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n8n tutorial - Lesson 09: Google Sheets Automation with n8n: 4 Key Operations

n8n tutorial - Lesson 09: Google Sheets Automation with n8n: 4 Key Operations

Hi everyone, in this post we cover the four core Google Sheets operations in n8n — Append, Update, Read, and Lookup — using a real sandbox workflow built during Week 3 of our n8n workflow automation tutorial series. Mastering these four operations is the foundation you need before connecting Google Sheets to any AI pipeline.

How to do:

Step 1 — Create Your Google Sheet and Set Up the Sandbox Workflow

Before touching n8n, you need a Sheet with the right structure and a workflow wired to test all four operations in parallel.
  1. Create a new Google Sheet named T3-B1-Sheets-Playground with a tab called Orders.
  2. Add four column headers in row 1: id, customer, product, status.
  3. Enter three sample rows of data manually — these are your baseline records for testing Update and Lookup later.
  4. Copy the Sheet ID from the URL (the long string between /d/ and /edit) — you will need this value in every Google Sheets node. The Sheet used here has ID 1-R6kDiaLxQx02ZDGjjYptZYs6Xz0BDX8nkqOV-7JYjs.
  5. In n8n, create a new workflow named T3-B1-Sheets-Playground and add a Manual Trigger node as the entry point.
  6. From the Manual Trigger, add four separate Google Sheets nodes — one per operation — so they run as parallel branches (fan-out pattern).

Note — Keep this workflow in Manual / Sandbox state — do not activate it. Its only purpose is to let you test each operation in isolation before using Sheets inside a real production pipeline.

Step 2 — Append a New Row

The Append operation adds a brand-new row to the bottom of your sheet without touching existing data.
  1. On the first branch node, open the Google Sheets node and set Operation to Append Row.
  2. Set Document to By ID and paste your Sheet ID. Set Sheet to From List and select Orders.
  3. Under Fields to Send, map each column manually:
    • id4
    • customerTrang
    • productGiày
    • statuspending
  4. Click Execute Node and verify that row id=4 now appears at the bottom of the Orders tab.

Tip — Append Row never overwrites existing rows — it always inserts at the next empty row. This makes it the safest write operation for logging and data-collection use cases in any n8n google sheets pipeline.

Step 3 — Update an Existing Row

The Update operation finds a specific row by matching a column value and writes new data into it.
  1. On the second branch node, set Operation to Update Row.
  2. Set Document and Sheet the same way as Step 2.
  3. Set Column to Match On to id — this is the column n8n uses to find the target row. This field is required; leaving it blank will cause the node to fail.
  4. Set Match Value to 2 — this targets the row where id equals 2.
  5. Under Fields to Send, add only the field you want to change: statusdelivered.
  6. Click Execute Node and open the Sheet to confirm row id=2 now shows delivered.

Production tip — The Update node has three important quirks to remember:

  • Column to Match On is mandatory — there is no default fallback.
  • Fields you leave blank are NOT overwritten — only explicitly mapped fields are updated, so partial updates are safe.
  • Upsert pattern: if you enable Append if Not Found, the node inserts a new row when no match is found — useful for sync pipelines.

Step 4 — Read All Rows

The Read (Get All) operation pulls every row from a sheet tab and converts each row into a separate n8n item — this fan-out behavior is the foundation of all downstream processing.
  1. On the third branch node, set Operation to Get Row(s).
  2. Set Document and Sheet as before. Leave the Filters section empty.
  3. Click Execute Node — the output should show 4 items, one per row in the sheet.
  4. Inspect each item in the output panel to confirm the structure: $json.id, $json.customer, $json.product, $json.status are all accessible as top-level keys.

Tip — The 1-row-to-1-item fan-out pattern is the most important concept in n8n google sheets work. Every downstream node — AI, HTTP Request, Send Email — receives one item per row and processes them independently, so your pipeline scales automatically as the sheet grows.

Step 5 — Lookup Rows by Filter (Simulated Lookup)

n8n does not have a separate "Lookup" action — you achieve it by combining Get Row(s) with a Filters condition, equivalent to a SQL WHERE clause.
  1. On the fourth branch node, set Operation to Get Row(s) — the same action as Step 4.
  2. Set Document and Sheet as before.
  3. Expand the Filters section and add one condition:
    • Column: status
    • Condition: equals
    • Value: pending
  4. Click Execute Node — the output should show 3 items (all rows where status = pending).

Note — Never assume an action exists in the UI without checking the actual action list first. The original plan assumed there was a standalone "Lookup Row" action — there is not. Always screenshot the Operation dropdown before documenting any node configuration in an n8n tutorial.

