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.
A summary of Google's May 2026 Gemini Intelligence on Android announcement: multi-step automation, smarter Chrome browsing, Autofill, Rambler, natural-language widgets, and Android's shift toward a proactive AI system.
A look at OpenAI's May 14, 2026 Codex update: remote access to long-running Codex tasks from ChatGPT mobile, and Codex access tokens for Enterprise workspaces.
A summary of Anthropic’s May 2026 essay “2028: Two scenarios for global AI leadership”: how it frames US-China AI competition, compute advantage, export controls, distillation attacks, and two possible 2028 futures.
A beginner-friendly review of how LLM architecture evolved from 2023 to 2026: what tokenizers, positional encoding, attention, MoE, normalization, and activation functions solve, and why most changes focus on efficiency, long context, and inference cost.
A summary of why Codex usage limits sometimes reset without warning, the historical context, how users can interpret these resets, and sources such as Tibo's posts, OpenAI Status, GitHub issues, and community discussions.
datawhalechina/easy-vibe is an open source learning project for Vibe Coding beginners. Through tutorials, exercises, and an advanced path, it connects AI coding, RAG, terminal tools, Claude Code, MCP, Skills, and Agent Teams into an easier starting route.
anthropics/financial-services is a reference project from Anthropic for the financial services industry. It provides examples of Agents, Plugins, Skills, and MCP connectors for workflows such as investment banking, research, private equity, wealth management, fund operations, and KYC.
DeepSeek-TUI is a terminal coding agent project for DeepSeek V4. It provides a TUI, tool calling, Auto mode, sub-agents, sandboxing, and a persistent task queue for developers who want to use DeepSeek for coding tasks from the command line.
AI training and inference do not just consume GPUs. They also keep producing checkpoints, training data, logs, and audit records. Massive cold data is making hard drives a key layer of data center storage again.
A timeline-based overview of AI Agent evolution from 2022 to 2026: from the ChatGPT chat box to tool calling, engineered workflows, Computer Use, MCP, Skills, and persistent digital workers.
A practical overview of Codex mobile remote access: requirements, setup, remote controls, limitations, troubleshooting, and when it is useful for following Codex coding tasks from the ChatGPT mobile app.
A practical guide to ChatGPT File Library: what it stores, storage limits by plan, file limits, deletion and download behavior, Temporary Chat exceptions, and privacy considerations.
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 summary of the U.S. Commerce Department's approval for about 10 Chinese companies to buy Nvidia H200 chips: approved buyers, purchase limits, Lenovo's confirmation, pending delivery, and remaining policy variables on both sides.
A practical overview of common PCB anti-copy strategies: chip marking removal, potting, multilayer PCBs, blind and buried vias, security chips, uncommon parts, parasitic parameters, and decoy circuits.
A practical guide to API key leaks in the age of AI coding: why .env files, config files, and frontend code often expose secrets on GitHub, and what to do after a leak.
A concise look at the latest leaks around Gemini 3.5 Pro, Gemini Spark, and Google's AI coding products: model capability is still catching up, Agent entry points are getting more aggressive, and coding tools are becoming a key battlefield for major model companies.
A practical walkthrough for connecting Claude Code to local Ollama models through CC Switch: it keeps Claude Code's agent workflow while moving inference to a local model, with clear limits around long context, large repositories, and multimodal compatibility.
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.
Based on the official Ghostty documentation, this article summarizes its positioning, installation paths, configuration files, keybindings, themes, fonts, and Shell integration to help you decide whether it is worth replacing your current terminal.
A comparison of Dirty Frag CVE-2026-43284, Copy Fail CVE-2026-31431, and Fragnesia CVE-2026-46300. All three point to page-cache writes and local privilege escalation, but their entry points, modules, mitigations, and operational priorities differ.
A concise look at Fragnesia (CVE-2026-46300), a Linux kernel local privilege escalation flaw related to the Dirty Frag attack surface. The issue sits around XFRM ESP-in-TCP and shared page-fragment handling, with the risk of modifying read-only files through the page cache and gaining a root shell.
A workforce-disruption view of the industries and roles most affected by current large language models: customer support, administration, marketing, software, finance, law, education, media, consulting, medical documentation, and R&D support.
