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AI Tools Technical Docs Hardware Development Tools Operations AI Industry Security Updates

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Codex AI Agent Ai-Tools Developer Tools AI Coding Claude Code Local LLM Ubuntu Ollama Linux MCP Windows Claude Python GPU OpenAI Docker Open Source Agent-Skills Llama.cpp NAS Anthropic CVE Cybersecurity Nginx AI Video Browser Automation ChatGPT CUDA Hugging Face
AI Industry

A Roman Scroll Charred by Vesuvius: How Did AI Read the Text?

How AI and high-resolution X-ray imaging are helping researchers read carbonized Herculaneum papyrus scrolls buried by the eruption of Vesuvius, and why it matters for classical texts and digital archaeology.

2026-06-27
6 minute read
Technical Docs

How to choose the five MinerU 3.4 modes: pipeline, hybrid-engine, vlm-engine, hybrid-http-client, and vlm-http-client

A practical guide to the five backend modes supported by the MinerU 3.4 CLI, including where each mode runs, GPU requirements, and when to use pipeline, hybrid-engine, vlm-engine, hybrid-http-client, or vlm-http-client.

2026-06-26
7 minute read
AI Tools

Leonardo.Ai Guide: From AI Art and Flow State to Video Generation

A practical introduction to Leonardo.Ai, covering its positioning, main features, basic workflow, API capabilities, pricing model, and relationship with Canva.

2026-06-26
7 minute read
AI Tools

What Is Virtue AI: Enterprise AI Safety, How To Use It, And Its Meta Connection

An introduction to Virtue AI, its product positioning, enterprise integration path, and the latest relationship between Meta and the Virtue AI team in June 2026.

2026-06-26
7 minute read
AI Tools

LMCache Practical Guide: Reusing KV Cache in vLLM Inference Services

A practical LMCache guide: when KV Cache reuse is worth adding, how to run LMCache with vLLM MP mode, how to test cache hits, and what to check before production, including memory, chunk size, hit ratio, and observability metrics.

2026-06-25
4 minute read
AI Tools

Gemini Computer Use Tutorial: Control a Browser with Gemini 3.5 Flash

A practical guide to Gemini API Computer Use: how to enable computer_use through the Interactions API, why Playwright or another client execution layer is still required, and which safety boundaries matter when building browser automation agents.

2026-06-25
5 minute read
AI Tools

Qwythos-9B 1M Context: Run with vLLM, SGLang, or Transformers

Run Qwythos-9B-Claude-Mythos-5-1M with vLLM, SGLang, or Transformers. Learn its VRAM limits, 1M-context tradeoffs, and tool-calling use cases.

2026-06-24
8 minute read
Development Tools

Ponytail for AI Coding Agents: Installation Guide for Codex and Claude Code

Install Ponytail for Codex, Claude Code, Gemini CLI, and other AI coding agents to reduce overengineering, reuse existing code, and keep changes small.

2026-06-24
8 minute read
AI Tools

MyLens AI Guide: How to Install the Chrome Extension and Generate Visual Diagrams

A practical MyLens AI onboarding guide: how to sign up, install the Chrome extension, import PDFs, webpages, YouTube links, images, and spreadsheets, and generate interactive AI visual diagrams with traceable sources.

2026-06-24
8 minute read
AI Tools

SakanaAI Fugu Guide: How to Enable a Multi-Agent Model in Codex

A practical guide to installing and using SakanaAI Fugu: how to install it with a one-line curl command, start it with codex-fugu, and decide which Codex development tasks are suitable for Fugu.

2026-06-24
7 minute read
Operations

Cloudflare Tunnel Setup Guide: Expose Local Services Without Port Forwarding

Set up Cloudflare Tunnel with cloudflared and a public hostname to expose local web services without a public IP, port forwarding, or open inbound ports.

2026-06-23
7 minute read
Technical Docs

What Is OSC 3008: systemd Terminal Context Signaling and Garbage Output Troubleshooting

An explanation of UAPI.15 OSC 3008 Hierarchical Context Signalling: what it does, what data it sends, where systemd uses it, and how to troubleshoot or disable garbage output in incompatible terminals.

