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.
On an older PC with an RTX 3060 12GB, Ryzen 7 3700X, and 32GB RAM, newer llama.cpp builds, Qwen3.6-35B-A3B GGUF, and --n-cpu-moe can make a 35B MoE local model much more usable.
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.
CLI-Anything generates structured command-line interfaces for existing software, letting AI Agents use real software capabilities through REPLs, subcommands, and JSON output.
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.
A close look at Symphony, OpenAI's open-source Codex orchestration specification: how it turns the issue tracker into an AI Agent control plane and shifts teams from supervising individual Codex sessions to managing real software delivery work.
A practical look at the Qwen3.6-35B-A3B Uncensored GGUF build: quantization choices, VRAM needs, llama.cpp parameters, multimodal mmproj, OpenAI-compatible local API, and safety boundaries for uncensored models.
An explanation of the browser-harness domain skills mechanism: how site-specific experience from Amazon, GitHub, ArXiv, LinkedIn, Shopify, and other sites can become reusable knowledge for AI browser agents.
A comparison of browser-harness, Playwright, and Puppeteer across positioning, browser support, auto-waiting, contexts, tooling, and suitable scenarios.
An introduction to browser-use/browser-harness: what it is, how it works, where it fits, and why it emphasizes real Chrome, CDP, editable helpers, and domain skills.
An overview of router-for-me/Cli-Proxy-API-Management-Center: what it is, what it manages, and where its boundaries are. It is the web admin interface for CLIProxyAPI, covering configuration, credentials, logs, OAuth, and quota checks.
A look at router-for-me/CLIProxyAPI, what it is for, where it fits, and what to watch out for when using it: it wraps multiple CLI and OAuth account capabilities into OpenAI-, Gemini-, Claude-, and Codex-compatible APIs.
Learn how to connect Codex CLI to DeepSeek with a local gateway or OpenRouter BYOK, why changing only base_url can fail, and how Responses vs Chat Completions affects setup.
A practical look at Google Gemini 3.5 Flash from the perspective of product positioning, capability boundaries, cost, latency, multimodality, long context, and developer use cases.
An explanation of the BIOS option Above 4G Decoding, the historical 4GB address boundary, MMIO and BAR resource allocation, and its relationship with JMB585 expansion cards, NAS systems, multi-GPU setups, and Resizable BAR / SAM.
A practical checklist for troubleshooting PCIe expansion cards that make a motherboard freeze before BIOS with a blinking cursor, including disconnecting attached devices, disabling CSM and Option ROM, forcing PCIe Gen2, enabling Above 4G Decoding, and changing slots.
An explanation of the Linux kernel parameters pci=nomsi and pcie_aspm=off, including what they do, when to use them, their side effects, and how to configure them permanently on Ubuntu/Debian for JMB585, ASM1166, and similar PCIe SATA expansion cards.
Set up CodeGraph as a local code knowledge graph for Claude Code, Codex, Cursor, OpenCode, and other AI agents, with install steps, project indexing, use cases, and limits.
Learn how the official Claude Code plugin directory works, how to install plugins, what examples are worth trying, and what security boundaries to check first.
oh-my-pi is an AI Coding Agent that connects terminal, IDE, LSP, and debugger workflows. This guide covers installation commands, core features, four entry points, use cases, and limitations.
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 the key ideas, hardware requirements, llama.cpp parameters, and common pitfalls for running the Qwen3.6-35B-A3B multimodal GGUF model locally on an RTX 3070 8GB GPU.
A look at how OpenAI's general reasoning model overturned a long-standing conjecture in the planar unit distance problem, how mathematicians responded, and what this kind of AI research capability may mean for mathematics, human-AI collaboration, and automated discovery.
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.
Starting from four recent Linux kernel vulnerabilities, Copy Fail, Dirty Frag, Fragnesia, and ssh-keysign-pwn, this article explains why vulnerabilities seem to be appearing more suddenly and how AI-assisted vulnerability discovery, historical technical debt, kernel complexity, and performance optimizations are changing the speed of discovery.
