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    <title>Oflight Inc. Column</title>
    <link>https://www.oflight.co.jp/en/columns</link>
    <description>Oflight Inc. is a Tokyo-based IT company providing software development, digital signage, web development, network systems, and IoT/AR/VR technology services.</description>
    <language>en</language>
    <lastBuildDate>Sat, 11 Jul 2026 01:50:10 GMT</lastBuildDate>
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    <item>
      <title><![CDATA[[Command Code](https://commandcode.ai/) Deep Dive — the "taste-1" Model That Continuously Learns From Developer Accept / Reject / Edit Behavior, With 15+ LLM Providers Supported and a $1/Month Pro Entry Point Plus $10 in Free Credits
A Terminal AI Coding Agent Claiming "Code 10× Faster, Reviews 2× Quicker, 5× Fewer Bugs"]]></title>
      <link>https://www.oflight.co.jp/en/columns/commandcode-taste-1-personalized-coding-agent-2026-07</link>
      <guid isPermaLink="true">https://www.oflight.co.jp/en/columns/commandcode-taste-1-personalized-coding-agent-2026-07</guid>
      <description><![CDATA[**[Command Code](https://commandcode.ai/) is a terminal AI coding agent** whose proprietary **"taste-1" model** combines LLMs with **continuous reinforcement learning from developer behavior**. **Core differentiator**: capture coding preferences from `accept` / `reject` / `edit` actions, producing output that increasingly matches **your architectural patterns, naming conventions, and coding style**. **Key features**: (1) **continuous learning system** — preferences captured from developer decisions, (2) **multi-mode operation** — interactive CLI, headless mode, sandbox environment, (3) **built-in tools** — file ops, shell commands, grep, extended thinking, (4) **project-level skills + persistent memory across sessions**, (5) **team collaboration** — `npx taste push/pull` share skill registries within a team, (6) **design partnership mode** — 17+ operational variants, (7) **MCP server support**. **LLM coverage**: **15+ providers** including Anthropic / OpenAI / Google / DeepSeek / Qwen / MiniMax. **Pricing**: **free tier for individuals**, Pro from **$1/month** + $10 free credits (which stretches to $40-$100 depending on model), team plans with additional seats and shared skill registries. **Install**: `npm i -g command-code`. **Claimed performance**: "Code 10× faster. Reviews, 2× quicker. Bugs 5× fewer" — per-developer personalization breaking through the ceiling of generic output. **Positioning**: a direct competitor to [Claude Code](https://claude.com/product/claude-code), [Cursor](../columns/cursor-ios-supports-2026-07-01), and [Codex](../columns/openai-chatgpt-work-launch-2026-07), but with **"individual-personalization learning"** as the differentiation axis.]]></description>
      <pubDate>Sat, 11 Jul 2026 00:00:00 GMT</pubDate>
      <category>Software Development</category>
    </item>
    <item>
      <title><![CDATA[The "grill-me" Skill Deep Dive — Matt Pocock's 3-Line Agent Skill That Has AI Coding Agents Ask 18–24 Sequential Questions Until Full Alignment, Eliminating the "Plan → Build → Re-Plan" Inefficiency Loop
A Read-Through of the [Zenn Article (ryonakae)](https://zenn.dev/ryonakae/articles/8783c6b3ead2cb), Best Paired With Opus 4.6 / Sonnet at Medium Effort]]></title>
      <link>https://www.oflight.co.jp/en/columns/grill-me-agent-skill-2026-07</link>
      <guid isPermaLink="true">https://www.oflight.co.jp/en/columns/grill-me-agent-skill-2026-07</guid>