Step 6 — Build an AI Receipt Extractor That Appends to Sheets

This is the first production-grade pipeline in the series: raw receipt text goes in, structured data comes out, and a new row lands in your Sheet automatically.
  1. Create a new Google Sheet named T3-B2-Chi-tieu with a tab called Transactions. Add six column headers — no data rows, just headers:
    • date, vendor, category, items_summary, total, extracted_at
  2. Create a new workflow named T3-B2-Receipt-Extractor with this 4-node chain:
    1. Manual Trigger
    2. Edit Fields (node name: Set Receipt Text) — paste sample receipt text into a field named receipt_text.
    3. Basic LLM Chain (node name: AI Extract Receipt)
    4. Google Sheets (node name: Append to Chi Tiêu)
  3. Configure the AI Extract Receipt node:
    • Model: Claude Haiku (latest available)
    • Temperature: 0 — zero temperature for consistent, deterministic extraction
    • Prompt structure: XML with 4 blocks — <role>, <rules>, <examples>, <input>
    • Add 2 few-shot examples inside <examples> — two examples are enough to generalize across diverse receipt formats.
    • Add an Output Parser using Generate from JSON Example — paste a sample JSON with all five extraction fields.
    • The parser wraps all extracted fields under a key named output, so downstream you reference $json.output.date, $json.output.vendor, etc.
  4. Configure the Append to Chi Tiêu node:
    • Operation: Append Row
    • Document: By ID — use the Sheet ID 10g31frPtN91yxO1Xbi5rE5Y-jb1ugE8VgsNGXUKuubA
    • Sheet: Transactions
    • Map five fields from the AI output: $json.output.date, $json.output.vendor, $json.output.category, $json.output.items_summary, $json.output.total
    • Map the audit timestamp field extracted_at to the expression $now.toFormat("yyyy-MM-dd HH:mm:ss") — this records when the extraction ran, not when the transaction happened.
  5. Run a stress test with three diverse receipt types to verify extraction quality:
    • A short bank SMS from a ride-hailing service — AI must infer vendor name and parse a compact date format.
    • An e-commerce order confirmation — AI must include shipping fees in items_summary and use the final total.
    • A utility bill — AI should use a generic vendor name and take the invoice issue date as date.

Production tip — Google Sheets does not enforce column data types — there is no schema validation. The safe pattern is to always have the AI write numbers as plain numbers (e.g., 85000 not "85,000 VND") and dates in ISO format (yyyy-MM-dd). Google Sheets will auto-detect and format them correctly without any manual column-type configuration.

Key Lessons from This Session

  1. No standalone "Lookup Row" action exists in n8n. Use Get Row(s) with a Filters condition — it maps directly to a SQL WHERE clause.
  2. Always verify the UI action list before documenting it. Assuming an action exists without checking the dropdown is how incorrect documentation gets written and repeated.
  3. The 1-row-to-1-item fan-out pattern is the core mechanic of n8n Google Sheets integration. Every downstream node processes each row independently.
  4. Update Row only writes fields you explicitly map. Unmapped fields are never overwritten — partial updates are safe by default.
  5. Two few-shot examples in the prompt are enough to generalize across diverse receipt formats. Verified across four different receipt types in the stress test.
  6. Always add an audit timestamp field when appending AI-extracted data. Use $now.toFormat("yyyy-MM-dd HH:mm:ss") to record when the pipeline ran.
  7. Google Sheets does not enforce data types. Write numbers as plain integers and dates as ISO strings — the sheet handles formatting automatically.

Conclusion:

In this post we walked through all four core n8n Google Sheets operations — Append, Update, Read, and Lookup — using a parallel sandbox workflow, then applied them in a real AI receipt extraction pipeline that writes structured data directly into a sheet. These two workflows form the technical foundation for the more advanced pipelines coming up in this n8n workflow automation tutorial series, including lead capture, sales tracking, and the Week 3 final project: an automated weekly report that reads from Sheets, generates AI commentary, and outputs a Word document saved to Drive.

If you have any questions, feel free to leave a comment below. Thank you!

Tags: n8n google sheets, n8n tutorial, n8n workflow automation, google sheets automation, n8n AI extract, append row n8n, n8n beginner tutorial, workflow automation tutorial

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A Solar Storm Could Cripple the Global Internet

A Solar Storm Could Cripple the Global Internet

Massive explosions on the Sun's surface, known as solar storms or solar wind events, hurl enormous clouds of plasma into space. When these reach Earth, they trigger geomagnetic storms and spectacular auroras. But here's what should worry us: they could potentially bring down the entire internet.

