AI News

  • Loading...

5 Innovative Ways to Put Large Language Models to Work

On
5 Innovative Ways to Put Large Language Models to Work

Over the last year and a half, large language models (LLMs) have made remarkable strides—and they're only getting better. While some of the most powerful models sit behind paywalls like GPT-4 and DALL-E, plenty of new tools have become accessible to everyone. Today's LLMs handle everything from AI content creation to image processing and video editing, plus a growing array of software development and debugging utilities. The pace of AI advancement is genuinely staggering, which means it's easy to miss opportunities where these tools could genuinely save you time, money, and headaches. Let's explore five ways you can make the most of what's available right now.

1. Speed Up Design Mockups with LLM-Generated Images

Image-generation tools like DALL-E deliver genuinely impressive results

Text-to-image tools have evolved dramatically and continue to improve. There are dozens of creative uses here. You can generate complete images from scratch (though they might look a bit "odd"), or use them to produce specific elements you can then refine further in traditional design software. They're particularly excellent for creating rough sketches, wireframes, and prototypes that you can iterate on by adjusting your prompts.

Free image-generation tools exist, though creative professionals often already pay for or have access to premium options like Adobe Firefly. Free alternatives can be solid—Microsoft Designer's Copilot-powered tool, for instance—but sometimes they produce lower quality or carry that telltale "AI-generated" aesthetic. DALL-E comes bundled with ChatGPT Plus and ranks among the best available. Google Gemini can generate images too, though it currently operates under certain restrictions following recent controversies.

What's interesting here is that different generation tools have distinct visual styles and capabilities, so you'll want to test a few or check out samples online before committing to any subscription (or stick with free options if one clicks with your workflow).

2. Use LLMs as Your Personal Learning Companion

You can ask LLMs even your toughest questions

A quiz created by an LLM
A quiz created by an LLM

One massively underrated advantage of LLMs is their educational potential. They're genuinely excellent study partners. Ask them questions on literally any topic—whether you need a quick summary or deep dives into specifics. Just pose your "why," "how," or "what makes this work" questions naturally. They also excel at generating flashcards, practice problems, and quizzes about what you're studying. For example, ask ChatGPT to create a short quiz on a topic you're learning, but request it withhold the answers. Then write your responses in the prompt and ask ChatGPT to grade you.

Of course, LLMs aren't perfect. They occasionally produce inaccurate information (a phenomenon called "AI hallucination") and can get confused on complex topics. For material that matters—whether for education or your career—the real concern is you should still prioritize checking high-quality academic sources like textbooks or lecture notes.

3. Generate Brand Logos and Visual Identity Elements

LLMs can provide finished products or valuable inspiration

Example of a logo created by an LLM
Example of a logo created by an LLM

LLMs can deliver fresh inspiration by generating custom images representing your brand. Logos and branding follow patterns almost by nature—every brand wants to look distinctive yet recognizable within its category, so they tend to follow design trends anyway. By describing what you need (a logo, business card, etc.) and what your brand represents (mission statement, core values), you can at least gather some novel directions to explore.

The more detail you provide, the better your results. Be specific about colors, typography, or style preferences in your prompt. Share additional context about your business too. Generate multiple image variations to harvest ideas, then ask a graphic designer to blend the elements you like best into a polished final piece. One thing to note: these tools often struggle with text-containing images, producing bizarre spelling errors or nonsensical phrases. So here's the practical tip: use the image generator to create the graphic elements for your logo or branding, then use standard photo editing software to add text, refine details, or combine components.

4. Create Templates for Any Software

ChatGPT generating an office budget template
ChatGPT generating an office budget template

ChatGPT Plus (powered by GPT-4) can generate complete Excel budget templates and output both the spreadsheet file and the Python code used to create it. While the format isn't overly complex, you can easily enhance the output by requesting minor tweaks or providing more specific instructions in your prompt.

ChatGPT already excelled at drafting job application letters and resume sections, but the ability to generate complete templates really elevates it to another level. We've mentioned using ChatGPT to improve Excel skills, but its capacity to build entire document templates makes it even more powerful and practical. These templates have limitations, sure, but they're fantastic starting points when you're stuck or unsure how to structure something quickly. They'll point you in the right direction—and even if the output doesn't match your vision, it sparks ideas for refinement.

This capability extends well beyond Microsoft Office, too. LLMs like Gemini and ChatGPT excel at generating template snippets for virtually any application that accepts templates. Because they build templates using scripts, they're not bound by file type. As long as they can write code to construct a template, they can deliver the goods.

