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Useful articles about SEO, Web Development, and IT

387 articles

Hermes Desktop Deep Dive — Nous Research's OSS Resident Personal Agent for Every Platform

Hermes Desktop by Nous Research is the native desktop app version of Hermes Agent, first demoed by Jensen Huang at the NVIDIA GTC keynote and now in public preview. Released under the MIT license, it supports macOS, Windows, and Linux with voice mode, cron scheduling, Computer Use, and MCP gateway integration — all sharing the same config, skills, and memory as the CLI and TUI. This column covers features, competitive positioning, and key considerations for Japanese enterprise adoption.

Hermes DesktopNous ResearchAI Agent+4

Microsoft × OpenClaw Partnership & Microsoft Scout — Build 2026's Paradigm Shift Explained

At Microsoft Build 2026 Day 1 Keynote on June 2, 2026, the open-source AI agent 'OpenClaw' was officially announced as a Windows-native integration, MXC sandbox-ready runtime, and the foundation for enterprise product Microsoft Scout. This column covers the full paradigm shift — from Agent 365 governance to pricing, competitive comparison, and implications for Japanese enterprises. Note: The OpenClaw discussed here is the OSS by Peter Steinberger and is unrelated to Obright's 'OpenClaw Setup Service'.

OpenClawMicrosoftMicrosoft Scout+5

OpenAI Codex Sites Explained — The AI Dev Environment That Deploys a URL for You

On June 2, 2026, OpenAI added a 'Sites' feature to Codex. Users can generate web apps, dashboards, and games inside Codex and instantly share an OpenAI-hosted URL within their workspace. The supported runtime is limited to Cloudflare Worker-compatible ES Modules, and the feature is currently available as a preview for Business and Enterprise plans only. There is no staging environment, and no official statement on public (anonymous) access. While ideal for internal PoC and departmental dashboards, it is too early to adopt as a foundation for customer-facing production services. The unusual structure of Vercel, Replit, and Lovable being both competitors and partners is drawing attention.

OpenAICodexCodex Sites+4

OpenAI Codex Computer Use Comes to Windows — Reading "Windows users, this one's for you." from the Primary Sources and What It Means for Japanese Enterprises (May 2026)

On May 29, 2026, OpenAI's Codex desktop app v26.527 brought Computer Use (Codex driving any app by seeing, clicking, and typing on the screen) to Windows for the first time — previously macOS-only. This column reads the official Changelog and Codex Computer Use docs as primary sources to cover the Windows-specific foreground-only execution constraint (unlike macOS's parallel background mode), the OS-level PowerShell sandbox, install via Microsoft Store and winget, the regional rollout excluding the EEA / UK / Switzerland at launch (Japan is included), pricing, comparisons with Anthropic Claude Computer Use, Claude Code, Cursor, and UiPath, and what this means for Japanese enterprises where Windows 11 dominates office endpoints.

OpenAICodexComputer Use+4

Windsurf × Devin (Cognition AI) Integration Deep Dive — The 72 Hours That Reshaped the AI IDE Market and the Windsurf 2.0 Vertical Stack (May 2026)

The Windsurf (Codeium-origin AI IDE) and Devin (Cognition AI's autonomous engineer) story — grounded in the official docs.windsurf.com/windsurf/devin page and Cognition's announcement. Covers the July 2025 "72 hours" that reshuffled the market (OpenAI's $3B deal lapsed → Google's $2.4B reverse-acquihire of the CEO, co-founder, and ~40 R&D staff → Cognition's acquisition of the remaining assets the next Monday), the April 15, 2026 release of Windsurf 2.0 with native Devin integration, automatic inclusion across Pro / Max / Teams plans, the $50 GitHub-connection credit, the Agent Command Center bringing local Cascade and cloud Devin into a single Kanban view, head-to-head comparison with Cursor, Claude Code, Antigravity, and Codex Computer Use, and adoption guidance for Japanese enterprises.

WindsurfDevinCognition AI+4

Gemma 4 System Requirements — 5–62GB VRAM, RTX 3060 to H100 by Variant (E2B/E4B/26B/31B) [2026 Guide]

Gemma 4 hardware requirements at a glance: E2B/E4B need 5GB VRAM, 26B MoE 16GB, 31B Dense 24GB (Q4) or 62GB (FP16). Covers RTX 3060 to H100, Apple Silicon M1-M4, CPU-only operation, Mac/Windows/Linux setups, recommended GPUs, and budget tiers — current as of Q2 2026.

