Justin Levi Winter justinlevi

Praxis: Video-to-Blog Pipeline — Install & Usage Guide

Prerequisites

Python 3.12+
macOS (Apple Silicon recommended — Parakeet ASR uses MLX for fast local transcription)
An Anthropic API key — the pipeline uses Claude for slide analysis and blog writing
GitHub access — the repos below are private; you need collaborator access

1. Install Praxis Core

title

Black-hat LLMs: How Adversaries Can Misuse AI

pubDate

2026-04-09

description

Nicholas Carlini from Anthropic demonstrates how frontier LLMs can autonomously find and exploit zero-day vulnerabilities — including a Ghost CMS blind SQL injection and a 20-year-old Linux kernel heap buffer overflow — using just five lines of scaffold. The capability is doubling every four months.

Black-hat LLMs: How Adversaries Can Misuse AI

Watch the talk: Nicholas Carlini — Black-hat LLMs | [un]prompted 2026

AWS Team (Nicholas Aldridge & Tim Lim) - "Cloud-Scale MCP"

Speakers

Nicholas Aldridge - Principal Engineer, AWS (Inter-Agent Communication)
Tim Lim - Principal Developer Advocate, AWS (Cloud Deployment)

Key Points - Inter-Agent Communication (Nicholas)

Agent-to-Agent MCP Vision

AI Infrastructure and Tools Overview

Vector Database Storage Frameworks/Services

A specialized storage system designed to efficiently handle and query high-dimensional vector data, enabling similarity search and AI applications

Qdrant - Open-source vector database written in Rust offering high-performance similarity search with cloud-native scalability
Pinecone - Serverless vector database platform optimized for machine learning applications with enterprise-grade security
Weaviate - Fast, flexible AI-native vector database with built-in model serving and multi-tenant capabilities

Review

The documentary begins with a personal anecdote from the filmmakers, Rebecca and Josh, about their experiences with health issues and their subsequent exploration of alternative medicine. While personal stories can be compelling, they are not a substitute for rigorous scientific evidence. The filmmakers' experiences are anecdotal and cannot be generalized to the broader population. The filmmakers then introduce the concept of CBD, or cannabidiol, a compound found in cannabis. While there is some evidence that CBD may have therapeutic benefits for certain conditions, such as epilepsy, much of the

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	namespace Drupal\store_graph_upload\Plugin\Deriver;

	use Drupal\Component\Plugin\Derivative\DeriverBase;
	use Drupal\Core\Entity\EntityTypeBundleInfoInterface;
	use Drupal\Core\Entity\EntityTypeManagerInterface;
	use Drupal\Core\Field\FieldDefinitionInterface;
	use Drupal\Core\Field\FieldTypePluginManagerInterface;
	use Drupal\Core\Plugin\Discovery\ContainerDeriverInterface;

	#!/bin/bash

	launchctl unload -w /Library/LaunchAgents/com.adobe.AdobeCreativeCloud.plist
	launchctl unload -w /Library/LaunchAgents/com.adobe.AAM.Updater-1.0.plist
	launchctl unload -w /Library/LaunchAgents/com.adobe.ARMDCHelper.cc24aef4a1b90ed56a725c38014c95072f92651fb65e1bf9c8e43c37a23d420d.plist
	launchctl unload -w /Library/LaunchDaemons/com.adobe.agsservice.plist
	launchctl unload -w /Library/LaunchDaemons/com.adobe.ARMDC.Communicator.plist
	launchctl unload -w /Library/LaunchDaemons/com.adobe.ARMDC.SMJobBlessHelper.plist
	launchctl unload -w /Library/LaunchDaemons/com.adobe.adobeupdatedaemon.plist
	sudo launchctl unload -w /Library/LaunchDaemons/com.adobe.ARMDC.Communicator.plist

	#!/bin/bash

	sudo mv /Library/LaunchAgents/AdobeShit/com.adobe.* /Library/LaunchAgents/
	sudo mv /Library/Application\ Support/AdobeShit/* /Library/Application\ Support/
	sudo mv ~/Library/LaunchAgents/AdobeShit/* ~/Library/LaunchAgents/

	launchctl load -w /Library/LaunchAgents/com.adobe.AdobeCreativeCloud.plist
	launchctl load -w /Library/LaunchAgents/com.adobe.AAM.Updater-1.0.plist
	launchctl load -w /Library/LaunchAgents/com.adobe.ARMDCHelper.cc24aef4a1b90ed56a725c38014c95072f92651fb65e1bf9c8e43c37a23d420d.plist
	launchctl load -w /Library/LaunchDaemons/com.adobe.agsservice.plist