5. Debug, Translate, and Generate Code

LLMs prove surprisingly skilled at debugging code issues—and even better at writing it from scratch

This one's fairly obvious: LLMs excel at debugging code. They can still get confused on larger projects and may easily hallucinate features or functions that don't actually exist, but for straightforward debugging work, they're fantastic. To get the best results when debugging with an LLM, provide as much detail as possible, including any specific error messages. Here's the catch though: LLMs typically store all prompts and data you send them to train future models. So if you're working in a professional environment or using proprietary information, don't feed that data to an LLM.

Another application—one that gets less attention—is code translation. Say you've written an API specification in Python but now need to support a Java SDK too. LLMs handle this remarkably well and can tackle much of the heavy lifting by converting your endpoints to another language. This use case seems less error-prone than other programming tasks. Beyond that, you can use LLMs to generate boilerplate code. No need to hunt through GitHub for a project starter template anymore. An LLM can do that work for you, handling package manager setup, dependency libraries, and even basic CI pipelines.

How Creative LLM Applications Save Time and Effort

LLMs grow more capable by the week. Like any powerful tool, we need time to learn how to wield them effectively. Here we've focused on what you can do with major LLMs currently available—ChatGPT and Gemini—but as more specialized tools launch, even more creative applications will emerge. For now, there's plenty we can do to unlock the obvious potential of these remarkable tools.


Description: Discover practical applications of LLMs that can save you time and effort, from design mockups to code debugging.

Related Articles

Generate Videos from Text Using Canva's AI in Minutes

Generate Videos from Text Using Canva's AI in Minutes

Canva's AI capabilities go beyond image generation. The platform now lets you transform text descriptions into fully-formed videos in seconds. Just describe the scene you want—the subject, setting, camera angle, lighting, and style—and Canva's AI handles the rest. What's interesting here is how much control you retain over the final output by being specific in your prompts.

This guide walks you through the entire process of creating AI-powered videos on Canva, including some pro tips for camera angles and lighting that'll make your videos look polished.

How to Create AI Videos from Text on Canva

Step 1:

Open Canva and click on Canva AI from the left sidebar menu.

Canva AI

Next, look to the right side and select Video Clip to begin creating your AI video.

Tạo video trên Canva AI

Step 2:

Canva presents you with several configuration options. First, choose your AI Quality level.

Chất lượng AI

Then click Style to select the visual style for your video. The Aspect Ratio section currently defaults to 16:9 and 9:16 options, with more ratios coming soon.

Kiểu dáng cho video AI tạo trên Canva

Step 3:

Next, decide whether to add background music to your video. Keep in mind that audio features require a paid Canva subscription.

Thêm âm thanh video tạo trên Canva

Select your preferred camera angle from the available options. If you don't see the angle you need, you can specify it in your text prompt instead.

Góc quay video AI tạo trên Canva

Choose your preferred lighting for the AI-generated video.

Chọn ánh sáng cho video AI tạo trên Canva

Step 4:

Now enter your text prompt to generate the video. Canva's AI processes it immediately. Once the video renders, you can download it or click Edit to make adjustments.

Chỉnh sửa video AI tạo trên Canva

In the editing interface, trim clips, rearrange scenes, apply transitions, or add background music. Canva's built-in editing tools make it easy to refine your AI video. When you're happy with the result, download it.

Thêm nhạc nền video AI tạo trên Canva

Sample AI Video Created from Text

How to Write Effective Prompts for Canva Videos

Use this simple formula:

[Subject] + [Action] + [Setting] + [Camera Angle] + [Lighting] + [Style] + [Camera Movement]

A well-written prompt should include these core elements:

  • Subject: The person, animal, or object featured in the video.
  • Action: What the subject is doing.
  • Setting: The location and surrounding environment.
  • Camera Angle: Wide shot, close-up, low angle, or overhead view.
  • Lighting: Sunrise, sunset, golden hour, or natural daylight.
  • Style: Realistic, cinematic, animated, 3D, and so on.

Common Questions About Canva's AI Video Generator

Should I write prompts in English or Vietnamese?

You can enter prompts in Vietnamese, but Canva works best with English. If your Vietnamese prompt doesn't produce the results you want, try translating it to English for better accuracy.

How long can AI videos be on Canva?

Currently, each video generation produces up to 8 seconds of content. The exact duration may vary depending on your Canva subscription tier.

Can I edit videos after they're generated?

Absolutely. After generation, you can trim clips, apply effects, add transitions, use filters, and incorporate additional elements using Canva's editing suite.


Description: Learn how to create stunning AI videos from text prompts on Canva. Step-by-step guide with camera angles, lighting, and editing tips.

