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InterVueX — AI interview engine
1st place · Edquest
AI-powered interview simulation with adaptive questioning, real-time evaluation, follow-up logic, and structured feedback. Live at intervuex.vercel.app.
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looks good
Everyone talks about AI models.
Few talk about what makes AI actually work in production. ⚡
A production-ready AI system is more than just plugging into an API.
It needs:
🔍 High-quality retrieval (RAG)
🧠 Smart orchestration & model selection
🔌 Real integrations with tools & APIs
🛡️ Guardrails, permissions & safety layers
📈 Monitoring, observability & cost control
That’s the difference between:
❌ an impressive AI demo
and
✅ an AI product real users can depend on
As an AI Engineer, I help businesses build intelligent systems that are reliable, scalable, and built for production—not just prototypes. 🚀
Which layer do you think most teams underestimate? 👇
#AI #GenerativeAI #LLMAgents #RAG #AIEngineering #LangChain #PythonDeveloper #ArtificialIntelligence #MachineLearning #AIProducts #Automation #SaaS #TechInnovation #Contra
Introducing Job Board Hub, a full-stack application built with the MERN stack to explore remote job opportunities across different areas such as technology, design, marketing, and more.
The main idea behind the app is to help users find job opportunities and quickly understand whether a position fits their profile.
One of the main features is AI Job Summary, an artificial intelligence integration that generates summaries of long job descriptions. Many job posts often include lengthy text, mixed requirements, and repetitive information, so the goal was to improve the user experience and make reading faster and clearer.
Beyond the visible feature, this project also allowed me to work on important backend decisions:
- AI integration through an AI Gateway
- The possibility to switch or combine models in the future
- Rate limiting to prevent abuse and control token usage
- Streaming responses to improve the perception of speed
- Clean backend architecture within a MERN app
- Organization of remote jobs by categories
The focus was not just to “add AI,” but to integrate it in a more thoughtful way: considering costs, user experience, scalability, and system control.
Job Board Hub is a simple app in concept, but it helped me demonstrate how an AI feature can provide real value when supported by good backend decisions.
I’m very happy with this project because it combines product, backend, and artificial intelligence into a useful and easy-to-understand experience.
#MERN #FullStackDevelopment #ArtificialIntelligence #BackendDevelopment #React #NodeJS #MongoDB #ExpressJS #AIIntegration #WebDevelopment
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