      <description><![CDATA[**Matt Pocock's "grill-me" is an Agent Skill** that fundamentally changes AI coding-agent behavior with just three lines of instruction ([Zenn writeup by ryonakae](https://zenn.dev/ryonakae/articles/8783c6b3ead2cb)). **The core mechanic**: the agent **doesn't generate code immediately** — instead, it asks **sequential, thorough questions until full mutual understanding**, presenting **2–5 options per question**. The article's author reports **18–24 questions per session**, progressively deepening understanding of project scope, dependencies, and design decisions. When the questioning ends, implementation proceeds **frictionlessly** from the established context. **Problem solved**: fundamentally eliminates the **token-and-time waste** of the traditional plan-mode loop ("plan → build → modify plan → rebuild"). **Advantages**: (1) no plan-modify-replan cycles, (2) full human–AI alignment before any code is written, (3) session history serves as natural implementation documentation. **Recommended environment**: Opus 4.6 or Sonnet at medium effort. **Downside**: the extended questioning phase causes real mental fatigue — the author's argument is that it prevents bigger problems downstream. **Positioning**: grill-me is a practical implementation of [Anthropic Claude Skills](https://claude.com/product/claude-code), sitting alongside [Command Code's Design Partnership Mode](../columns/commandcode-taste-1-personalized-coding-agent-2026-07) and [Crit.md's HITL review](../columns/crit-md-local-first-agent-review-2026-07) as another example of the **"HITL assistant, not full autonomy"** family.]]></description>
      <pubDate>Sat, 11 Jul 2026 00:00:00 GMT</pubDate>
      <category>Software Development</category>
    </item>
    <item>
      <title><![CDATA[Mosaic (mosaic.inc) Deep Dive — Run Many Claude Code / Codex / OpenCode Sessions in Parallel From One Desktop, Plus SHARED CONTROL for Multiple People Live-Editing a Single Claude Code Session, With Git-Worktree-Isolated Workspaces That Never Collide — a New Option Alongside Conductor / Superset / Herdr in the Late-2026 Parallel-Agent Ops Stack]]></title>
      <link>https://www.oflight.co.jp/en/columns/mosaic-parallel-claude-code-2026-07</link>
      <guid isPermaLink="true">https://www.oflight.co.jp/en/columns/mosaic-parallel-claude-code-2026-07</guid>
      <description><![CDATA[**[Mosaic (mosaic.inc)](https://mosaic.inc/) is a desktop tool that runs multiple AI coding agents ([Claude Code](https://claude.com/product/claude-code) / Codex / OpenCode) in parallel from a single UI**, and on top of that offers **"SHARED CONTROL" — a rare feature in 2026 that lets multiple people live-edit a single Claude Code session together**. **The core of SHARED CONTROL**: spin up a session, a teammate joins the same terminal, and **you both see each others cursors, prompts, and output in real time** — genuinely shared control, not screen-share theater. The experience of Google Docs or VS Code Live Share, applied to a Claude Code session. Use cases (see the standing [request in Anthropic issue #60082](https://github.com/anthropics/claude-code/issues/60082)): pair programming, team debugging, onboarding, live review, and division of labor (Ali refactors the auth middleware while Shubham adds the rate-limit test — same session). **Parallel-ops layer**: each agent gets a **Git-worktree-isolated workspace**, and 5-10 agents can develop different branches / features concurrently with zero file collisions or state interference. **Position**: in the rapidly maturing late-2026 parallel-Claude-Code market, Mosaic competes with **[Conductor](https://www.ycombinator.com/companies/conductor) (YC, Mac-native)**, **[Superset](https://superset.sh/) (three ex-YC CTOs, 10+ concurrent)**, **[Herdr](../columns/herdr-terminal-agent-multiplexer-2026-07) (terminal-native, Rust)**, and Product-Hunt entries like [Claudy](https://www.producthunt.com/products/claudy) / [Multi-Claude](https://www.producthunt.com/products/multi-claude) — its distinctive differentiation is **real-time SHARED CONTROL**. Target users: solo developers, startup CTOs, staff engineers, plus **teams that want pair programming and live review with AI agents in the loop**. Combined with [Command Code taste-1 learning](../columns/commandcode-taste-1-personalized-coding-agent-2026-07), [the grill-me skill](../columns/grill-me-agent-skill-2026-07), and [Crit.md HITL review](../columns/crit-md-local-first-agent-review-2026-07), it forms a **"parallel × personalized × thoroughly reviewed × real-time collaborative" late-2026 AI dev stack**.]]></description>
      <pubDate>Sat, 11 Jul 2026 00:00:00 GMT</pubDate>
      <category>Software Development</category>
