A troubleshooting note for Codex Goal showing Failed to set goal: check the goals switch in ~/.codex/config.toml, restart the app, and rebuild ~/.codex after backing up the configuration if needed.
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.
Test Qwen3.6 35B-A3B GGUF on an RTX 3060 12GB with llama.cpp. See --n-cpu-moe starting values, Q4 choices, KV cache tuning, and limits.
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.
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.
Fix Codex DeepSeek setup errors by using a local gateway or OpenRouter BYOK, and understand why base_url alone can fail with Responses vs Chat Completions.
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.
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.
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.
Install and index a repository with CodeGraph, a local code knowledge graph for Claude Code, Codex, Cursor, and OpenCode, with use cases and limitations.
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.
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 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.
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 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.
What CloakBrowser changes for Playwright and Puppeteer: its custom Chromium build, browser-environment testing use cases, and compliance boundaries for automation.
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.
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.
Use wx-cli to search your own local WeChat chat history from the command line, export structured results for agents, and understand its privacy and access limits.
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.