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

Tags

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
Operations

HC620 SMR Drive Turns Read-Only After Btrfs Fills Up: Safe Space Recovery and Troubleshooting

Learn how to preserve logs, distinguish ENOSPC from I/O errors, safely free space, use balance cautiously, and verify recovery when Btrfs zoned on an HC620 Host-Managed SMR drive becomes read-only after filling up.

2026-08-16
22 minute read
Operations

Incrementally Sync Two Large Directories with rsync: Resume and Verification Guide

Learn how to incrementally copy two large directories with rsync, preview changes safely, resume interrupted transfers, keep logs, and verify files, checksums, permissions, ACLs, and extended attributes.

2026-08-09
20 minute read
Operations

tmux Keyboard Shortcuts: Windows, Panes, Sessions, and Scrollback

A practical tmux reference covering the Ctrl+b prefix, windows, panes, sessions, scrollback, configuration, automation commands, and troubleshooting.

2026-08-07
12 minute read
AI Tools

Dreamina Launches Seedance 2.5 Globally: 30-Second Video, Reference Control, and Pro Editing Guide

A practical guide to Seedance 2.5 in Dreamina, covering 30-second audio-video generation, reference understanding, white-model control, green-screen editing, prompts, and evaluation.

2026-08-01
11 minute read
Development Tools

GPT Transcribe vs. GPT Live Transcribe: File and Realtime Speech-to-Text Guide

Compare GPT Transcribe and GPT Live Transcribe in file, Realtime, and low-latency stream transcription methods, and introduce context, keywords, multilingual prompts, and production deployment considerations.

2026-07-31
9 minute read
Development Tools

OpenAI Terraform Provider 1.0 tutorial: Managing API Platform with IaC

Introduction to OpenAI's official Terraform Provider 1.0 installation, project and permission configuration, service account and certificate management, rate limits, resource import, and configuration drift detection.

2026-07-31
9 minute read
Development Tools

Codex Windows installation and troubleshooting: native PowerShell, WSL, sandbox permissions and path issues

Compares how the Codex CLI is used with Windows native PowerShell versus WSL, covering installation logins, Git credentials, working directories, CRLF, environment variables, sandbox approvals, and common permission errors.

2026-07-29
15 minute read
Development Tools

Claude Code Review and GitHub Actions: Automate PR review, permission configuration, and cost control

Use Claude Code GitHub Actions to automatically review Pull Requests, configure GitHub App, Secrets, least privileges, CLAUDE.md, path filtering, concurrent cancellation, and false positive acceptance.

2026-07-29
11 minute read
Development Tools

T3 Code Windows Tutorial: Use your mobile phone to remotely control Codex, Claude Code and OpenCode

Install T3 Code on Windows to control native Codex, Claude Code, Cursor, and OpenCode from the web, desktop, and mobile, and handle authentication, remote access, firewalls, session synchronization, and security risks.

2026-07-29
14 minute read
Operations

Buzz Self-Hosted Tutorial: Set up a private Agent workspace for Codex, Claude Code and the team

Deploy Block Buzz on VPS, understand the relationship between Nostr Relay, PostgreSQL, Redis and object storage, and configure domain name, TLS, Agent identity, backup, monitoring and public network security.

2026-07-29
11 minute read
Development Tools

Alibaba OpenCodeReview Tutorial: Local AI Code Review, GitHub Actions, and Claude Code Integration

Install OpenCodeReview on Windows, configure a compatible model, review Git diffs or full files, and integrate it with Claude Code, Codex, and CI, with guidance on false positives, cost, and permissions.

2026-07-29
15 minute read
AI Industry

Kimi K3 vs. Claude and GPT-5.6: Open Weights, Benchmarks, and License Terms

Download and deploy the Kimi K3 open weights while evaluating its 2.8T parameters, 1.42 TiB footprint, MXFP4 format, hardware requirements, license terms, and benchmark results.