    </item>
    <item>
      <title><![CDATA[[Herdr](https://herdr.dev/) Deep Dive — The "tmux for AI Agents": Run Multiple Coding Agents (Claude Code / OpenCode / Codex, etc.) From One Terminal With Persistent Sessions Over SSH and a Mobile-Friendly UI
Used by Engineers at JetBrains / Docker / Vercel / Google / NVIDIA / AWS; Rust Binary, No Electron]]></title>
      <link>https://www.oflight.co.jp/en/columns/herdr-terminal-agent-multiplexer-2026-07</link>
      <guid isPermaLink="true">https://www.oflight.co.jp/en/columns/herdr-terminal-agent-multiplexer-2026-07</guid>
      <description><![CDATA[**[Herdr](https://herdr.dev/) is a terminal-based AI agent multiplexer** — run multiple AI coding agents ([Claude Code](https://claude.com/product/claude-code) / OpenCode / Codex, etc.) in parallel from **a single terminal**, with sessions **persisted server-side** (like tmux) so you can reattach from any device. **Key features**: (1) **multi-agent orchestration** — run multiple agents in independent panes, (2) **persistent sessions** — agents keep running after terminal detach, reattach from anywhere, (3) **SSH-friendly remote access** — like tmux but agent-aware, (4) **real terminal panes** — clickable layouts and mouse support, (5) **at-a-glance agent state** (blocked / working / done / idle), (6) a **Control API** (CLI + JSON socket) for programmatic session management, (7) a **mobile-friendly UI** for terminal access from phones and tablets. Ships as a **Rust binary** (not Electron) with no external dependencies. Target audience: **engineers at JetBrains / Docker / Vercel / Google / NVIDIA / AWS**. Position: paired with [Crit.md's HITL review substrate](../columns/crit-md-local-first-agent-review-2026-07), Herdr is the **"agent-operations infrastructure"** side of the coin — solving the execution environment rather than the review loop. Part of the broader "day-to-day AI-agent tooling" trend alongside our [Cloudflare-only stack](../columns/cloudflare-only-stack-viral-2026-07) and [Claude Cowork web/mobile](../columns/claude-cowork-web-mobile-launch-2026-07) coverage.]]></description>
      <pubDate>Fri, 10 Jul 2026 00:00:00 GMT</pubDate>
      <category>Software Development</category>
    </item>
    <item>
      <title><![CDATA[[Hunk](https://www.hunk.dev/) Deep Dive — A Terminal Diff Viewer Purpose-Built for Code Review and AI-Agent Integration, With `hunk diff` / `hunk show` CLIs, Inline AI Annotations, Watch Mode, and Themes Including Graphite / Midnight / Catppuccin
Node.js 18+ / MIT / Installable via npm, Homebrew, and Nix]]></title>
      <link>https://www.oflight.co.jp/en/columns/hunk-terminal-diff-viewer-2026-07</link>
      <guid isPermaLink="true">https://www.oflight.co.jp/en/columns/hunk-terminal-diff-viewer-2026-07</guid>
      <description><![CDATA[**[Hunk](https://www.hunk.dev/) is a terminal-based diff viewer purpose-built for code review and AI-agent integration** — a replacement for stock `git diff`, with review-experience as a first-class design goal. **Key features**: (1) **multi-file review sidebar** — see the whole changeset, navigate files, view change counts, (2) **inline AI annotations** — reasoning from AI agents ([Claude Code](https://claude.com/product/claude-code), [Cursor](../columns/cursor-ios-supports-2026-07-01), etc.) shows adjacent to the relevant code, (3) **adaptive layout** — split / stacked / auto-responsive views auto-adjust to terminal width, (4) **watch mode** — auto-refreshes as the working tree changes, (5) **syntax highlighting + themes** — Graphite / Midnight / Ember / Zenburn / Catppuccin, (6) multiple input methods — **keyboard, mouse, pager integration**. **CLI commands**: `hunk diff` (uncommitted changes) and `hunk show` (a commit). **Tech stack**: Node.js 18+, **MIT license**, distributed via **npm / Homebrew / Nix**. Position: the terminal counterpart to [Crit.md's browser PR-review experience](../columns/crit-md-local-first-agent-review-2026-07); alongside [Herdr (parallel agent operations)](../columns/herdr-terminal-agent-multiplexer-2026-07), it's part of the same "terminal-native AI-agent era" trend. **Target users**: developers doing code reviews, teams integrating AI tools into dev workflows, and terminal-first engineers.]]></description>