2026-06-23
12 minute read
AI Tools

Codebase Memory MCP Setup: Persistent Code Search for Claude Code and Codex

Install Codebase Memory MCP on Windows, macOS, or Linux, enable automatic indexing, open its UI, and connect persistent code search to AI coding agents.

2026-06-22
19 minute read
Development Tools

How to choose self-hosted Penpot: Docker, collaboration, and developer handoff for an open-source design tool

A practical guide to penpot/penpot: what it is, when it fits, where to start self-hosting, design systems, Inspect Mode, and deployment boundaries for team collaboration.

2026-06-22
7 minute read
AI Tools

OpenMontage Installation Guide: Build an AI Video Pipeline with Remotion

Install OpenMontage with Python, FFmpeg, and Remotion to build an agent-driven video pipeline for scripts, assets, voice-over, and composition.

2026-06-22
6 minute read
Development Tools

Pake tutorial: package any website as a desktop app

A practical guide to tw93/Pake: installation, command-line packaging, custom icons and window size, local development, and build commands for wrapping frequently used websites as lightweight desktop apps.

2026-06-22
7 minute read
Development Tools

Microsoft MarkItDown Tutorial: Convert Documents to Markdown for AI Knowledge Bases

A practical guide to microsoft/markitdown: what it does, supported formats, installation commands, CLI usage, Python API, Docker usage, plugins, and limitations.

2026-06-21
5 minute read
Development Tools

Getting Started With Godot Tile Maps: TileMapLayer, TileSet, Collisions, and Codex

A beginner-friendly Godot 4.x tile map guide covering TileSet, TileMapLayer, layered maps, tile collisions, Terrain auto-connection, and how to use Codex to write map interaction code.

2026-06-20
27 minute read
AI Tools

ChatGPT Google Apps: Data Permissions, OAuth Scopes, and Admin Setup

Before connecting Gmail, Drive, Calendar, or BigQuery to ChatGPT, check data use, Memory, OAuth scopes, Google Workspace admin approval, and common setup failures.

2026-06-20
8 minute read
Development Tools

Godot Starter Workflow: Build 2D Games with VS Code and the Codex Extension

If you already work comfortably in VS Code, you do not need to rely on the standalone Codex App. This guide sets up a practical Godot 4.x workflow with VS Code, godot-tools, the Codex extension, and Git for a small 2D top-down shooter prototype.

2026-06-19
8 minute read
Development Tools

Codex CLI with Ollama or LM Studio: OSS Mode Setup Guide

Run Codex CLI with Ollama, LM Studio, OpenRouter, or another local model. Configure --oss, model_provider, wire_api, and separate Codex profiles.

2026-06-18
8 minute read
Development Tools

Three Ways Codex Can Use a Computer: Computer Use, the Chrome Extension, and the In-App Browser

A practical summary of Jason's guide to Codex's three computer-use surfaces: what Computer Use, the Chrome extension, and the in-app browser are for, how to install and trigger them, and how Appshots provide context.

2026-06-17
9 minute read
Development Tools

OpenAI API Basics: Writing Chat Completions, Function Calls, and Streaming Output

A practical guide to OpenAI-compatible Chat Completions APIs: configuring BASE_URL and OPENAI_API_KEY, organizing messages, tools, tool_choice, and stream, and understanding non-streaming and streaming responses.

2026-06-17
8 minute read
Hardware

WD PR4100 / PR2100 Serial Console: UART Pins, Wiring, and Risk Notes

Notes from a WD Community thread about My Cloud PR4100 / PR2100 serial console access: 3.3V USB-UART, 4-pin JST pinout, crossed TX/RX wiring, 115200 8N1 settings, and why VCC must never be connected.

2026-06-16
6 minute read
AI Tools

MultiTalk: Audio-Driven Multi-Person Conversational Video Generation

MeiGen-AI/MultiTalk is an audio-driven multi-person conversational video generation project with support for single-person and multi-person generation, TTS, low-VRAM inference, LoRA acceleration, quantization, and Gradio.

