W
Technical Deep Dive
Why Most RAG Bots Fail
The hidden complexity behind building retrieval-augmented generation systems that actually work in production.
4/15/2025
8 min read
RAGNLPAI SystemsPrompt EngineeringEmbeddingsVector Stores
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I build minds
for machines...
From research prototypes to production systems — I design, engineer, and deploy intelligent products that think, learn, and scale.
8
AI Projects
4
in Production
12+
Tech Stack
7+
Months Exp
∞
Potential
"Anshu's approach to AI development is revolutionary. He doesn't just build systems—he crafts intelligent solutions that think, learn, and evolve."
Manish Patel
CEO, Argos Infotech
"Working with Anshu was transformative. His production-ready AI systems delivered results that exceeded our wildest expectations."
Shresth Tiwari
Business Analyst | Product Manager, iNest Web Pvt Ltd
"This isn't just another AI engineer. This is someone who understands that intelligence is not just about algorithms — it's about creating systems that truly understand and adapt."
Dr. Aurobindo Kar
Professor, Galgotias University
About Me
Anshu Bhadani
AI Solutions Engineer and Product Builder
I am 24, an architect of intelligence in its many forms. My work is not just about training models or writing code — it is about weaving meaning into systems, building companions that reflect empathy, and designing technologies that honor the human spirit.
Across 8 projects, from the solitude of research labs to the complexity of enterprise deployments, I have learned a simple truth:
The most powerful AI is not only measured by accuracy or speed, but also by its ability to connect, to guide, to be trusted.
I’m now focused on building AI systems that are not only technically sound but profoundly human — solutions that transform businesses while respecting the complexity of human experience.
"True intelligence is not in the algorithms we perfect, but in the empathy we design into them."
Anshu Bhadani
AI Solutions Engineer and Product Builder
When I am not shaping these digital beings, I am searching the liminal space between human psychology and machine intelligence — a frontier where curiosity and consciousness intertwine, and where technology becomes not just useful, but meaningful.
Featured Projects
Deep-dive case studies showcasing my approach to building intelligent systems that solve real-world problems.
D.O.S.T
Vedic Wisdom Companion Chatbot
Mental Health RAG BotChallenge
The client needed an empathetic, human-like chatbot grounded in Vedic wisdom — one that could act as a companion, not a cold therapist, while still following psychological frameworks.
Approach
Architected a RAG bot powered by GPT-4 Turbo, constrained strictly to its knowledge base. Designed dynamic AI configurations and fine-tuning to preserve contextual fidelity.
Solution
Built a full system including:
• Admin dashboard with shared login
• CRUD operations for knowledge base docs
• Document chunking + FAISS embeddings with metadata mapping
• Dynamic AI configuration
• Intuitive chat UI for end users
Impact
Delivered a production-ready platform enabling clients to provide empathetic companionship at scale. Simplified document management reduced knowledge-base update time by 70%, while maintaining system trust and usability.
Reflection
This project taught me that true intelligence is not just technical accuracy — it’s how human the system feels. The challenge was balancing psychological authenticity with technical rigor.
Tech Stack
PythonFlaskJWTAPI IntegrationChatGPT-4 TurboPrompt EngineeringRAGSentence Transformersall-mini-lm-l6FAISSMYSQLJinja2Vanilla JS
System Architecture
🚧 Staging Server
Deployment-ready, awaiting client UAT approval.
Public release coming soon!
Public release coming soon!
Other Projects
AI Portfolio Website
Modern responsive portfolio showcasing AI projects with interactive animations and dark theme
ReactNext.jsTailwind CSSFramer MotionJavaScriptResponsive Design
View Project
SentinelNLP
Ontology-based framework using NLP and transformers for cyber threat detection
PythonStreamlitBERTNeo4jNLPTransformersOntology
View Project
Plant Disease Detection
CNN-based system for identifying plant diseases from images
PythonStreamlitTensorFlowCNNImage Processing
View Project
Movie Recommendation System
Content-based and collaborative filtering recommendation engine
PythonStreamlitScikit-learnPandasNumPy
View Project
Domains of Mastery
Where artificial intelligence meets human creativity
Each technology is a brushstroke in the masterpiece of tomorrow's digital landscape
"Every line of code is a question: not just what a machine can do, but what it means for us to trust it. — Every project is a step toward mastering the art."
Anshu Bhadani
AI Solutions Engineer and Product Builder
Insights & Research
Deep thoughts on AI, technology, and the future of intelligent systems. Where research meets real-world application.
Featured Articles
A
AI Philosophy
AI Agents as Ecosystems
How thinking about AI agents as living ecosystems can revolutionize multi-agent system design.
5/8/2025
12 min read
Multi-AgentEcosystemsCoordinationEmergenceAutomation
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D
AI Ethics
Designing Empathy in AI Systems
The technical and ethical considerations of building AI that truly understands and responds to human emotion.
6/1/2025
10 min read
EmpathyEthicsHuman-AI InteractionPsychology
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Recent Posts
The Future of Prompt Engineering
Beyond simple text prompts: exploring multimodal and dynamic prompt strategies that will define the next generation of AI interactions.
7/20/20256 min read
Prompt EngineeringMultimodalAI InteractionFuture Tech
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Building Trust in AI Systems
Technical strategies for creating AI systems that users can rely on and understand, focusing on transparency and explainability.
8/15/20257 min read
AI EthicsTrustExplainabilityTransparencyUser Experience
Read Article
The Art of AI Product Management
Lessons learned from shipping AI products from prototype to production, covering the unique challenges of AI product development.
9/10/20259 min read
Product ManagementAI ProductsProductionStrategyLeadership
Read Article
Stay Updated
Get notified when I publish new insights on AI, technology, and the future of intelligent systems.
Let's Build Something Amazing
Ready to transform your ideas into intelligent solutions? I specialize in building production-grade AI systems that deliver real business value. Let's discuss how we can create something extraordinary together.
Get in Touch
I'm currently available for high-impact AI projects and strategic partnerships. Let's discuss how my expertise can accelerate your next breakthrough.
a.bhadani0301@gmail.com
Response Time
Usually within 24 hours
Location
Available Worldwide
Current Status
Open for premium AI projects and strategic partnerships. Currently building next-generation AI systems and seeking high-impact collaborations.