      <pubDate>Fri, 10 Jul 2026 00:00:00 GMT</pubDate>
      <category>Software Development</category>
    </item>
    <item>
      <title><![CDATA[[OpenAI ChatGPT Work](https://openai.com/chatgpt-work/) Deep Dive (Announced 2026-07-09) — a GPT-5.6-Powered Workplace AI Agent That Spans Slack / Teams / Google Drive / SharePoint / Email / Calendars / CRMs to Autonomously Produce Documents, Spreadsheets, and Presentations Over Hours
Rolling Out to Pro / Enterprise / Edu First, With @-Mention App Bindings and HITL for Progress Tracking, Redirection, and Important-Action Approvals]]></title>
      <link>https://www.oflight.co.jp/en/columns/openai-chatgpt-work-launch-2026-07</link>
      <guid isPermaLink="true">https://www.oflight.co.jp/en/columns/openai-chatgpt-work-launch-2026-07</guid>
      <description><![CDATA[**OpenAI unveiled [ChatGPT Work](https://openai.com/chatgpt-work/) at a 2026-07-09 livestream** ([Axios](https://www.axios.com/2026/07/09/ai-openai-gpt-release) / [Bloomberg](https://www.bloomberg.com/news/articles/2026-07-09/openai-unveils-chatgpt-work-agent-to-field-tasks-for-hours)). It's a **GPT-5.6-powered workplace AI agent** that **gathers context across Slack / Microsoft Teams / Google Drive / SharePoint / email / calendars / CRMs** and produces documents, spreadsheets, presentations, and other work artifacts autonomously. The agent **breaks projects into smaller steps and runs for hours**, while users watch progress, answer questions, redirect it, and approve important actions. Users can **pull context from a specific app by typing `@`** followed by the app name (e.g. `@Slack`, `@GoogleDrive`). **Rollout**: web + mobile begins with Pro / Enterprise / Edu on 2026-07-09, expanding to Plus / Business within days. **The updated desktop app** (Mac / Windows) also ships **Chat / Work / Codex to every plan including Free**. GPT-5.6, released the same day ([CNBC](https://www.cnbc.com/2026/07/08/openai-expanding-gpt-5point6-ai-model-release-ending-government-limits.html) / [The Hill](https://thehill.com/policy/technology/5958647-openai-releases-gpt56-trump/)), is the substrate model for ChatGPT Work. Position: a **head-on competitor to [Claude Cowork's Web/Mobile expansion](../columns/claude-cowork-web-mobile-launch-2026-07)**, matching Cowork's HITL-notification + multi-app-integration approach with OpenAI's workplace-agent strategy. Joins [Devin](../columns/claude-fable-5-return-devin-cursor-2026-07) (developer-focused), [Hermes Agent](../columns/nous-portal-cloud-hermes-agent-2026-07) (vendor-neutral multi-model), and [Herdr](../columns/herdr-terminal-agent-multiplexer-2026-07) (terminal parallel ops) as the **late-2026 agent big four**.]]></description>
      <pubDate>Fri, 10 Jul 2026 00:00:00 GMT</pubDate>
      <category>AI</category>
    </item>
    <item>
      <title><![CDATA[The Complete Guide to Labor Shortages at Regional SMEs: 5 Options Beyond Hiring]]></title>
      <link>https://www.oflight.co.jp/en/columns/smb-labor-shortage-guide-2026</link>
      <guid isPermaLink="true">https://www.oflight.co.jp/en/columns/smb-labor-shortage-guide-2026</guid>
      <description><![CDATA[A neutral overview of five options beyond hiring for regional SMEs facing labor shortages: digitalization, outsourcing, standardization, remote talent, and AI.]]></description>
      <pubDate>Thu, 09 Jul 2026 00:00:00 GMT</pubDate>
      <category>Business DX</category>
    </item>
    <item>
      <title><![CDATA[What Is SME DX, and Where Do You Start? A Roadmap That Avoids Common Pitfalls]]></title>
      <link>https://www.oflight.co.jp/en/columns/smb-dx-getting-started-2026</link>
      <guid isPermaLink="true">https://www.oflight.co.jp/en/columns/smb-dx-getting-started-2026</guid>
      <description><![CDATA[A neutral guide to what SME DX means, why it often stalls, how to start small, and how off-the-shelf SaaS, in-house development, and outsourcing compare.]]></description>
      <pubDate>Thu, 09 Jul 2026 00:00:00 GMT</pubDate>