Solar storm

A severe solar storm doesn't just create pretty lights in the sky. The consequences are serious—satellite radio waves, ground-based power transmission systems, and critical infrastructure all face disruption. For millions of people worldwide, that translates to major economic damage and work stoppages.

Here's how it works: electromagnetic waves interact with Earth's magnetic field, generating electrical currents in the upper atmosphere. This heats the air, causes the atmosphere to expand, and creates additional drag on satellites orbiting at low altitudes. Debris in space gets knocked off course too. Even worse, these electromagnetic surges can disrupt radio signals and GPS systems.

The really dangerous part happens on the ground. Powerful currents flowing through the upper atmosphere can induce intense electrical currents in Earth's crust. These currents can damage power grids and cause blackouts in specific regions. This actually happened on March 13, 1989, in Quebec, Canada—the outage lasted 12 hours, according to NASA.

The good news? Major solar storms that directly impact Earth occur only 1.6% to 12% per decade. Historically, we've documented just two confirmed events: one in 1859 and another in 1921.

The 1859 Carrington Event remains the most powerful solar storm ever witnessed. Back then, electrical infrastructure was still primitive, yet the storm torched electrical systems across Europe and North America, set buildings ablaze, and even triggered auroras near the equator in Colombia.

More recently, in February 2022, a solar storm damaged 40 SpaceX Starlink satellites just one day after their launch into low Earth orbit.

What's interesting here is that the impact of a similar geomagnetic event on today's interconnected internet infrastructure remains unknown territory. Fiber optic cables themselves are largely protected from geomagnetically induced currents, so local and regional internet connections would likely survive relatively unscathed. The real concern is intercontinental undersea fiber networks. Their signal repeaters are extremely vulnerable to geomagnetic currents. If one repeater fails, the entire cable can become useless.

Undersea fiber optic cables that connect continents tell a different story. Signal repeaters on these cables are highly susceptible to geomagnetic interference. A single failure means the entire cable could go offline. Recovery takes months—underwater infrastructure repairs are time-consuming and extremely expensive.

Solar storms can severely damage undersea fiber repeaters
Solar storms pose serious risks to signal repeaters in undersea cables. Image: The Manomet Current.

According to Sangeetha Abdu Jyothi, an assistant professor at UC Berkeley, if a critical section of undersea fiber in one region gets hit, entire continents could lose communication with each other.

Countries at higher latitudes like the United States and United Kingdom face greater exposure to space weather events, so they'd likely experience the first wave of disruption if a massive geomagnetic storm struck.

A global internet outage would be catastrophic. Supply chains would halt. Stock markets would crash. Hospitals would struggle. Businesses would close. Personal communication would vanish. The knock-on effects would ripple through every sector of modern society.

Estimates suggest that a single day of internet disruption in the US alone could inflict over $7 billion in economic damage. If the outage lasted days or months, the financial toll would be staggering.

To prevent an "internet apocalypse," Abdu Jyothi argues that network operators expanding global internet infrastructure need to treat extreme space weather as a serious threat. Initial steps include deploying more cables at lower latitudes and conducting resilience testing against large-scale network failures.

The second priority is developing better long-term solar storm prediction methods. That's easier said than done. Currently, we can only forecast solar storms about two days before they hit, using observations of sunspots—dark patches on the Sun's surface.

NASA and the European Space Agency are working together, combining historical data with new observations to improve space weather forecasting capabilities. It's a race against time.

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What's That Line Under Your iPhone Battery Icon? Here's Why It Matters

What's That Line Under Your iPhone Battery Icon? Here's Why It Matters

Ever notice a thin line underneath the battery icon in the top-right corner of your iPhone? It's been there since iOS 11.2, but most people have no idea what it does or why it's actually a security concern worth understanding.

Line under iPhone battery icon

What's That Line Actually For?

That underline is Apple's way of signaling that you can access the Control Center from your lock screen. The Control Center houses all those quick-toggle shortcuts—Airplane Mode, WiFi, Bluetooth, flashlight, QR code scanner, calculator, and more. It's a convenient design choice that lets you grab these essential tools without unlocking your phone.

Control Center accessible from lock screen with battery icon indicator

The presence of that underline tells you: tap here and you'll instantly reach Control Center, even while your phone is locked.

Here's the Security Problem

What's interesting here is that convenience comes with a real risk. If someone steals your iPhone, they can access Control Center from the lock screen and immediately disable connectivity—turning off WiFi, Bluetooth, or cellular before you have any chance to locate the device remotely. This essentially makes Find My iPhone useless.