2026-07-28
15 minute read
Development Tools

LiveKit Voice AI Phone Agent: SIP, Interruptions, Human Handoff, and Call Logs

Build a LiveKit Voice AI phone agent with AgentSession, SIP trunks, inbound dispatch, interruption handling, DTMF, human handoff, call logs, testing, and compliance controls.

2026-07-28
11 minute read
AI Tools

Wan 2.2 Local Deployment: ComfyUI, VRAM Sizing, and Video Generation Troubleshooting

Deploy Wan 2.2 locally with ComfyUI or Diffusers, select the right model, prepare CUDA and VRAM, download weights, validate output, and diagnose common failures.

2026-07-28
12 minute read
AI Tools

Veo 3.1 API Video Generation: First and Last Frames, References, 4K, and Polling

Generate videos with the Veo 3.1 Gemini API using text, first and last frames, reference images, extensions, 4K settings, long-running operation polling, and secure downloads.

2026-07-28
10 minute read
Development Tools

World Monitor Self-Hosting Guide: Docker, Ollama, PMTiles, and Offline Intelligence

Self-host World Monitor from source or Docker, connect Ollama, serve offline PMTiles, audit external data dependencies, configure caching, and troubleshoot deployment failures.

2026-07-28
17 minute read
AI Tools

How to Use Awesome Claude Skills: Choose, Install, and Audit 1,000+ Skills

Introduces how to use Awesome Claude Skills, demonstrates how to filter and install from 1000+ Skills and Plugins, and checks scripts, permissions, keys, and cross-client compatibility.

2026-07-26
11 minute read
AI Tools

Voicebox on Windows: Local Voice Cloning, Qwen3-TTS, Whisper, and MCP

Install Voicebox locally on Windows, configure voice cloning, Qwen3-TTS, Whisper voice input, and MCP, and troubleshoot for CUDA, model download, and VRAM issues.

2026-07-26
11 minute read
AI Tools

How to Learn AI Engineering from Scratch: 503 Lessons, 20 Stages and Skills Installation Guide

Introducing AI Engineering from Scratch’s 20-stage learning path, 503 lessons, how to run it locally, and how to install companion Skills in Codex, Claude Code, and Cursor.

2026-07-26
14 minute read
Operations

Two Btrfs Zoned Failures on an HC620: Deadlock, Read-Only Remount, and Kernel Troubleshooting

A detailed investigation of a Btrfs cleaner deadlock and a transaction abort that forced an HC620 read-only on Ubuntu 26.04 with Linux 7.0.0-28, including logs, recovery commands, data verification, and kernel test plans.

2026-07-24
21 minute read
AI Tools

Run Bonsai Locally on Windows: 1-bit Models, Vision, and MCP Tool Calls

Run Bonsai 1-bit and ternary models on Windows, choose a model size, use vision and MCP tools, and understand memory, speed, and quality tradeoffs.

2026-07-24
7 minute read
Development Tools

Pi Web on Windows: Manage Pi Coding Agent Sessions, Models, and Worktrees

Install Pi Web on Windows and configure its proxy and port while learning how to manage Pi Coding Agent sessions, models, Skills, project files, and Git worktrees.

2026-07-24
8 minute read
AI Tools

OmniRoute Tutorial: Building a local AI API gateway and automatic switching of multiple models

Introduces the installation and configuration of OmniRoute local AI gateway, covering OpenAI compatible interface, Provider access, auto model routing, failback, Docker deployment and MCP security.

2026-07-22
14 minute read
Development Tools

code-review-graph Tutorial: PR Impact Analysis and Incremental CI Graphs for Codex and Claude Code

Install code-review-graph to use Tree-sitter and local SQLite for PR impact-radius analysis, test-gap detection, and compact Codex/Claude Code context, then integrate safe incremental graph builds into GitHub Actions.