      <category>Business DX</category>
    </item>
    <item>
      <title><![CDATA[The Current State of Regional Revitalization × Digital — Three Common Patterns Across Successful Cases Nationwide]]></title>
      <link>https://www.oflight.co.jp/en/columns/regional-revitalization-dx-cases-2026</link>
      <guid isPermaLink="true">https://www.oflight.co.jp/en/columns/regional-revitalization-dx-cases-2026</guid>
      <description><![CDATA[An overview of the relationship between regional revitalization and digital tools, outlining three patterns commonly seen nationwide: digital sales channels, operational efficiency, and relationship population building.]]></description>
      <pubDate>Thu, 09 Jul 2026 00:00:00 GMT</pubDate>
      <category>Business DX</category>
    </item>
    <item>
      <title><![CDATA[An Introduction to Back-Office BPO — Why the Structural Benefits Are Especially Large for Regional Businesses]]></title>
      <link>https://www.oflight.co.jp/en/columns/backoffice-bpo-basics-2026</link>
      <guid isPermaLink="true">https://www.oflight.co.jp/en/columns/backoffice-bpo-basics-2026</guid>
      <description><![CDATA[An overview of back-office outsourcing (BPO) — what it is, what tasks can be outsourced, and the structural reasons it is often said to pair well with labor shortages in regional areas, compared neutrally against in-house handling and staffing agencies.]]></description>
      <pubDate>Thu, 09 Jul 2026 00:00:00 GMT</pubDate>
      <category>Business DX</category>
    </item>
    <item>
      <title><![CDATA[2026 Guide to IT Subsidies for SMEs in Japan — IT Introduction, Sustainability, and Manufacturing Grants]]></title>
      <link>https://www.oflight.co.jp/en/columns/smb-it-subsidies-2026</link>
      <guid isPermaLink="true">https://www.oflight.co.jp/en/columns/smb-it-subsidies-2026</guid>
      <description><![CDATA[The IT Introduction, Sustainability, and Manufacturing subsidies differ in purpose and eligibility. This guide neutrally compares Japan's major IT-related grants for SMEs, how to choose among them, and why current amounts and deadlines must always be verified officially.]]></description>
      <pubDate>Thu, 09 Jul 2026 00:00:00 GMT</pubDate>
      <category>Business DX</category>
    </item>
    <item>
      <title><![CDATA[Business Succession and DX — The First Digital Steps a Successor Should Take]]></title>
      <link>https://www.oflight.co.jp/en/columns/business-succession-dx-2026</link>
      <guid isPermaLink="true">https://www.oflight.co.jp/en/columns/business-succession-dx-2026</guid>
      <description><![CDATA[During business succession, tacit knowledge and paper-based records often become barriers to a smooth handover. This guide neutrally explains the order in which successors should tackle digital groundwork and how to reconcile it with the predecessor's methods.]]></description>
      <pubDate>Thu, 09 Jul 2026 00:00:00 GMT</pubDate>
      <category>Business DX</category>
    </item>
    <item>
      <title><![CDATA[10 Signs Your Excel Workflow Has Hit Its Limit: Tacit Knowledge, File Conflicts, and Duplicate Entry]]></title>
      <link>https://www.oflight.co.jp/en/columns/excel-limit-signs-2026</link>
      <guid isPermaLink="true">https://www.oflight.co.jp/en/columns/excel-limit-signs-2026</guid>
      <description><![CDATA[Is your Excel workflow becoming siloed with file conflicts and duplicate entry? A neutral look at 10 warning signs, their causes, and how to weigh cloud spreadsheets versus dedicated systems.]]></description>
      <pubDate>Thu, 09 Jul 2026 00:00:00 GMT</pubDate>
      <category>Business DX</category>
    </item>
    <item>
      <title><![CDATA[The Answer to 'We Have No Digital Talent': Balancing Hiring, In-House Development, and External Resources]]></title>
      <link>https://www.oflight.co.jp/en/columns/smb-digital-talent-2026</link>
      <guid isPermaLink="true">https://www.oflight.co.jp/en/columns/smb-digital-talent-2026</guid>
      <description><![CDATA[Breaking down 'we have no digital talent' into hiring, in-house development, and external resources, comparing when each fits and its constraints, in a neutral look at SMB IT staffing.]]></description>