Disabling Control Center on iPhone lock screen
How to disable Control Center from your lock screen.

The real concern is that most users never realize this vulnerability exists. Fortunately, you can lock this down. Head to Settings > Touch ID & Passcode (or Face ID & Passcode depending on your model) and toggle off the Control Center option. Done.

Interestingly, Apple acknowledged similar privacy concerns with iOS 14 by adding those small colored dots to the status bar—an orange dot when apps use your microphone, a green one when they're accessing your camera. It's a small but meaningful transparency feature that lets you catch sneaky app behavior.

Your iPhone and iOS contain dozens of these hidden details that most people overlook. Understanding them—from those mysterious dots to status bar icons to design choices like this battery indicator—gives you better control over your device and improves both security and user experience. The more you know about how iOS works, the safer and smarter your iPhone use becomes.

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Master Claude Projects: Build Your Personal AI Assistant Space

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Master Claude Projects: Build Your Personal AI Assistant Space

Claude Projects lets you create a dedicated AI workspace with persistent context memory. Instead of starting from scratch each conversation, Claude remembers who you are, what you're working on, and your preferred communication style — no need to re-explain yourself every single time.

Rather than beginning anew with each chat session, a Claude Project preserves all your instructions, style preferences, and reference materials in one place. The payoff: Claude functions like a specialized assistant trained specifically for your role, industry, and standards — maintaining consistency across your first conversation and your hundredth.

Setting Up Claude Projects the Right Way

Step 1: Create a New Project and Add Instructions

From Claude's main interface, look to the left sidebar menu and click Projects. When the project management screen opens, find the New project button in the top-right corner to start building your dedicated workspace.

Once you've created your Project, locate it in the Projects menu.

Step 2: Configure Project Instructions

A configuration window will appear for setting up your AI's guidelines. Paste your detailed rules and specifications into the text field:

  • What to include: Fill in sections covering Role & Communication Style, Strict Writing Rules (things like dialogue formatting with dashes, deep character introspection, pacing adjustments, and blocking generic AI phrases), and Processing Workflow.

Save: After pasting your complete instructions, scroll to the bottom-right corner and click Save instructions.

Step 3: Add Your Reference Materials

Back on your main project screen, look to the right panel for the Files section. Click the plus (+) icon next to it — a dropdown menu appears. Choose Add text content from the options.

If you want to add files instead, follow these guidelines:

Go to the Files section in your Project and press the Add button. Select which document type you need:

Document Type Best For
Media files Images and videos that need analysis or description
Text content Internal guides, style sheets, sample articles
Data files Spreadsheets, CSV/Excel reports you want referenced
GitHub repository Direct codebase integration so Claude understands your code

Claude reads and remembers everything in these files — it can cite, compare, or apply information from your documents when answering questions in the Project.

Step 4: Upload Character Profiles and Plot Outlines

The Add text content dialog box appears. Fill in the core information that becomes your AI's foundational memory:

  • Title field: Give your data a clear, recognizable name, like Character-Profiles-and-Main-Plot-Points.
  • Content field: Paste the complete information template with detailed profiles for each main character, plot progression stages (Introduction, Development, Climax/Twist, Resolution), and formatting standards.
  • Save: Review the entire text, then hit Add Content in the bottom-right corner to finish uploading.

Your Project is now ready to go. Claude will automatically stick to your character profiles and writing standards without you needing to repeat yourself in every chat session.

Step 5: Start Using Your Project

With Instructions and Files configured, click the chat box within your Project and begin asking questions. Claude responds based on all the context you've set up — no introductions or explanations needed.

Writing Effective Instructions for Claude Projects

Instructions are the most critical part of any Project — they determine whether Claude truly understands you or just goes through the motions. What's interesting here is that most users write instructions that are far too vague and short, which defeats the entire purpose.

  • Be specific, not general. "Write concisely" isn't enough — say "limit responses to 200 words maximum, no bullet lists". "Write professionally" isn't enough — specify "use Harvard Business Review tone, avoid exclamation points".
  • Provide sample output you actually want. Paste an example article or response you like directly into Instructions and add "Write in this same style and length". This is genuinely the most effective way to teach Claude your voice.
  • Define what NOT to do explicitly. Sometimes telling Claude what to avoid works better than telling it what to do. For example: "Never start responses with 'Of course!' or 'Absolutely!'", "Don't suggest consulting an expert at the end of every answer".
  • Update your Instructions periodically. Projects aren't a set-it-and-forget-it tool. After a few weeks of use, you'll notice where Claude still misses the mark — add those insights back into Instructions for continuous improvement.

