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DeepSeek V4 Now Connects Directly to Codex, Moving Risk From Protocol Translation to Configuration

DeepSeek V4 Codex integration now covers both V4 Flash and V4 Pro through a native Responses API. DeepSeek added Flash support on July 31, 2026, then extended the same path to the production V4 Pro re

Cursor Origin Moves Agents Into the Git Forge and Opens a New Front Against GitHub.

Cursor Origin began rolling out in early beta on August 17, 2026. It places repositories, pull requests, code browsing, and coding agents inside one surface. It does not yet replace GitHub's governanc

Muse Spark 1.2 Makes Meta’s AI Comeback a Model-and-Agent Systems Bet

Muse Spark 1.2 returned Meta to frontier-model competition on August 5, 2026. The more consequential move was launching Muse Code and training the model around its agent runtime. Artificial Analysis s

CC Switch 3.19.1 Changes Codex Model Routing: DeepSeek Direct, Kimi and GLM Through the Local Proxy

The part of a CC Switch guide that ages fastest is not the install command. It is the decision about which provider needs a local proxy. As of August 5, 2026, CC Switch 3.19.1 lets Codex connect direc

QM Agent Makes AI Work Multiplayer. Operators Still Own the Risk

QM agent is Y Combinator's July 2026 multiplayer harness for work; by August 4, its GitHub repository had about 9,700 stars. It gives each employee and project a scoped workspace, memory, keychain vie

Codex's Long-Running Agents Turn Autonomy Into an Operations Problem

A Codex long-running agent workflow succeeds when responsibility, state, wake conditions, acceptance criteria, and stopping boundaries remain visible and reviewable. OpenAI developer experience lead J

The Codex–ChatGPT Pro Workflow Makes Verification the Bottleneck

The Codex–ChatGPT Pro dual-agent workflow separates implementation from acceptance; it does not prove that one AI system is the strongest coding agent. Codex can hold the repository, requirements, per

Japan Turns Physical AI Into Industrial Policy, Shifting Competition to Data and Deployment

Japan's physical AI strategy entered an execution phase in 2026, with a national model program running through 2030. The government is funding factory-data preparation and robotics foundation models.

Jensen Huang's Five-Year AI Bubble Bet Depends on Bottlenecks Holding

The AI infrastructure bubble may stay contained while chips, power, and construction capacity remain scarce. In July 2026, NVIDIA CEO Jensen Huang told Axios that a bubble was highly unlikely within f

Firecrawl Handles the Messy Web, but Production Teams Still Own Compliance

Firecrawl gives AI agents a programmable web-context layer for search, extraction, crawling, document parsing, and browser interaction. It can remove a large amount of scraping glue code, but it does

Free up your token limits in Claude and Claude Cowork

To free up your token limits and prevent your AI agent from dragging a massive history forward, you need to deliberately manage the active context window. The exact method depends on whether you are r

🔥 Best OpenClaw Model Guide: Don't Choose Wrong! Top 5 AI Deep Dive

OpenClaw crossed 285,000 GitHub stars in March 2026, making it the most-starred open-source project in history. NVIDIA CEO Jensen Huang called it "probably the most important software ever released" a

The SEO Black Hole: Fixing Indexing Issues on Cloudflare Worker Proxied Blogs

By Ewan Mak | Tenten.co Team You’ve done everything by the book. You set up Google Search Console, submitted a pristine sitemap.xml, and cleared your robots.txt. You’re publishing killer, high-depth c

Adspirer Review: Managing Google Ads, Meta Ads, and LinkedIn Ads Through ChatGPT and Claude via MCP

Adspirer is an MCP (Model Context Protocol) server purpose-built for digital advertising. As of March 2026, the platform provides over 100 tools spanning Google Ads (39 tools), Meta Ads (20 tools), Li

OpenClaw Multi-Agent + CLIProxyAPIPlus Complete Deployment Guide

Environment: Mac Mini M4 (16GB RAM) · macOS Sequoia Goal: Build a multi-agent system with CLIProxyAPIPlus proxying ChatGPT 5.4 OAuth + OpenRouter (Kimi K2.5) dual-channel API with automatic failover a

Gemini 3.1 Pro vs GPT-5.2 vs Claude Opus 4.6: (February 2026)

Overview February 2026 marks the most competitive period in AI history, with three frontier models released within weeks of each other. This guide covers everything you need to know about Google Gemin

How to Run Kimi K2.5 Locally on Mac Studio M3 Ultra with 512GB

Moonshot AI released Kimi K2.5 in January 2026, a trillion-parameter Mixture-of-Experts model that ships with native INT4 quantization. The model compresses from roughly 2TB at full precision to approximately 600GB in its released form. For users run...

Build and Ship Apps Without Writing Code: A Practical Guide to Vibe Coding

The gap between having a product idea and launching it has never been smaller. This guide walks through a complete development workflow using AI-powered tools that handle the heavy lifting—from UI design to backend logic to cloud deployment. The tota...

Claude Cowork: Anthropic Brings AI Agent Capabilities to Non-Technical Users

Anthropic released Cowork on January 12, 2026, a new feature embedded in the Claude Desktop macOS application. The tool grants users the ability to delegate file management, document generation, and data processing tasks to Claude within designated l...

Ralph Wiggum Plugin: Turning Claude Code Into an Autonomous Development Agent

Claude Code has earned a solid reputation among developers as a capable AI coding assistant. Yet a common frustration persists: it tends to stop working at around 80% completion, leaving developers to handle the remaining tasks manually. The Ralph Wi...

Community Tips and Productive Hacks sharing for claude for chrome

Permission Management Strategies Claude for Chrome offers three permission levels that significantly impact productivity: Action-by-action approval: Best for exploring the extension or working on sensitive sites where you want complete control Site...

OVHcloud Black Friday ideas: Proxmox VE on OVHcloud dedicated servers

✅ Proxmox VE works excellently on OVH dedicated servers. OVH even provides a pre-installed Proxmox VE option for many server models. Installation Methods 1. Recommended: OVH Template (Easiest) During server purchase or reinstallation in the OVH Cont...