      <pubDate>Thu, 09 Jul 2026 00:00:00 GMT</pubDate>
      <category>Business DX</category>
    </item>
    <item>
      <title><![CDATA[A First Step into Generative AI for Regional Companies — Three Tasks to Try Free Today]]></title>
      <link>https://www.oflight.co.jp/en/columns/smb-generative-ai-first-step-2026</link>
      <guid isPermaLink="true">https://www.oflight.co.jp/en/columns/smb-generative-ai-first-step-2026</guid>
      <description><![CDATA[A neutral guide to generative AI basics for regional SMEs: three free tasks to try today—drafting text, emails, and ideas—plus key precautions to keep in mind.]]></description>
      <pubDate>Thu, 09 Jul 2026 00:00:00 GMT</pubDate>
      <category>Business DX</category>
    </item>
    <item>
      <title><![CDATA[Putting Urban Talent to Work in Regional Companies — Remote, Side-Job, and Spot Arrangements in Practice]]></title>
      <link>https://www.oflight.co.jp/en/columns/regional-remote-talent-2026</link>
      <guid isPermaLink="true">https://www.oflight.co.jp/en/columns/regional-remote-talent-2026</guid>
      <description><![CDATA[A neutral overview of how regional companies can tap urban talent through remote employment, contracting, and side-gig matching, with a comparison table and practical steps.]]></description>
      <pubDate>Thu, 09 Jul 2026 00:00:00 GMT</pubDate>
      <category>Business DX</category>
    </item>
    <item>
      <title><![CDATA[Construction Back-Office DX: Digitizing Daily Reports, Site Photos, and Permits Without Stopping the Site]]></title>
      <link>https://www.oflight.co.jp/en/columns/construction-admin-dx-2026</link>
      <guid isPermaLink="true">https://www.oflight.co.jp/en/columns/construction-admin-dx-2026</guid>
      <description><![CDATA[A neutral overview of construction back-office burdens—daily site reports, photo filing, and permit paperwork—covering how to digitize them without disrupting site work, and comparing paper, generic tools, and dedicated systems.]]></description>
      <pubDate>Thu, 09 Jul 2026 00:00:00 GMT</pubDate>
      <category>Business DX</category>
    </item>
    <item>
      <title><![CDATA[Digitizing Daily Logs, Dispatch, and Billing in Trucking and Logistics]]></title>
      <link>https://www.oflight.co.jp/en/columns/logistics-dx-2026</link>
      <guid isPermaLink="true">https://www.oflight.co.jp/en/columns/logistics-dx-2026</guid>
      <description><![CDATA[A neutral overview of daily driving log, dispatch planning, and freight calculation and billing workloads in trucking, set against ongoing driver shortages, comparing manual work, generic apps, and dedicated systems for digitization.]]></description>
      <pubDate>Thu, 09 Jul 2026 00:00:00 GMT</pubDate>
      <category>Business DX</category>
    </item>
    <item>
      <title><![CDATA[DX for Small Factories: Starting Small with Inventory, Ordering, and Quoting]]></title>
      <link>https://www.oflight.co.jp/en/columns/small-factory-dx-2026</link>
      <guid isPermaLink="true">https://www.oflight.co.jp/en/columns/small-factory-dx-2026</guid>
      <description><![CDATA[A neutral guide to how small factories can start DX in small steps for inventory, ordering, and quoting, comparing paper, Excel, and dedicated tools.]]></description>
      <pubDate>Thu, 09 Jul 2026 00:00:00 GMT</pubDate>
      <category>Business DX</category>
    </item>
    <item>
      <title><![CDATA[Inbound Tourism for Ryokan and Hospitality Businesses: The Practicalities of Multilingual Support and Reservations]]></title>
      <link>https://www.oflight.co.jp/en/columns/ryokan-inbound-dx-2026</link>
      <guid isPermaLink="true">https://www.oflight.co.jp/en/columns/ryokan-inbound-dx-2026</guid>
      <description><![CDATA[A neutral look at how ryokan and hospitality businesses handle multilingual sites, reservations, and cashless payments for inbound tourists.]]></description>
      <pubDate>Thu, 09 Jul 2026 00:00:00 GMT</pubDate>
      <category>Business DX</category>
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