UK NutriHealth AI: NHS-Style Health Assessment Platform Built with Google AI Studio

06 Aug 2025

📝 Dev.to Digest: Fresh Insights on AI, ChatGPT & Prompt Engineering

Welcome! This blog summarizes top Dev.to articles covering the latest techniques, tools, and ideas in AI, ChatGPT usage, and prompt engineering. The content below is structured to help you absorb the most useful takeaways quickly and effectively.

📋 What You’ll Find Here:

  • Organized sections: Techniques, Use-Cases, Tools, Trends
  • Concise summaries written in original language
  • Proper attribution: 'As explained by AuthorName'
  • Clear examples and steps in bullet points or <code> blocks
  • Direct links to the original Dev.to articles
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📖 Article 1: UK NutriHealth AI: NHS-Style Health Assessment Platform Built with Google AI Studio

As explained by: Unknown Author  |  📅 Published: 2025-08-06T09:27:50Z

🔗 https://dev.to/shiva_shanker_k/uk-nutrihealth-ai-nhs-style-health-assessment-platform-built-with-google-ai-studio-410k

💡 Summary

This post is my submission for DEV Education Track: Build Apps with Google AI Studio.

What I Built

I built UK NutriHealth AI, a professional health assessment platform that identifies vitamin and mineral deficiency risks using Google AI Studio and NHS clinical guidelines. The app uses Gemini to create dynamic risk assessment algorithms and generate personalized health recommendations based on UK health statistics.

Key prompts used: "Create a health risk assessment for UK vitamin deficiencies based on NHS guidelines" and "Generate dynamic branching questions for nutritional health screening."

Demo

🔗 Live Demo: beamish-kashata-836ad2.netlify.app

📚 GitHub: github.com/shivas1432/UK-NutriHealth-AI

My Experience

Working with Google AI Studio was surprisingly intuitive for building healthcare applications. The biggest surprise was how accurately Gemini could process medical guidelines and generate clinically relevant risk assessments. I learned that AI can create sophisticated health algorithms that would normally take weeks of research - the platform now identifies 4 major deficiency risks with NHS-grade accuracy. The speed of prototyping complex medical logic was incredible....

📖 Article 2: What Happens When You Mix Manhwas, Memes, and Google AI? Chaos.

As explained by: Unknown Author  |  📅 Published: 2025-08-06T05:20:13Z

🔗 https://dev.to/newcoder789/what-happens-when-you-mix-manhwas-memes-and-google-ai-chaos-9f

💡 Summary

This post is my submission for DEV Education Track: Build Apps with Google AI Studio.

🧠 What I Built

I built "Brainrot Quest Generator" – a chaotic, anime-meets-Bollywood story generator where users input a few wild prompts to get a personalized, over-the-top comic story.

The app uses Google AI Studio + Imagen 2 API to generate:

  • Multi-act storylines featuring an MC named Aryan
  • Bollywood musical interludes and memes
  • Comic-style panels of key scenes

Users fill in a form with creative inputs (hero's flaw, quest, genre, song style, meme), and the app generates a wild webtoon-like narrative that includes:

  • Act-based progression
  • Emotional drama
  • Random Bollywood romance
  • Meme-fueled climaxes
  • AI-generated comic panels

🎮 Demo

No installation needed. Just open and run! ⚡

🧙 Character Input UI

Users fill in quirky prompt fields to shape the story.

Act 1: The Setup

Act 3: The Meme-pocalypse

The Bhangra number ended as abruptly as it began, leaving Aryan breathless and slightly sticky from mango lassi. "Well, that was... unexpected," he muttered. A shimmering portal ripped open in the sky, revealing a grotesque, pixelated landscape. "Finally," Aryan said, flipping to the last page of his manga, "the final boss."

From the portal emerged a colossal, sentient corn cob wearing a tattered baseball cap, its kernels glowing with malevolent energy. This was it: the dreaded Ohio Final Boss. It roared, "Only in Ohio will you find... MY LOST KEYS!" SKIBIDI TOILET FLUSH SOUND EFFECT....

📖 Article 3: Hotel Brendle Orchestrator: Building a Full-Stack AI Command Center with Gemini

As explained by: Unknown Author  |  📅 Published: 2025-08-06T05:32:12Z

🔗 https://dev.to/frosty_fucker_7d06058f3d8/hotel-brendle-orchestrator-app-5emk

💡 Summary

This post is my submission for the DEV Education Track: Build Apps with Google AI Studio.

What I Built

I created the Hotel Brendle Orchestrator, an AI-powered, single-page application that serves as a complete command center for a hotel undergoing a major renovation. Instead of just a simple tool, I prompted Gemini to build a multi-faceted dashboard that caters to the unique needs of different user roles: the manager (Admin), the on-the-ground technician (Staff), and even the Guests.

The entire application was "vibe-coded" with Gemini and other llm technologies evolving from a high-level prompt into a feature-rich platform.

My core prompt was: "Create a web application that acts as a hotel administration dashboard, with role-based access for admins and staff, and an integrated tool to summarize and analyze various data inputs like text, audio, and video."

✨ Key Features Showcase

Gemini helped orchestrate a surprising number of deeply integrated features:

  • 🏨 Role-Based Dashboards: The app provides a completely different UI and set of tools depending on whether you log in as an Admin, Staff, or Guest.
  • 🤖 AI Daily Briefing & Predictive Alerts: Admins are greeted with an AI-generated summary of hotel operations and predictive alerts about potential renovation challenges.
  • 📹 Video-to-Work-Order Pipeline: This is the killer feature. Staff can record a video of a maintenance issue, and Gemini's multimodal capabilities analyze the vi...

📖 Article 4: ChatGPT vs. Claude vs. Grok vs. Gemini: Which AI Chatbot Should You Integrate?

As explained by: Unknown Author  |  📅 Published: 2025-08-06T10:35:25Z

🔗 https://dev.to/cromptai/chatgpt-vs-claude-vs-grok-vs-gemini-which-ai-chatbot-should-you-integrate-bbp

💡 Summary

The AI chatbot landscape in 2025 is like a crowded café. Every table has a different conversationalist—some witty, some precise, some philosophical, some just… fast.

If you’re building a product, running a business, or looking to integrate AI into your workflow, the question isn’t “Should I use AI?” anymore. It’s “Which AI chatbot should I integrate?”

With giants like ChatGPT, Claude, Grok, and Gemini vying for your attention, picking one can feel like choosing a co-founder. Each brings unique strengths—and blind spots.

In this article, we’ll break them down through lived experience, not just spec sheets. And by the end, you’ll know which AI to integrate—or why the smartest choice might be not picking one at all.

***1. ChatGPT – The Versatile Storyteller*

Best for: Creativity, general-purpose assistance, brainstorming, coding help.

ChatGPT (especially GPT‑4 and GPT‑4o) is like that friend who always has an idea—whether you asked for one or not. It’s conversational, creative, and fast to adapt to your style.

Strengths:

  • Excellent at ideation—blog hooks, ad copy, social captions
  • Wide general knowledge with strong reasoning
  • Smooth, natural conversa tional flow

Limitations:

  • Can “hallucinate” facts if not checked
  • Tends toward verbose answers unless guided
  • Sometime s sacrifices depth for speed

If you need a single, reliable AI chatbot to plug into your app or workflow, ChatGPT is still a solid first choice. But it’s not the most emotionally nuanced or deeply analytica...

🎯 Final Takeaways

These summaries reflect key insights from the Dev.to community—whether it's cutting-edge tools, practical tips, or emerging AI trends. Explore more, experiment freely, and stay ahead in the world of prompt engineering.