2026-06-15
7 minute read
AI Tools

InfiniteTalk: Audio-Driven Talking Video Generation With Long-Video Support

MeiGen-AI/InfiniteTalk is an audio-driven video generation project that supports video-to-video and image-to-video workflows for long-form lip sync, expression, and pose synchronization.

2026-06-15
7 minute read
Technical Docs

iptv-org/iptv Tutorial: GitHub M3U Playlist, Channel Lists, and EPG Entry Points

A guide to the iptv-org/iptv GitHub project: public IPTV M3U playlist URLs, EPG entry points, channel database, region/language filters, and notes for VLC, IINA, and PotPlayer.

2026-06-14
6 minute read
AI Tools

Holo 3.1 Local Deployment Guide: Run a Computer Use Agent with llama.cpp and OpenClaw

Holo 3.1 is H Company’s local computer-use Agent model. This guide covers Holo 3.1 GGUF downloads, starting an OpenAI-compatible service with llama.cpp, configuring API Base URL in OpenClaw, and browser automation skills.

2026-06-12
7 minute read
AI Tools

Is CLAUDE-FABLE-5.md Credible? How to Verify Third-Party System-Prompt Files

Verifying the origin, timing, internal consistency and official cross-checkable content of CLAUDE-FABLE-5.md on GitHub explains why the sample of third-party hints cannot be directly equated with the Anthropic production system.

2026-06-12
5 minute read
AI Tools

Deploying DiffusionGemma Locally: Running Google’s Text Diffusion Model with vLLM

A practical guide to deploying and using DiffusionGemma locally: starting an OpenAI-compatible service with vLLM, testing it with curl, understanding diffusion parameters, hardware requirements, and deployment boundaries.

2026-06-12
16 minute read
AI Tools

How to Choose an AI Memory System: Mem0, Letta, Zep, Cognee, and Memobase Compared

A comparison of AI memory systems including Mem0, Letta, Zep/Graphiti, Cognee, Memobase, AgentMemory, Text2Mem, ReMe, and memU, and the scenarios each one fits best.

2026-06-11
12 minute read
Hardware

Can AI Read a Motherboard? WD PR2100 HDMI, UART, and Backplane Interface Analysis

A case study of AI-assisted hardware function analysis using the WD PR2100 motherboard: how to break down the problem from photos, identify features, build an evidence chain, and turn J12, J7, and J50 interface guesses into testable validation steps.

2026-06-11
9 minute read
Development Tools

Codex Hooks Guide: Setup, Events, Privacy Checks, and Logging

Set up Codex Hooks for lifecycle events, prompt privacy checks, tool-call review, session logging, team rules, and validation before or after Codex actions.

2026-06-11
8 minute read
Security Updates

How to Handle the HTTP/2 Bomb Vulnerability: Impact and Mitigation for CVE-2026-49975

A defensive overview of HTTP/2 Bomb (CVE-2026-49975): how HPACK amplification and HTTP/2 flow-control stalling can exhaust memory, what server-side implementations may be affected, and how to mitigate exposure.

2026-06-11
6 minute read
AI Tools

What Is OpenTalking? An Open-Source Framework for Getting AI Digital Human Conversations Running

A practical overview of datascale-ai/opentalking: not a single digital human model, but a real-time digital human conversation framework that connects front-end interaction, LLM, TTS, STT, WebRTC, avatar assets, and pluggable inference backends.

2026-06-11
12 minute read
AI Industry

Analyzing Financial Statements with Claude Fable 5: Apple’s 2025 Form 10-K

Use Apple’s 2025 Form 10-K to demonstrate financial-data extraction, source-linked evidence, counter-hypotheses, and manual review with Claude Fable 5—without treating AI output as investment advice.

2026-06-10
6 minute read
Operations

Fix Antimalware Service Executable High CPU Without Disabling Defender

Fix Antimalware Service Executable high CPU safely by finding scan triggers, rescheduling scans, and limiting Defender exclusions to trusted folders.

