecture covers coding agents — AI models wrapped in an "agent harness" that can autonomously read/write files and execute shell commands to complete programming tasks end-to-end. The lecturer demonstrates Claude Code live, explains how LLMs and agent harnesses work under the hood, walks through key use cases, and covers advanced features like parallel agents, context management, and sub-agents.


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harryf / AI_marketing_Masterclass_From_beginner_to_expert_in_60_minutes.md
Created February 10, 2026 19:27
AI Marketing Masterclass: From Beginner to Expert in 60 Minutes

AI Marketing Masterclass: From Beginner to Expert in 60 Minutes

Source

This is a summary of a YouTube video featuring James Dickerson (The Boring Marketer) demonstrating how to build a complete marketing system using Claude Code, MCPs, and skills. Watch the original video

Overview

This masterclass demonstrates how to use AI tools, specifically Claude Code, to create a complete marketing system in one sitting. James Dickerson walks through building landing pages, lead magnets, ad creatives, and SEO content using skills, MCPs (Model Context Protocol), and voice prompting—all from a single terminal. The session covers everything from market research to traffic generation, showing how to automate marketing workflows that traditionally required agencies and significant budgets.

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harryf / 50_tips_claude_code_meta_staff_engineer.md
Created February 9, 2026 14:00
50 tips for Claude Code ( from a Meta Staff Engineer )

50 tips for Claude Code ( from a Meta Staff Engineer )

Value Summary: This comprehensive guide from a Meta Staff Engineer who uses Claude Code 12 hours daily for 6 months shares 50 battle-tested tips to maximize your AI coding productivity. You'll learn foundation setup, keyboard shortcuts, context engineering, advanced workflows including parallel development across multiple instances, and how to compose skills, MCPs, and subagents into powerful automation pipelines. Perfect for anyone wanting to level up from basic AI coding to professional-grade workflows.

Watch the original video

Overview

This video presents 50 practical tips for using Claude Code effectively, from a Meta Staff Engineer who has transitioned from manual coding to AI-assisted development. The guide covers everything from basic setup to advanced parallel development workflows, emphasizing context engineering as the key skill for modern AI-augmented software development.