2026-07-22
10 minute read
Hardware

Is the CMP 170HX 80GB Memory Unlock Reliable? AI Mining GPU Buying Risks and Checklist

The CMP 170HX can reportedly unlock compute, PCIe, and HBM limits, but its 40GB, 64GB, and 80GB modes still lack long-term stability testing.

2026-07-22
7 minute read
Technical Docs

Kimi K3 API Quickstart: Python, Streaming, Vision, and Tool Calls

Learn how to call the Kimi K3 API with Python and cURL, including reasoning effort, streaming, vision input, structured output, tool calls, and 1M-context limits.

2026-07-18
8 minute read
Development Tools

How to run Grok Build locally after it is open source: Tutorial on connecting to MCP, Skills and Plugins

This article introduces how the open source Grok Build can be installed locally on Windows, macOS, and Linux, and is connected to MCP, Skills, Plugins, and compatible Claude Code extensions.

2026-07-18
8 minute read
AI Tools

What are Grok Automations: What are the differences from ChatGPT Tasks and Claude scheduled tasks?

Compare the triggering methods, running environment, tool permissions and applicable scenarios of Grok Automations, ChatGPT Tasks and Claude scheduled tasks to explain how to choose.

2026-07-18
7 minute read
AI Tools

Deploy Ollama with OpenClaw Locally: Models, Ports, Permissions, and Memory Troubleshooting

Connect Ollama to OpenClaw through the native API, validate the model and network boundary, restrict tool permissions, and troubleshoot memory plugins.

2026-07-15
5 minute read
Development Tools

Archify Architecture Diagram Skill Tutorial: Installation, Repository Analysis, Validation, and Troubleshooting

Use Archify with Codex CLI, Claude Code, and other agents to generate verifiable architecture, workflow, sequence, data-flow, and lifecycle diagrams, including installation, repository analysis, JSON IR, HTML/SVG delivery, and troubleshooting.

2026-07-15
10 minute read
AI Tools

GPT-Live: How to Enable ChatGPT Voice, Choose a Mode, and Check Limits

Learn how to enable GPT-Live in ChatGPT Voice, check plan availability, choose Instant, Medium, or High, and understand its current feature limits.

2026-07-12
5 minute read
Development Tools

Local large model API for Codex usage tutorial: Ollama, LM Studio and vLLM

Introduce how to make Codex use local large models: first use Codex OSS mode to connect to Ollama or LM Studio; and explain the advanced base URL configuration, verification steps and common limitations of OpenAI compatible APIs such as vLLM.

2026-07-11
13 minute read
AI Industry

GPT-5.6 Sol vs Terra vs Luna: Prices, Differences, and Best Uses

Compare GPT-5.6 Sol, Terra, and Luna prices, capabilities, speed, and best uses. See which model fits coding, daily work, and high-volume API tasks.

2026-07-10
6 minute read
Development Tools

How to Make Claude Code Less Verbose: Shorter, More Engineering-Style Reports

A practical guide to reducing verbose Claude Code output: use temporary prompts, CLAUDE.md, output styles, custom slash commands, and output format rules so replies lead with results, validation, and risks.

2026-07-10
6 minute read
AI Tools

Common Errors When Connecting Codex to Ollama Local Models: Tutorial, Troubleshooting, and FAQ

A practical guide to connecting Codex to Ollama local models, covering setup checks, connection errors, model names, context limits, poor output quality, Windows/WSL networking, and FAQ.

2026-07-08
8 minute read
AI Tools

How Claude Code Manages Memory Across Multiple Projects: Team Practices for CLAUDE.md, Memory, and Hooks

A team-oriented guide to managing Claude Code memory across projects: how to split repository rules into CLAUDE.md, keep long-term preferences in Memory, and automate repeat checks with Hooks.

2026-07-08
6 minute read
AI Tools

ai-job-search: Use Claude Code to Manage Job Search, Rank Roles, Tailor CVs, and Write Cover Letters

ai-job-search is an open-source Claude Code workflow for building a candidate profile, searching jobs, scoring fit, tailoring CVs and cover letters, and checking ATS readability.