Related Articles

Generate AI Music for Your Canva Videos: A Complete Guide

On
Generate AI Music for Your Canva Videos: A Complete Guide

Canva has evolved beyond just making AI videos—you can now generate custom AI music to accompany your footage. The beauty of this approach is that you can tailor the soundtrack to match your video's specific mood and style by simply describing what you want. Instead of hunting through generic music libraries, you're essentially telling an AI exactly what kind of audio your video needs, which means richer, more personalized soundtracks every time.

What's interesting here is that Canva offers multiple routes to get AI music into your videos. You can generate tracks from scratch using text prompts, leverage the dedicated AI Music app, or upload pre-made AI music files directly. Below, we'll walk through each method so you can pick the approach that works best for your workflow.

Creating AI Music via Text Prompts in Canva

Step 1:

Start by uploading your video to Canva, then right-click on the Add Audio track section at the bottom of the timeline.

Adding audio to Canva video

Next, select Music and Sound Effects from the dropdown menu.

Inserting music into Canva video

Step 2:

Look to the left side of your screen where you'll see a text field for describing your desired background music. This is where you'll input details about the track you want Canva to generate. Be specific about the music genre, style, instruments, and what type of video you're scoring. Once you've written your description, hit the Generate button to create your AI track.

Inserting music into Canva video

Step 3:

Wait a moment while Canva processes your request. You'll then see the AI-generated track appear. Give it a listen to make sure it matches your vision.

AI-generated music in Canva

Not quite right? Click the three-dot menu icon and select Regenerate Music to create a fresh version based on your same description.

Regenerating AI background music in Canva

Step 4:

Once you're happy with the track, add it to your video as you normally would.

Adding background music to Canva video

Click on the audio track in your timeline, and you'll see several music adjustment options appear at the top. Fine-tune the audio to get the exact effect you want for your video.

Adjusting background music in Canva

Tips for Writing Effective Music Prompts

The key to getting great AI music lies in how you describe what you want. Canva's system responds to detailed, focused prompts that paint a clear picture of your ideal track.

What Makes a Good Music Prompt?

Your prompt should zero in on these essential elements:

  • Genre: cinematic, acoustic, pop, ambient, etc.
  • Mood: uplifting, relaxing, dramatic, energetic, etc.
  • Tempo: slow, moderate, or fast-paced.
  • Instruments: piano, guitar, violin, synth, etc.
  • Purpose: travel video music, nature footage, commercial, etc.

For example, if you're scoring a nature documentary, you might write something like:

Soft cinematic background music with no vocals, featuring piano and acoustic guitar with a slow tempo, warm feeling, perfect for nature and wildlife footage.

Making Sure Your AI Music Fits Your Video

Focus on genre, mood, and pacing above all else. If your video contains slow, contemplative scenes, choose gentle, understated music. When you have action sequences or quick cuts, opt for something with punch and momentum.

If your first attempt doesn't land, tweak a couple of elements in your prompt and regenerate rather than starting from scratch. Small adjustments often yield better results.

What Types of Videos Work Best With AI Music?

Here's the real concern: AI-generated music works for virtually any video project you're working on in Canva. The right prompt allows you to create music that fits tutorials, product demos, travel videos, social media content, and more. The versatility comes down to how well you craft your instructions.

Generating Background Music Using Canva's AI Music App

Step 1:

Upload or create your video in Canva. Then click on Apps in the left sidebar. Search for "AI Music" and click on the result that appears.

Finding AI Music on Canva

Step 2:

Click on the AI Music app to open it.

Using AI Music app in Canva

Then click Open to launch the app within Canva.

Opening AI Music app in Canva

Step 3:

You're now in the AI Music generation interface. If you're using a free Canva account, you're limited to tracks in the Basic section. First, choose a music style that appeals to you.

Selecting music genre in AI Music on Canva

Next, set the duration for your track to match your video length. Manually enter the time and select a duration that fits. You can experiment with multiple styles if you'd like. When you're ready, click Compose to generate your track.

Setting music duration in AI Music on Canva

Step 4:

Your generated background track is ready. Preview it by clicking play. If you're not satisfied, click Refine to adjust your parameters and generate again.

Adding AI Music to Canva video

Happy with the result? Click Add to Design to insert it into your video right away. You can also click Save to store it for use in future projects.

AI Music background created in Canva

Check out this short video example with AI-generated background music created in Canva:

How to Add Music to Videos in Canva

Step 1:

Upload your video to Canva as you normally would. Then click on Apps in the left sidebar of your workspace.

Apps section in Canva

Step 2:

Click on Audio to browse and select music for your video.

Audio in Canva

You'll now see Canva's entire audio library ready for browsing. Filter by music style to find something that fits your video.

Canva's audio library display

Step 3:

To find a specific track, type the song name into the search box. Results will pop up instantly. Keep in mind that tracks with certain icons are premium and require a Canva Pro subscription.