Who Should Actually Use Claude Projects?

This isn't just a developer feature. Several user groups will find real practical value here.

  • Content writers and journalists: Create separate Projects for each publication or brand you write for, with style guides and tone presets saved in. Each writing session, Claude already knows the standards without reminders.
  • Researchers and academics: Upload research papers, data, and findings into your Project, then ask Claude to compare sources, summarize findings, or identify contradictions. You get answers based on your actual documents, not general training data.
  • Marketing and sales teams: Build a Project containing product details, customer personas, and common objections — use it to draft emails, pitch decks, or FAQ responses faster while staying aligned with brand messaging.
  • Developers: Upload your entire codebase or connect a GitHub repository — Claude understands your project structure, follows your naming conventions, and avoids suggesting libraries you don't use.

Common Questions

How long does Claude keep Project context?

  • Instructions and Files stay permanently until you edit or delete them. Conversation history is also saved, and Claude can reference it when needed.

Can you share Projects with others?

  • Project sharing is available on Claude Team and Enterprise plans. On personal accounts, only the account owner can access the Project.

Are there limits on how many files you can upload?

  • Limits depend on your plan and total context window capacity. Pro accounts have substantially higher limits than free plans. Focus on uploading only genuinely necessary files that directly relate to your work — waste not your context window.

How is this different from a regular System Prompt?

  • System Prompts in the API are technical configurations for developers using API calls. Claude Projects are an end-user interface requiring no programming knowledge. They store both Instructions and Files and work continuously across multiple conversations in one shared workspace.

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Microsoft Finally Delivers True Native Copilot App for Windows 11 With Practical New Features

Microsoft Finally Delivers True Native Copilot App for Windows 11 With Practical New Features

Microsoft teased a "native" Copilot application for Windows several months back, but the excitement fizzled when users realized it was essentially just a web wrapper. Now the company has finally responded to user feedback by rolling out an actual native Copilot built with XAML specifically for Windows 11. Better yet, the latest update makes it genuinely useful for less technical users who want straightforward answers about adjusting their system settings.

Here's what Microsoft is highlighting:

  • Native XAML app with redesigned interface: A fresh sidebar lets you start conversations and review your chat history without friction.
  • Device-specific Q&A: Ask something like "How do I pair Bluetooth headphones on this computer?" and Copilot tailors answers to your actual Windows version.

The updated Copilot app (version 1.25023.101.0) is rolling out early to Windows Insider participants across all channels. The rollout is gradual, so you might not see it immediately. What's interesting here is that you don't need to wait—you can manually grab the update even without Insider access. Here's how:

  1. Head to store.rg-adguard.net and select "Product ID" from the first dropdown.
  2. Paste 9NHT9RB2F4HD into the search field and choose "Fast" from the second dropdown.
  3. Click the checkmark button to find available packages.
  4. Look for Microsoft.Copilot_1.25023.106.0_neutral_~_8wekyb3d8bbwe.appxbundle and click to download.
  5. Open the file and hit "Update" when prompted.
  6. Launch the refreshed Copilot app.

On the Mac front, Microsoft has also released a Copilot application for macOS users. It's now available on the App Store with handy additions like a compact search bar for quick chats with the AI assistant.

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How to Fix the Task Host Window Blocking Windows Shutdown

How to Fix the Task Host Window Blocking Windows Shutdown

Struggling to shut down your Windows PC because a Task Host window keeps appearing? You're seeing a message that reads "Task Host is stopping background tasks," and you're stuck waiting for it to finish—or manually forcing it closed. What's actually happening here, and why is this so annoying?

This guide breaks down exactly why the Task Host window hijacks your shutdown process and walks you through several proven solutions to get your PC closing normally again.

Why Does Task Host Block Windows Shutdown?

The Task Host window blocks shutdown when Windows encounters issues with automatic updates, or when you try to power down while critical installations or programs with unsaved data are running in the background. What's interesting here is that system settings like Fast Startup can also contribute to the problem. The real concern is that you might lose unsaved work or interrupt important processes.

Now that you understand what's causing this, let's walk through some fixes that actually work. Apply these systematically, and you should be able to shut down your machine without any trouble.

Fixing the Task Host Shutdown Error

1. Check for Running Installations or Unsaved Work

First things first: make sure no installation process is running in the background, and verify that you haven't forgotten about an app with unsaved data. Shutting down mid-installation is a common trigger for this error. The same goes if you're trying to power down while documents or files sit unsaved in an application.