An updated site index of GitHub AI projects, covering AI coding, Agent workflows, RAG knowledge bases, multimodal content, local models, automation, and AI application infrastructure.
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.
After Google I/O 2026, Gemini 3.5 Flash, Gemini Omni, Antigravity, and Google AI Ultra made the Gemini ecosystem much stronger. This article compares ChatGPT / GPT and Gemini subscriptions from the perspective of regular users, developers, creators, teams, and budgets.
A practical Graphify guide for turning code, database schemas, docs, PDFs, images, video, and audio into a queryable knowledge graph for Claude Code, Codex, Cursor, and Gemini CLI.
A summary of the major Google I/O 2026 announcements: Gemini 3.5 Flash, Gemini Omni, the agentic Gemini app, Antigravity 2.0, Gemini API Managed Agents, Google AI Studio, Search, Android AppFunctions, and Google's multi-device AI ecosystem.
An introduction to VectifyAI/PageIndex: a vectorless, reasoning-based RAG project for long documents. It uses a table-of-contents tree index and LLM tree search for context-aware retrieval, suitable for financial reports, regulatory filings, papers, legal documents, and technical manuals.
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.
An overview of Google DeepMind's Gemini Omni: a model for video creation and editing that supports natural-language multi-turn changes, image/text/video/audio references, physical and world knowledge, and access through Gemini, Google Flow, and YouTube Shorts.
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.
Google has released the Gemini 3.5 series, starting with Gemini 3.5 Flash, with an emphasis on agent workflows, coding, multimodal UI generation, enterprise automation, and the personal AI agent Gemini Spark.
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.
An introduction to bytedance/UI-TARS-desktop, an open source multimodal AI agent stack including Agent TARS and UI-TARS Desktop for terminal, browser, desktop GUI operations, and MCP tool integration.
An introduction to yikart/AiToEarn, an AI content marketing platform for creators, brands, and one-person companies, covering creation, cross-platform publishing, engagement, monetization, Web, OpenClaw, MCP, Docker, and source deployment.
An introduction to HKUDS/AI-Trader, an AI-agent trading platform that supports agent registration, trading signals, discussion, paper trading, copy trading, and multi-market access. This article is not investment advice.
An introduction to CloakHQ/CloakBrowser, a custom Chromium project for browser automation that provides Python, JavaScript, Docker, and Profile Manager workflows for compliant testing and agent scenarios that need more realistic browser behavior.
A practical guide to llama.cpp Windows prebuilt binaries: how to choose CUDA, Vulkan, HIP, and SYCL builds, run GGUF models, start multimodal vision models, and manage local models.
A survey of mainstream PPT generation Skills, organized by HTML presentations, native PPTX, AI image workflows, MCP protocols, and integrated design platforms.
A look at jackwener/wx-cli, a local WeChat data CLI: how its daemon architecture queries sessions, chat history, contacts, group members, Moments, official account articles, attachments, and statistics, while producing structured output that Claude Code, Cursor, Codex, and other agents can consume.
Open Design is an open-source AI design tool from nexu-io. This guide explains what it is, how it connects Claude Code/Codex/Cursor, what it can generate, how it differs from Claude Design/Figma, and how its local-first workflow works.
A comparison of DeepSeek-V4's CSA/HCA hybrid compressed attention with traditional MHA, GQA, and MLA, explaining why DeepSeek-V4 can greatly reduce KV Cache memory for 1M-token context.
A practical guide to Prompt Cache invalidation in Claude Code, explaining how model switching, MCP changes, CLAUDE.md edits, Skills, and idle time affect cache hits and token cost.
A practical comparison of Midjourney and Stable Diffusion across image quality, controllability, cost, hardware requirements, commercial workflows, and ideal users.