A practical guide to NVIDIA Qwen3.6-35B-A3B-NVFP4 covering FP4/NVFP4 quantization, model origin, vLLM deployment, hardware requirements, benchmark notes, and usage limits.
A practical guide to deploying Syncthing with Docker: start the container with Docker Compose or docker run, map configuration and sync directories correctly, and handle ports, firewalls, PUID/PGID permissions, and Web UI security.
A practical guide to Syncthing based on the official documentation: device IDs, folder sharing, folder types, firewall ports, ignore rules, file versioning, security boundaries, and what to watch for when syncing between NAS, Windows, and Android devices.
Compare Obsidian and Joplin across open-source status, data storage, sync cost, plugin ecosystem, web clipping, and ideal users to choose the Markdown notes app that fits you best.
A comparison of four mobile GUI agent projects: MobiAgent, Mobile-Agent, Mobilerun, and mobile-use, covering basic information, functional focus, strengths, weaknesses, and suitable use cases.
A practical RTK guide explaining how the Rust CLI proxy compresses ls, cat, grep, git, test, Docker, and Kubernetes output to reduce token usage for AI coding agents.
A practical breakdown of Codex Goal / Persistent Goals: how to keep an AI Agent working toward clear completion criteria instead of stopping too early during migrations, refactors, and test fixes.
A look at Ollama Launch support for Codex App: using ollama launch codex-app to connect Codex App to local or cloud models, bringing local LLMs from chat into AI coding agent workflows.
A concise look at facebookresearch/WavFlow: its positioning, method, installation, inference entry point, training flow, and usage limits. WavFlow tries to bypass latent compression and generate synchronized high-fidelity audio from video and text directly in raw waveform space.
A concise look at Meituan LongCat's LongCat-Video-Avatar-1.5 on Hugging Face: an audio-driven avatar video model supporting AT2V, ATI2V, video continuation, single- and multi-person audio input, distilled inference, and INT8 quantization.
A concise look at Yeachan-Heo/oh-my-codex: its positioning, installation flow, core workflows, skills and agents, plugin shape, platform boundaries, and practical usage notes. It is not a Codex replacement, but a workflow, state, and runtime-check layer for Codex CLI.
A look at GitHub's open-source Spec Kit: how it uses specs, plans, tasks, and implementation phases to pull AI coding back from casual vibe coding into an auditable, traceable, reusable engineering workflow.
Using the official Qwen3.6-35B-A3B weights as the baseline, this guide covers GGUF quantization, llama.cpp startup options, VRAM checks, vision projection files, and verification through an OpenAI-compatible API.
A comparison of browser-harness, Playwright, and Puppeteer across positioning, browser support, auto-waiting, contexts, tooling, and suitable scenarios.
Use CLIProxyAPI Management Center to manage configuration, OAuth credentials, logs, and quotas. Learn when the built-in /management.html UI is enough.
Set up CLIProxyAPI as a self-hosted gateway for Codex, Claude Code, Gemini CLI, OAuth accounts, and OpenAI-, Claude-, and Gemini-compatible endpoints.
Using the Codex configuration reference and the DeepSeek API and CC Switch documentation, this guide explains Responses versus Chat Completions and verifies local routing and OpenRouter Responses Beta.
Above 4G Decoding lets 64-bit systems map PCIe MMIO above 4GB. Learn when to enable it for GPUs, NAS, HBA cards, and multi-device systems.
Install and index a repository with CodeGraph, a local code knowledge graph for Claude Code, Codex, Cursor, and OpenCode, with use cases and limitations.
Install and configure oh-my-pi, an AI coding agent with terminal and editor workflows, LSP-aware edits, debugger tools, subagents, and multiple models.
A defensive summary of the full vulnerability names covered by poc-lab and how public PoCs can support patch verification for Chrome, NGINX, Dirty Frag, Fragnesia, and related high-severity issues.
A practical summary of CVE-2026-43494 / PinTheft: how a Linux RDS zerocopy reference-counting issue can combine with io_uring fixed buffers into a local privilege escalation chain, and how administrators can assess prerequisites, reduce exposure, and wait for distribution fixes.
A look at recent public information on CXMT and YMTC's IPO progress: CXMT's STAR Market review has resumed and is expected to enter a listing committee meeting, while YMTC has completed IPO tutoring filing. China's DRAM and NAND lines are both moving toward the capital market.
Set up Graphify to turn code, schemas, docs, PDFs, and media into a queryable knowledge graph for Claude Code, Codex, Cursor, and Gemini CLI.
A practical summary of Microsoft's guidance on Windows Secure Boot certificate expiration and the 2023 CA update: 2011 certificates begin expiring in 2026, and devices need Windows, firmware, or OEM updates to move to the new certificates and keep receiving future Secure Boot protections.
