
Hello, I'm Ambuj Kumar Tripathi
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Self-taught AI/ML Engineer & Prompt Engineering Expert. Ex-Telecom, LLM Enthusiast, putting GenAI to real-world use.
Building AI-powered bots and scalable solutions in LLM, RAG, LangChain tech stacks.
About Me
As a transitioner from Telecom to AI/ML Solutions Architect, my journey reflects relentless self-learning, pragmatic AI integrations and hands-on deployment of LLMs in production. Known for building open-source projects, scalable chatbots, and functional agentic bots.
#Prompt Engineering #OpenRouter #GenAI #RAG
Always exploring: Real-world AI apps, LangChain, Llama, WatsonX, Gemini API, advanced automations. My portfolio bridges "AI for business" and technical experimenter's playground.
Open to AI, Prompt Engg, Chatbot Dev roles globally (remote/onsite).
AI & Code: The Trust But Verify Approach
By Ambuj Kumar TripathiThe New Reality of Coding
We're living in exciting times! AI has moved from being just another tool to becoming our actual coding partner. But here's the thing – with great power comes great responsibility.The magic is real: Modern AI can write complex algorithms, solve tricky problems, and generate working code faster than ever. But the question isn't just "Does it work?" – it's "Is it actually good?"
The Hidden Challenges🔒 Security Blind Spots Recent research reveals something shocking: 60-70% of security issues in AI-generated code are BLOCKER level – the most critical kind. That's not occasional mistakes; that's a pattern we need to address.🧹 The Technical Debt Problem AI loves to write "quick and dirty" code. Sure, it works today, but 90% of AI code comes with structural issues that'll bite you later. Think of it as borrowing from your future self.
Every AI Has Its PersonalityJust like developers, each AI model has its own style:Some are security-focused but slowerOthers prioritize speed but create messy codeEach has strengths and blind spotsThe key? Understanding who you're working with and adapting accordingly.
My "Trust But Verify" PhilosophyHere's how I've learned to work with AI effectively:✅ Trust: Let AI handle the heavy lifting, generate drafts, solve complex problems
🔍 Verify: Always review, test, and refine. Check for:
Security vulnerabilities
Code quality issues
Long-term maintainability
Performance implications
The Bottom LineAI isn't replacing developers – it's making us better architects, reviewers, and problem-solvers. The future belongs to developers who can harness AI's speed while maintaining human judgment and quality standards.This isn't about limiting innovation. It's about innovating responsibly.
Want to discuss AI-assisted development strategies? Let's connect and explore how we can build better software together
AI-Accelerated Development
Modern Software Development Process Comparison
Requirements
Analysis
Collaboration &
Planning
Approach
Decision
Line by Line
Traditional Way
LLM Integration
AI-Powered
Quality Assurance
Process
& Deployment
Success
Professional Certifications & Industry Badges
Key Projects
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Built scalable chatbot, stateless design, OpenRouter API, 25% faster query time for 100+ users.
Integrated secure OpenRouter API with rate limiting and CORS for robust performance.
Implemented front-end to send full chatHistory as JSON with each request, letting the server handle context statelessly without DB lookups—improving scalability and reducing server load.Llama 3.70B OpenRouter API Python JavaScript Render.com -
Interactive bot on Render, fetches Q&A from resume, deployed public. Talk to My Bot below!
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Embedded AI chatbot in portfolio site, raised user engagement by 30%.Responsive JS AI Integrations
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Created conversational AI chatbot with 95% intent recognition for 50+ daily queries.
Developed 50+ intent dataset for natural dialogue flowIBM WatsonX Assistant HTML5 CSS3 Netlify -
Created 10+ AI explainer videos, 1000+ views, showcased AI concepts in under 60 seconds.
Built Python-based assistant with Gradio, handling 200+ daily queries.
Implemented NLP for context-aware responses, reducing errors by 20%
Deployed on Hugging Face Spaces with public API access.Python Gradio NLP Hugging Face Spaces -
A dynamic and responsive analytics dashboard that visualizes key business metrics including sales, revenue, user engagement, and product performance. Built to demonstrate data storytelling and UI/UX skills for modern SaaS and analytics platforms.
Interactive charts and graphs (bar, line, area, pie)HTML CSS JavaScript Chart.js Netlify -
A user-friendly, web tool designed to make AI accessible to non-technical users, especially seniors and beginners. Users can select a topic (e.g., health, gardening, recipes) and instantly generate ready-to-use, optimized prompts for AI platforms like ChatGPT, Gemini, and Claude.
Tailored prompt suggestions for different AI tools (ChatGPT, Gemini, Claude)
Designed specifically for non-tech users to reduce AI hesitation.
Fast, client-side processing — no backend neededHTML CSS JavaScript Netlify
Videos
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