2026-06-10
9 minute read
AI Tools

Claude Usage Limits: 5-Hour Reset, Weekly Cap, and Claude Code

Learn how Claude's rolling 5-hour usage limit and weekly cap work, why Claude Code consumes quota faster, and where to check your actual reset time.

2026-06-10
16 minute read
Technical Docs

Claude Fable 5 Prompting Guide: Long Tasks, Agents, and Effort Settings

Learn how to prompt Claude Fable 5 for long tasks and agent workflows, including effort settings, progress checks, boundaries, sub-agents, and migration notes.

2026-06-10
10 minute read
AI Tools

Reading the Claude Fable 5 Product Page: Built for Long Tasks, Agents, and Hard Coding Work

A practical reading of Anthropic's Claude Fable 5 product page, covering use cases, API access, pricing, safety fallback, 30-day data retention, and enterprise considerations.

2026-06-10
6 minute read
AI Industry

Claude Fable 5 and Mythos 5 Released: Anthropic Brings Mythos-Class Capabilities to Regular Users

A concise overview of Anthropic's Claude Fable 5 and Claude Mythos 5 release: capability positioning, safety routing, restricted access, data retention, pricing, and subscription availability.

2026-06-10
28 minute read
AI Tools

MinerU PDF Parser Tutorial: Convert Documents to Markdown and JSON

Use MinerU to parse PDFs, Office files, scans, tables, formulas, and images into Markdown or JSON for RAG, knowledge bases, and document AI workflows.

2026-06-07
13 minute read
Development Tools

Understand Anything Detailed Guide: Installation, Commands, Dashboard, and Knowledge Graph Workflow

A practical guide to Understand Anything, covering installation, common commands, Dashboard usage, and typical workflows for understanding unfamiliar codebases with knowledge graphs.

2026-06-07
9 minute read
AI Tools

academic-research-skills Tutorial: Installation, Literature Review, Citation Checks, and Uninstall

Install academic-research-skills in Claude Code, run a small literature review, verify citations and output files, troubleshoot missing plugins and shell-hook errors, and uninstall safely.

2026-06-06
5 minute read
Development Tools

Agent-Reach Installation and Troubleshooting: Add Web and Multi-Platform Search to Claude Code and Codex

Configure web, GitHub, YouTube, Bilibili, and other data channels for command-line agents, starting with a safe preview, installation, doctor checks, and login-risk controls.

2026-06-06
4 minute read
AI Tools

career-ops Tutorial: Manage a Job Search with Codex or Claude Code

Install career-ops, configure a truthful CV, target roles, and company list, then use Codex or Claude Code for role evaluation, CV tailoring, PDF generation, and application tracking.

2026-06-06
5 minute read
AI Tools

Self-Hosting Open Notebook: Docker Deployment, Model Setup, and Data Security

Self-host Open Notebook with Docker Compose, secure its encryption key and database credentials, configure cloud or local models, and validate the deployment through container status, logs, and test sources.

2026-06-06
4 minute read
Development Tools

Headroom Setup Guide: Compress AI Agent Context and Token Use

Set up Headroom to compress AI agent context, logs, tool output, and RAG snippets for Claude Code, Codex, Cursor, and MCP while reducing token use.

2026-06-06
12 minute read
Operations

How to Install Joplin Server: Docker Compose Setup for Private Sync

A practical Docker Compose guide for deploying a private Joplin Server, covering PostgreSQL, APP_BASE_URL, admin initialization, user activation, client sync, HTTPS reverse proxy, and backups.

2026-06-05
13 minute read
AI Tools

Can Gemma 4 12B Run Locally? 16GB PC Trial and Getting Started Notes

A practical look at Google Gemma 4 12B: whether it can run locally on a 16GB machine, whether beginners should try LM Studio, Ollama, or Google AI Edge Gallery, and how local multimodal models differ from cloud models.

2026-06-05
11 minute read
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