A practical guide to free or low-friction ways to use Gemini 3.5 Flash and Gemini Omni: Gemini app, Google AI Studio, free API key, Gemini CLI, Google Flow, and the main limits to watch.
A practical impact summary of four recent Linux local privilege escalation or sensitive information disclosure risks: Copy Fail, Dirty Frag, Fragnesia, and ssh-keysign-pwn, with a focus on servers, containers, CI, multi-tenant systems, and operational response.
An introduction to rohitg00/agentmemory, a persistent memory system for AI coding agents that supports Claude Code, Codex CLI, Cursor, Gemini CLI, MCP, hooks, and local context sharing.
What CloakBrowser changes for Playwright and Puppeteer: its custom Chromium build, browser-environment testing use cases, and compliance boundaries for automation.
A survey of mainstream PPT generation Skills, organized by HTML presentations, native PPTX, AI image workflows, MCP protocols, and integrated design platforms.
Install Open Design through the desktop app, Docker, or source code; connect Codex or Claude Code; validate the first editable HTML prototype; and troubleshoot PATH, port, permission, and recovery issues.
Scientific Agent Skills is an open source Agent Skills collection maintained by K-Dense-AI. It targets research, engineering, data analysis, finance, and writing tasks by packaging scientific databases, Python packages, analysis workflows, and scientific writing capabilities as skills callable by AI Agents.
A RuView WiFi sensing guide covering ESP32-S3 CSI, presence detection, breathing and heart-rate experiments, edge sensing, privacy-friendly spatial sensing, and current beta limitations.
An official-source guide to Gemini 3.5 features, available models, Computer Use, Flash-Lite, Flash Cyber, Gemini Spark, and the current status of 3.5 Pro.
A practical review of ssh-keysign-pwn (CVE-2026-46333): impact, root cause, patch status, temporary mitigations, and operations guidance for a Linux kernel ptrace access-check race that may expose SSH host private keys and /etc/shadow.
Use Codex from an iPhone or Android phone through ChatGPT mobile. Connect your Mac, monitor tasks, approve actions, review diffs, and fix pairing issues.
A practical guide to running Android apps on Ubuntu 26.04 LTS with Waydroid, including setup commands, APK installation, multi-window mode, Google Play trade-offs, common issues, and suitable use cases.
A practical summary of Nginx Rift / CVE-2026-42945: it affects ngx_http_rewrite_module and can be triggered by unauthenticated requests under specific rewrite configurations, potentially restarting workers; code execution is possible when ASLR is disabled.
Based on the tinyhumansai/openhuman README and official site, this article summarizes OpenHuman's positioning, installation, memory system, third-party integrations, TokenJuice compression, privacy design, and target users.
Set up Ghostty with installation steps, configuration files, keybindings, themes, fonts, and shell integration, then decide whether it fits your daily terminal workflow.
A look at NanmiCoder/cc-haha: its positioning, desktop workbench, Computer Use, multi-model setup, H5 remote access, installation flow, and risk boundaries.
A comparison of the /goal command in Codex CLI and Claude Code: both target long-running tasks and completion conditions, but they differ in availability, setup, evaluation, and best-fit workflows.
CCX is an AI API proxy and protocol-conversion gateway for Claude Messages, OpenAI Chat, OpenAI Images, Codex Responses, and Gemini. This article explains its positioning, deployment, endpoints, channel orchestration, environment variables, and operational cautions.
CodexBridge wraps Codex CLI/SDK as an OpenAI-compatible chat API, allowing OpenWebUI, Cherry Studio, curl, and other clients to call local Codex through /v1/chat/completions. This article explains its use cases, deployment, sessions, multimodal input, structured output, and common configuration.
Can Sulphur 2 run on 8GB VRAM? This LTX 2.3 guide covers realistic local text-to-video and image-to-video workflows, tool choices, and memory limits.
ds4 is a local DeepSeek V4 Flash inference engine written by Antirez for Apple Silicon, with CLI, HTTP server, and basic agent capabilities.
Should you use two GPUs with llama.cpp? Compare 2x16GB vs 1x32GB, layer and tensor split modes, VRAM offload, PCIe limits, and NVLink performance.
Distinguish normal Claude and Claude Code usage limits, subscription or authorization errors, and account suspension, then follow Anthropic's official troubleshooting and appeal steps.
A practical guide to Dirty Frag CVE-2026-43284, including affected Linux attack paths, CVE-2026-43500 / rxrpc risk, interim mitigations, patch priority, and post-compromise checks.
A practical guide to tools, algorithmic signals, and review workflows for detecting text generated by Claude 4 and other modern LLMs, with the reminder that AI detection is only probabilistic evidence.