A summary of web-video-presentation from ConardLi/garden-skills: turn articles or scripts into click-driven 16:9 web presentations using Vite, React, TypeScript, theme tokens, chapter-by-chapter development, and hard checkpoints.
A summary of w512/Prompt-Vault: Bubble Sort visualization, todo list, sorting visualization, Kanban board, and Tauri Markdown editor prompts organized by difficulty for testing AI coding agents.
A practical view of Token Efficiency in AI coding: DeepSeek V4 Pro / Flash positioning, big models for planning and consultation, small models for execution, plus context budgets, DAG orchestration, task replicas, evaluation, and atomic business workflows.
A summary of obra/superpowers: positioning, installation targets, base workflow, skills library, and boundaries. It combines brainstorming, planning, TDD, code review, worktrees, and subagents into a coding-agent methodology.
A practical look at PTM7950 and PTM7950SP market confusion: 0.2 mm vs 0.25 mm, origin, black spots, color, COA, and authorization cannot alone prove authenticity or quality. Buyers should focus on batch traceability, testing, quality control, and after-sales support.
A summary of Matt Pocock's skills repository: use grill-me, grill-with-docs, TDD, diagnose, and architecture review to bring AI coding back to requirement clarity, domain language, test feedback, and long-term maintainability.
A practical summary of OpenAI's GPT-5.5 prompting guide: shorter outcome-first prompts, reasoning effort, preambles and phase, retrieval budgets, validation rules, and what to remove first when migrating old prompts.
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.
A concise reading of Jensen Huang's CMU speech: young people may need to relearn hardship, traditional career paths are changing, and the hard problems of the AI era will be harder than they first appear.
A practical walkthrough of connecting Claude to Fusion 360: enabling the API/MCP service, connecting the port, letting AI analyze a gear structure, and converting a screw-mounted planetary gear into a bearing-based design.
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.
Many computer terms sound impressive, but they often describe very simple things. This article explains common terms such as TTS, STT, API, SDK, CRUD, Cache, Queue, Embedding, RAG, and Agent in plain language.
Sulphur 2 is a video generation model from SulphurAI based on LTX 2.3. It supports text-to-video, image-to-video, and multiple LTX 2.3 workflows. This article covers local entry points, 8GB VRAM feasibility, tool choices, and common failure causes.
ds4 is a local DeepSeek V4 Flash inference engine written by Antirez for Apple Silicon, with CLI, HTTP server, and basic agent capabilities.
A look at the cost logic behind AI coding tools: why Claude Code, OpenClaw, Superpowers, and similar agent tools consume so many tokens, and why DeepSeek V4's long context and low cache pricing make it a key cost saver.
A structured copy of ProgramBench's public leaderboard, extended results, and 200 task records, preserving model scores, costs, call counts, test counts, and best scores.
A concise explanation of ProgramBench, its 0% result, and what it really means for AI Coding: today's models cannot yet rebuild complete software from scratch, but full software engineering has now become a benchmarkable target.
Based on official OpenAI documentation, this article compares GPT-5.5, GPT-5.4, and GPT-5.3-Codex in terms of use cases, credit consumption, Codex usage, and practical differences across common scenarios such as site rewriting, translation, Q&A, coding, and automation.
A practical guide to choosing AI coding tools and model plans: light users should prioritize convenience, mid-level users should focus on value, and heavy users should decouple models from tools to avoid being locked into a single ecosystem.
A concise look at the controversy around Chrome silently downloading the roughly 4GB Gemini Nano local AI model, including file locations, affected platforms, Google's response, and how users can check and disable it.
A practical look at llama.cpp multi-GPU offload performance: dual GPUs are not always faster when one card can fit the model, but they can help a lot when a single 16GB card would fall back to CPU offload. Also covers V100 PCIe and NVLink differences.
A summary of Anthropic's May 2026 increase to Claude Code and Claude API limits, and what its SpaceX compute partnership means for Claude Pro, Max, Team, and enterprise users.
A concise look at OpenAI's May 2026 Realtime API voice models, including GPT-Realtime-2, GPT-Realtime-Translate, and GPT-Realtime-Whisper: capabilities, use cases, pricing, and developer impact.