Go back to that window, let the installation finish, close any apps holding unsaved work, save everything, and then shut down properly. If you can't identify which programs are causing the holdup, you might be dealing with a Windows Update issue instead. The fixes below will help you rule that out.

2. Uninstall Recent Windows Updates and Reinstall Them

The next step is to remove any recently installed Windows updates—especially ones installed automatically—to rule them out as the culprit. Updates like KB5012170 are known troublemakers that trigger this exact error. After removing them, you'll want to reinstall them properly.

Here's how: Press Win + I and select Windows Update from the left sidebar. Click Check for Updates, and Windows will automatically install any available patches.

Checking for available Windows updates in Settings
Checking for available Windows updates in Settings

3. Complete Any Pending Updates

If you've paused Windows updates, pending patches might be sitting there waiting. This is especially true if you manually suspended automatic updates at some point.

Open Settings again with Win + I, go to Windows Update, and look for a Resume updates button. If you see it, click it and let Windows install the queued updates. If you don't see it, the update service isn't paused. Just click Check for Updates instead.

Resuming paused Windows updates in Settings
Resuming paused Windows updates in Settings

4. Manually Install Failed Updates

Sometimes the Windows Update service fails to install specific patches. Failed updates can absolutely contribute to shutdown problems. Check your update history to see if anything failed to install, then manually grab those updates from Microsoft's catalog and install them.

To find failed updates, press Win + I, go to Windows Update, and click Update History. Write down the names of any failed updates and download them manually from Microsoft's site for a clean installation.

5. Run the Windows Update Troubleshooter

If the above steps haven't solved it, Windows includes a built-in troubleshooter specifically for Update problems. It automatically scans for issues and attempts to fix them.

Follow these steps:

  • Right-click the Windows Start button and open Settings.
  • Select System from the left sidebar.
  • Click Troubleshoot in the right pane.
  • Select Other troubleshooters.
Opening Other troubleshooters in Settings
Opening Other troubleshooters in Settings
  • Find Windows Update and click the Run button next to it.
Running the Windows Update troubleshooter
Running the Windows Update troubleshooter

6. Disable Conflicting Third-Party Services

Here's something many people don't realize: Microsoft Update and third-party services sometimes clash, and that conflict can trigger shutdown problems. Disabling those third-party services might be exactly what you need.

  • Type "System Configuration" into Windows Search and open it.
  • Go to the Services tab.
  • Check the box labeled Hide all Microsoft services.
Hiding Microsoft services in System Configuration
Hiding Microsoft services in System Configuration
  • Click Disable All, then apply and click OK.
  • Restart your PC when prompted and see if the error goes away.

This fix often resolves the issue permanently.

7. Turn Off Fast Startup

Windows' Fast Startup feature is designed to speed up boot times, but it does this by putting your PC into a hibernation state rather than fully shutting down. Disabling this feature forces a complete shutdown, which can resolve Task Host conflicts. This is a simple but effective fix worth trying.

8. Adjust Sign-In Options

While less common, disabling automatic setup after updates in your Sign-in settings sometimes helps. Here's how to try it:

  • Press Win + I to open Settings.
  • Click Accounts in the left sidebar.
  • Select Sign-in options.
  • Under Additional settings, toggle off Use my sign-in info to automatically finish setting up after an update.
Disabling automatic setup in Sign-in options
Disabling automatic setup in Sign-in options

9. Disable WpnUserService in Registry Editor

If nothing else works, you can disable WpnUserService directly through the Registry. WpnUserService handles Windows notifications—both local and push notifications. Disabling it stops notifications from appearing, though background processes will continue running. You won't get notification popups anymore, but your PC will shut down cleanly.

Here's how:

  • Search for "Registry Editor" in Windows Search and open it.
  • Paste this path into the address bar:
Computer\HKEY_LOCAL_MACHINE\SYSTEM\CurrentControlSet\Services\WpnUserService
  • Double-click the Start DWORD value.
  • Change the value to 4 and click OK.
Disabling WpnUserService in Registry Editor
Disabling WpnUserService in Registry Editor

Important: this only silences notifications. The background processes causing the initial problem continue running. But that's actually fine—you'll achieve your real goal: shutting down without seeing that annoying popup.

Following these steps in order should eliminate the Task Host shutdown error and get your PC closing smoothly again. If shutdown problems persist even after trying all of these, the issue might lie with the Shutdown process itself rather than Task Host. At that point, it's worth digging deeper into Windows' system processes and event logs.