2026-07-08
4 minute read
Technical Docs

Windows 11 26H2 New Features: What Regular Users Will Notice and Whether to Upgrade Now

Windows 11 26H2 has entered the Insider Experimental preview track. This guide explains the visible changes, upgrade path, and whether regular users should try it now.

2026-07-07
4 minute read
AI Tools

herdr AI Agent Multiplexer: Install, Manage Agents, and Use Remote Mode

Learn what herdr is and how it manages Claude Code, Codex, OpenCode, and other AI agents with terminal panes, detach, remote mode, and a socket API.

2026-07-06
6 minute read
AI Tools

Meetily: a local-first open-source AI meeting assistant

Meetily is a local-first open-source AI meeting assistant with real-time transcription, meeting summaries, Whisper/Parakeet, local storage, Ollama, and OpenAI-compatible endpoints.

2026-07-06
16 minute read
AI Tools

codex-plugin-cc: Use Codex inside Claude Code for reviews and task handoff

A practical guide to openai/codex-plugin-cc: install the Codex plugin in Claude Code, run /codex:review, /codex:rescue, /codex:transfer, and manage background tasks.

2026-07-06
6 minute read
AI Tools

caveman: make Claude Code, Codex, and more agents say less fluff

An introduction to JuliusBrussee/caveman: positioning, installation, compression levels, commands, benchmarks, MCP middleware, OpenClaw integration, and practical boundaries.

2026-07-03
7 minute read
AI Tools

Vibe-Trading Setup Guide: AI Trading Research, Backtesting, and MCP

Install Vibe-Trading for AI-assisted market research, strategy backtesting, Shadow Account analysis, and MCP tools, with practical security limits.

2026-07-03
9 minute read
Security Updates

Strix Introduction: Using AI Agents for Automated Penetration Testing and Vulnerability Remediation

An introduction to usestrix/strix, covering its positioning, core capabilities, installation and configuration, scan commands, CI/CD integration, and practical boundaries for using this AI penetration testing tool.

2026-07-02
14 minute read
AI Tools

Agency-agents in detail: Putting an entire team of AI experts into development tools

Detailed introduction to the positioning, installation method, adaptation tools, and usage process of msitarzewski/agency-agents, and keep a complete introduction table of Agent functions.

2026-07-02
22 minute read
Development Tools

Introduction to exercises-dataset: How to install and use the 1324 fitness action data set

Introduce the data content, installation method, offline browsing, JSON reading, database import and API access process of hasaneyldrm/exercises-dataset, and remind you of the differences between media resources and fields.

2026-07-02
10 minute read
AI Industry

How to Choose Anthropic’s Current Claude Models: Fable, Opus, Sonnet, and Haiku Compared

A comparison of Anthropic’s current Claude Fable 5, Opus 4.8, Sonnet 5, Haiku 4.5, and Mythos 5 by positioning, price, context, latency, and use case.

2026-07-02
28 minute read
AI Industry

Claude Fable 5 Returns Globally: How Anthropic Addressed the Model Jailbreak Controversy

Anthropic has restored global access to Claude Fable 5 and detailed a new safety classifier, a four-part jailbreak severity framework, and expanded cooperation with the US government.

2026-07-01
6 minute read
AI Tools

Claude Code reportedly hides a signal in requests: one apostrophe can mark your environment

A plain-language breakdown of the Claude Code request watermark controversy: how it may inspect ANTHROPIC_BASE_URL, timezone, and domain lists, then hide the result inside a date sentence.

2026-07-01
11 minute read
Development Tools

Codex vs PowerShell: What the powershell-safe-invocation Skill Solves

Starting from a screenshot of Codex repeatedly fixing a PowerShell script, this article explains practical rules for safer PowerShell invocation, file writing, and argument passing on Windows.

2026-07-01
7 minute read
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