Gemma 4ハードウェアGPU+4

Gemma 4 Performance Benchmark — Compared Against Llama 4, Qwen, Mistral, and DeepSeek on Quality, Speed, and Cost-Efficiency [2026 Open-Weights LLM Showdown]

A 2026 Q2 performance benchmark of Gemma 4 (E2B / E4B / 26B MoE / 31B Dense) against the major open-weights peers — Llama 4, Qwen 3.5, Mistral, and DeepSeek — across MMLU-Pro, GPQA, HumanEval, MATH-500, and MT-Bench. Adds throughput (tokens / s), memory efficiency (quality per GB VRAM), cost per million tokens, Japanese-language performance, native function calling, and Apache 2.0 / MIT / commercial-use licensing as of May 2026, plus a use-case selection matrix for in-house LLM, edge AI, coding assistants, and RAG.

Gemma 4Llama 4Qwen+5

Argent (Software Mansion) Meets Gemma 4 — Reading the On-Device AI Agent + iOS Simulator Trend from the Primary Sources

A primary-source read on the trend of on-device AI agents driving iOS simulators, anchored on Argent — Software Mansion's MCP-based iOS / Android simulator toolkit released May 8, 2026 — paired with Google's Gemma 4 E4B edge multimodal model. Covers Argent's actual spec (screenshot-first feedback + accessibility + profiling, MCP server implementation), Gemma 4 E4B's requirements (~2.5 GB model memory, 8 GB+ RAM, native function calling), the fact that Software Mansion's officially published Argent demo actually uses Gemini 3.5 Flash (cloud), the separate on-device Gemma 4 E2B demo on an iPhone 17 Pro, and what this actually means for Japanese mobile QA and internal-app automation.

ArgentSoftware MansionGemma 4+5

Google Antigravity 2.0 Deep Dive — From IDE to Agent Platform, Gemini CLI Sunset, the $200 Ultra Tier, and the Developer Backlash (Google I/O 2026)

A grounded read of Google Antigravity 2.0 — announced at Google I/O 2026 — from the official sources. Antigravity has shifted from being a VS Code fork to a four-surface platform (desktop app + Antigravity CLI + SDK + Managed Agents) centered on agent orchestration. Covers the June 18, 2026 Gemini CLI / Code Assist IDE shutdown, Gemini 3.5 Flash as the new default, the $200 AI Ultra tier price cut, Gemini Enterprise Agent Platform integration, and the developer backlash over the disappearing IDE experience.

GoogleAntigravityGemini+4

Gemini 3.5 Flash and Gemini Omni — How Google I/O 2026's New Model Strategy Beats Pro-Class with Flash and Unifies Veo, Imagen, and Lyria

A comprehensive guide to Gemini 3.5 Flash and Gemini Omni announced at Google I/O 2026 (May 19 PT). Covers benchmarks that surpass Gemini 3.1 Pro, 4x output speed, over-1M-token context, the strategic significance of unifying Veo, Imagen, and Lyria into a single model, pricing, and adoption guidance for Japanese enterprises.

GoogleGeminiGemini 3.5 Flash+3

Google Search at I/O 2026 — AI Mode × AI Overviews Merger, Information Agents, and the Universal Commerce Protocol

A pre-I/O 2026 briefing on Google's search transformation: AI Mode surpasses 1 billion MAU and expands to 98 languages across 200+ countries, merges with AI Overviews in what Google calls the biggest search UI overhaul in 25 years. Also covers Information Agents for 24/7 proactive monitoring, and the Universal Commerce Protocol co-developed with Amazon, Shopify, and Walmart. Everything SEO, marketing, and e-commerce teams need to know.

GoogleAI ModeAI Overviews+4

Gemini Spark + Project Genie — Everything Google Announced at I/O 2026: 24/7 Personal AI Agent and a Virtual World Built from 20 Years of Street View

Google I/O 2026's headline announcements are Gemini Spark, a 24/7 personal AI agent bundled into the $99.99/month AI Ultra tier, and Project Genie, which generates a virtual world from nearly 20 years of Street View imagery, available in the $200/month Premium plan. This column organizes the full announcement picture — including the end of Project Mariner, A2A Protocol v1.0 adoption by 150+ organizations, and a restructured subscription stack — for Japanese businesses deciding whether and how to act.

GoogleGemini SparkAI Agent+4

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