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The Best AI Programming Tools You Should Know About in 2026

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The Best AI Programming Tools You Should Know About in 2024

Generative AI has triggered a massive wave of innovation across development tools. From intelligent coding assistants to full-fledged AI agents that can write entire features, there's no shortage of options to explore. In this guide, we'll break down the top AI programming tools that are reshaping how developers work. These platforms let you generate code, fix bugs, understand complex logic, write tests, and handle countless other tasks—often with minimal manual intervention. What's interesting here is how quickly the landscape is evolving. Just a year ago, most of these tools didn't exist.

Quick Comparison: Leading AI Programming Tools

Tool Best For Drawbacks Pricing
Claude Code Professional developers handling large codebases High token consumption From $17/month
OpenAI Codex Asynchronous AI agents that handle task delegation and pull requests Newer Codex models carry premium pricing From $20/month
Cursor AI-integrated IDE with agent planning and task automation May lose context on massive projects Free + paid tier
GitHub Copilot GitHub integration with VS Code and terminal workflows Agent orchestration isn't its strongest feature Free + paid tier
Google Antigravity Google's new AI agent IDE powered by Gemini 3 Pro Not yet as polished as competitors Free + paid tier
Windsurf VS Code-based agent IDE featuring the Cascade capability Struggles with end-to-end task execution Free + paid tier
Replit Non-programmers who want to build AI-powered applications Not designed for professional developers Free + paid tier
CodeGPT Teams and enterprises using custom AI APIs Some features occasionally act unpredictably Free + paid tier

Top AI Programming Tools Breakdown

  • Claude Code: The gold standard for serious development work and enterprise-scale projects.
  • OpenAI Codex: Excellent if you're already invested in OpenAI's ecosystem.
  • Cursor: A comprehensive AI IDE that developers genuinely love using.
  • GitHub Copilot: Perfect for teams already using GitHub and VS Code.
  • Google Antigravity: A promising newcomer with Gemini 3 Pro backing.
  • Windsurf: A serious challenger to Cursor worth watching.
  • Replit: Ideal for beginners and non-technical users.
  • CodeGPT: A flexible extension for VS Code and JetBrains environments.

Claude Code: The Current Leader

If we're being honest, Claude Code is probably the most impressive AI coding tool available right now. It's an actual coding agent that lives in your terminal and can interact with your entire codebase. Here's what it can do:

  • Build new software features from scratch
  • Debug problematic code
  • Deploy to production
  • Execute complex programming tasks directly from terminal commands

Just describe what you need done, and Claude Code figures out the rest. It runs on Claude Opus 4.5, widely considered one of the strongest AI models for programming tasks. On the SWE-bench Verified benchmark, Opus 4.5 scored 80.9%—leading the pack on real-world engineering challenges. Some developers have even suggested Claude Code is the closest thing to AGI in programming today. That's probably overselling it slightly, but the tool really is exceptional.

Strengths

  • Most powerful coding agent available
  • Powered by Claude Opus 4.5
  • Runs natively in your terminal

Limitations

  • Pricing is steeper than some alternatives

OpenAI Codex: The Async Alternative

OpenAI developed its own coding agent called Codex, which functions much like Claude Code. Codex integrates with terminals, IDEs, and git repositories. As an agent, it can:

  • Modify files across your project
  • Navigate directory structures
  • Execute shell commands
  • Automate entire programming workflows

Beyond basic coding, Codex handles debugging, exploring new solutions, feature development, and even creates pull requests automatically. It's built on the GPT-5.2-Codex model, specifically fine-tuned for real-world software engineering problems.

Strengths

  • Asynchronous agent design
  • Based on GPT-5.2-Codex
  • Capability roughly matches Claude Code

Limitations

  • Can make silly mistakes sometimes

Cursor: The Developer's Favorite IDE

Cursor has become one of the most popular AI coding tools around. It's essentially VS Code reimagined with AI as a first-class citizen rather than an afterthought.

You can delegate tasks to AI agents, create and refactor code, and understand entire codebases through smart embeddings. The real win is Cursor's ability to create deep code embeddings—this lets the AI truly comprehend your whole project, not just isolated snippets.

You're not locked into one model either. Cursor supports top-tier options like Claude Opus 4.5, Gemini 3 Pro, and GPT-5. When we tested Cursor on migrating legacy code to a new OpenAI SDK, it performed brilliantly and even pulled in the latest documentation automatically.

Strengths

  • Powerful agentic IDE
  • Understands complex codebases deeply
  • Works with multiple leading AI models

Limitations

  • Context awareness can slip on extremely large projects

GitHub Copilot: The Integrated Powerhouse

GitHub Copilot evolved beyond simple code completion into a full-featured AI agent. It's deeply woven into GitHub, VS Code, terminals, MCP servers, and project management tools.