Finding songs in Canva

Step 4:

To add a track, simply drag the audio file onto your video in the timeline. Click the Duration button to verify that the audio and video sync up correctly.

Adding a song to your Canva video

You can adjust which section of the video the audio plays during by moving the audio track along the timeline. Once everything looks good, download your finished video with the audio embedded.

Adjusting music in your Canva video

Uploading Your Own Music Files to Canva

Step 1:

To upload personal music tracks to Canva, click the Upload section.

Uploading music to Canva

Then click Upload Files to add your own audio. Browse your computer and select the music file you want to insert into your video.

Uploading audio files to Canva

Step 2:

Your uploaded music will appear immediately. Drag the track into your video to add it to the timeline. Position it exactly where you want the audio to play.

Adding uploaded music to your Canva video

Video Tutorial: Adding Music to Canva Videos


Description: Learn how to create custom AI-generated music and add it to your videos in Canva with our step-by-step tutorial.

Related Articles

NoteGPT AI Detector: Spot Machine-Generated Content Instantly

NoteGPT AI Detector: Spot Machine-Generated Content Instantly

Wondering if that article was actually written by a human or churned out by ChatGPT? NoteGPT AI Detector is a web-based tool designed to identify machine-generated content by analyzing and evaluating the likelihood that AI created it. You can paste text directly or upload supported file formats for scanning. The tool even extends beyond plain text—it can analyze images too, expanding its usefulness considerably.

So what exactly is NoteGPT AI Detector? What features does it offer, how do you use it, and most importantly, can you trust the results? This guide walks you through everything you need to know.

What Is NoteGPT AI Detector? And What Can It Do?

NoteGPT AI Detector is an online platform that checks whether content was generated by artificial intelligence. It's useful for students, educators, content creators, and anyone regularly working with AI tools. The detector covers multiple content types and brings several standout features to the table:

AI Content Detection

The tool examines text and provides a confidence score on whether it was produced by AI systems like ChatGPT, Gemini, Claude, and similar platforms.

Direct Text Input

Simply paste your content into the tool for instant analysis. NoteGPT currently accepts up to 20,000 characters per submission.

File Upload Support

You can upload PDF, PowerPoint, Word, and TXT files for analysis. The platform accepts files up to 40 MB in size.

Image Analysis

NoteGPT AI Detector supports image uploads in JPG, JPEG, PNG, and WEBP formats for detection purposes.

Multi-AI Detection

The tool claims it can identify content from various popular AI models, giving you multiple data points when evaluating whether something was machine-written.

How to Check AI-Generated Text With NoteGPT AI Detector

Step 1:

Visit the tool using the link below and create an account to get started.

https://notegpt.io/ai-image-detector

You'll see three upload options for the content you want to analyze: text input, image upload, or direct file upload.

NoteGPT AI Detector document upload options

The file upload option supports files up to 40MB, including PDF, PowerPoint, DOCX, and TXT formats.

File upload to NoteGPT AI Detector

For image uploads, the maximum file size is also 40MB.

Image upload to NoteGPT AI Detector

Step 2:

Select your preferred upload method, then click the Detect AI button below to start scanning whether the content was written by an AI system or a human.

Text detection on NoteGPT AI Detector

After a brief moment, you'll receive a result showing the percentage likelihood that AI wrote the content. What's interesting here is that NoteGPT bundles in a text rewriting tool—if you want your content to sound more naturally human-written, just hit Humanize AI Text to rewrite it.

Text detection results on NoteGPT AI Detector

Step 3:

The next screen displays your original text on the left side and the rewritten version on the right. NoteGPT adds natural-sounding word choices and restructures sentences to be clearer and more concise—stripping away that verbose, robotic feel of machine-generated text.

Text rewriting on NoteGPT AI Detector

If you want to save the newly rewritten text, hit Download and select your preferred file format.

Download rewritten text from NoteGPT AI Detector

Important note: The detector results should only be treated as reference information, not as definitive proof that content was AI-generated. The real concern is that no detection tool is 100% reliable.

Strengths and Limitations of NoteGPT AI Detector

Strengths:

  • Clean, intuitive interface.
  • Works entirely online—no software installation needed.
  • Accepts both text and file uploads.
  • Includes image analysis capability.
  • Straightforward operation with minimal learning curve.

Limitations

  • Detection accuracy isn't guaranteed and can produce false positives or negatives.
  • Performance varies depending on language and content type.
  • Results shouldn't be your sole basis for accusing someone of using AI—consider them one data point among many.

Description: NoteGPT AI Detector identifies AI-written content by analyzing text, images, and documents. Learn how to use it and check its reliability.

Related Articles

Copyright © 2016 QTitHow All Rights Reserved