Use Copilot to explain code, auto-complete intelligently, edit and refactor, handle issues automatically, create pull requests, and respond to feedback. The CLI component runs directly in your terminal, letting you orchestrate complex workflows from the command line.

Strengths

  • Native GitHub integration
  • Context-aware code suggestions
  • Works seamlessly in VS Code and terminals

Limitations

  • Agent orchestration lags behind competitors

Google Antigravity: The New Contender

Following the Gemini 3 Pro launch, Google released its own next-generation IDE called Antigravity. It supports:

  • Intelligent code completion
  • Custom AI agent creation
  • Real-time agent activity monitoring
  • Pre-submission review and verification

The standout feature is orchestrating AI across your terminal, editor, and browser simultaneously. You can even spin up multiple coding agents running in parallel across different workspaces.

Strengths

  • Agent-first design philosophy
  • Multi-environment orchestration
  • Supports custom agents

Limitations

  • Smaller user base means fewer resources and discussion

Windsurf: The Cursor Challenger

Windsurf is another VS Code-based AI IDE worth your attention. Its signature feature is Cascade—a capability designed to deeply understand codebases, combine advanced programming tools, and deliver precisely-targeted suggestions.

Windsurf handles auto-completion, detects bugs, recommends fixes, and edits multiple files simultaneously. Like Cursor, it supports premium models: Gemini 3 Pro, GPT-5, and Claude Opus 4.5.

Strengths

  • Create, execute, and debug code
  • Integrated agentic capabilities
  • Cascade feature delivers real value

Limitations

  • Not quite as mature as Cursor yet

Replit: For Non-Programmers

Unlike the previous tools, Replit targets everyday users—not professional developers. Describe what you want in plain English, and Replit plans the architecture, writes code, and builds the app for you.

It can create Android apps, iOS apps (beta), websites, web applications, and 3D games. Built-in hosting makes sharing your creations straightforward too.

Strengths

  • Beginner-friendly interface
  • Natural language app generation
  • Includes hosting integration

Limitations

  • Not designed for professional programmers

CodeGPT: The Flexible Extension

If you live in VS Code or JetBrains, CodeGPT deserves consideration. It's an extension that lets you:

  • Connect your own AI APIs
  • Access top-tier coding models
  • Ask detailed questions about your code

CodeGPT handles:

  • Code generation
  • Code explanation
  • Bug detection and problem-solving
  • Code refactoring
  • Documentation writing
  • Unit test generation

The real concern is that newer versions include an AI agent component for workflow planning and task execution, which is genuinely useful for complex projects.

Strengths

  • Powerful extension for VS Code and JetBrains
  • Supports bring-your-own-key model
  • Access to leading AI models

Limitations

  • Can conflict with other extensions

Experience the Dinosaur Game in Stunning 3D: Play Google's Classic Offline Game Reimagined

Experience the Dinosaur Game in Stunning 3D: Play Google's Classic Offline Game Reimagined

Google's dinosaur game is a global phenomenon that requires nothing more than a computer or laptop without internet access. What's interesting here is how this simple offline game has become so iconic that developers have created enhanced versions of it. If you've grown tired of the original 2D dinosaur runner, there's now a 3D remake that completely transforms the experience. This new version doesn't just look impressive—it's genuinely engaging and offers a fresh way to enjoy the classic game you thought you knew.

The core mechanic remains straightforward: guide your dinosaur to jump and dodge obstacles like cacti and flying birds. But here's where it gets interesting—if the standard version feels too simplistic or repetitive, the 3D variant changes everything. The perspective shift alone makes this feel like an entirely new game, combining visual appeal with surprisingly addictive gameplay that'll keep you coming back for more.

3D Dinosaur Game

  • Step 1: Head to the web version of Google's new 3D dinosaur game here. Give it a moment to fully load before proceeding.
  • Step 2: Click the "Click to Start The Game" prompt to begin playing.

3D Dinosaur Game

  • Step 3: The game interface appears and the controls work exactly as before, except now you're viewing everything in 3D perspective. Simply press the spacebar to make your dinosaur jump and avoid incoming obstacles.

Don't be discouraged if you struggle during your first few runs. The new 3D perspective can feel disorienting at first, and you might even experience some eye strain as you adjust to the dimensional shift. Losing a few early attempts is completely normal. Once you acclimate to the new viewpoint, you'll definitely start surviving longer runs.

Give this version a shot and discover how a fresh perspective can reinvent a game you thought you'd mastered. The real concern is whether you'll be able to put it down once you start playing. Share your high scores in the comments below—we'd love to see how you stack up against other players.

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