Shresth Raj

B.Tech Student. Founder. AI Builder. Been Around Long Enough to Know That the Best Products Have Not Been Built Yet.

TAL
Featured WorkTalent Lens01/03

SHRESTH

RAJ

Shresth Raj Portrait

I collaborate with builders and companies to engineer scalable systems that create real-world impact, with a focus on performance, RAG architectures, and production-ready AI solutions.

Applied AISystem ArchitectureProduct Engineering

Think,

Build,

Ship.

A strong project is created by real constraints. I build at the intersection of software and applied intelligence systems that actually do something useful, not just demos. I gravitate toward projects where AI meets limited hardware, strict timelines, and tangible outcomes.

Like a craftsman, I like to start from raw materials. Hackathons are my preferred mode of working, tight scope, real deadlines, forced decisions. The rest of the time, I am building independently: search systems, classification pipelines, tools that ship. I prefer to learn by shipping rather than by studying alone.

12+

Projects

5+

Hackathons

02 | ACADEMIC & UPSKILLING

Education

01 | PRIMARY TRAININGINTENSIVE UPSKILLING

NIAT (NxtWave of Innovation in Advanced Technologies)

Upskilling in AI & Full-Stack Development, Making us Industry Ready

Intensive upskilling in AI & Full-Stack Development, focusing on applied AI, product engineering, and modern web technologies.

02 | FORMAL DEGREE

Vivekananda Global University (VGU), Jaipur

B.Tech in Software Engineering

Formal degree context providing the theoretical foundation in computer science and software engineering.

PythonJavaScriptC++HTMLCSSBootstrapTailwind CSSReactSQLMongoDBLangChainCrewAIRAGLLMsn8nGradioFlask APIREST APIMCPContext EngineeringFine TuningPrompting TechniquesGitGitHubVS CodePythonJavaScriptC++HTMLCSSBootstrapTailwind CSSReactSQLMongoDBLangChainCrewAIRAGLLMsn8nGradioFlask APIREST APIMCPContext EngineeringFine TuningPrompting TechniquesGitGitHubVS CodePythonJavaScriptC++HTMLCSSBootstrapTailwind CSSReactSQLMongoDBLangChainCrewAIRAGLLMsn8nGradioFlask APIREST APIMCPContext EngineeringFine TuningPrompting TechniquesGitGitHubVS Code
CAPABILITIES

Skills

01|Programming Languages

PythonJavaScriptC++

02|Web Development

HTMLCSSBootstrapTailwind CSSReact

03|Databases

SQLMongoDB

04|AI & GenAI Tools

LangChainCrewAIRAGLLMsn8nGradioFlask APIREST APIMCPContext Engineering (Basics)Fine Tuning (Basics)Prompting Techniques

05|Tools & Platforms

GitGitHubVS Code
03 | SELECTED WORK

Projects that shipped.

Applied AI systems, dense retrieval pipelines, custom RL environments, and full-stack software engineered for real-world impact.

TALENT LENS // CPU RANKING
GRADIO HF APP
01. Senior AI Engineer98.2% MATCH
02. Full Stack Developer91.4% MATCH
OFFLINE PRECOMPUTATION⚡ < 5-MIN RUNTIME
01|AI Candidate Ranking & Discovery System

Talent Lens

An AI candidate ranking and discovery system built under strict constraints: CPU-only, 16GB RAM, 5-minute runtime. Features offline precomputation plus fast ranking using sentence-transformers, TF-IDF/BM25, and NumPy/Pandas scoring. Deployed as a Gradio app on Hugging Face Spaces.

•Python•sentence-transformers•TF-IDF/BM25•NumPy/Pandas•Gradio•Hugging Face Spaces
KAGGLE RAG CHALLENGE // GROQ LLM
FAISS INDEX
USER: What is the PTO rollover limit?
RAG RETRIEVAL (0.941 COSINE): Max 5 days rollover allowed per fiscal year.
LANGCHAIN + GROQLATENCY ⚡ 180ms
02|HR Helpdesk RAG Chatbot

Zyro HR Helpdesk

A retrieval-augmented generation chatbot for HR policy Q&A, built with LangChain, FAISS, and Groq for a Kaggle-based RAG challenge, delivering accurate answer generation over complex documents.

•Python•LangChain•FAISS•Groq•RAG
FINCAL HACKATHON // INTERACTIVE MODEL
NEXT.JS 15
SIP + SWP + STEP-UP MODULES+14.8% COMPOUND ANNUAL
03|Interactive Financial Learning Platform

SmartCalc

Built for the FinCal Innovation Hackathon. A financial education and calculation platform with SIP, SWP, top-up SIP, goal-based planning, and retirement strategy modules designed to teach financial literacy through real-time, interactive visualization rather than static spreadsheets.

•Next.js 15•React•Recharts•Client-side Financial Modeling
X SENTIMENT // EMBEDDINGS + XGBOOST
SENTENCETRANSFORMERS
POSITIVE
84%
NEUTRAL
12%
NEGATIVE
4%
SEMANTIC SPACE VECTORXGBOOST CLASSIFIER
04|Embedding-Based Classification

X Sentiment Analysis

An embedding-based sentiment classification system for public posts on X, classifying text as Positive, Neutral, or Negative using semantic embeddings rather than keyword/TF-IDF matching, with XGBoost outperforming logistic regression on the embedding space.

•Python•SentenceTransformers•XGBoost•scikit-learn•Pandas/NumPy
FLIPKART REVIEWS // DENSE INDEX
205,000 DOCS
FAISS INDEX SIZE
205,000
DENSE EMBEDDINGS
RECALL @ 10
96.4%
MINILM-L6-V2
DENSE RETRIEVAL AT SCALEPRECISION @ K METRICS
05|Dense Retrieval at Scale

Semantic Search & RAG Pipeline

A full semantic search and retrieval-augmented generation pipeline built on ~205,000 Flipkart product reviews. Dense embeddings via all-MiniLM-L6-v2, FAISS vector indexing for fast similarity search, and a RAG generation layer evaluated with Precision@K/Recall@K.

•Python•sentence-transformers•FAISS•scikit-learn•NLTK
META PYTORCH HACKATHON 2026 // OPENENV
EPISODE #1,024
O-
EMERGENCY
RL AGENT
REWARD +148.2
A+
COMPATIBLE
FIFO EXPIRY: STRICTDOCKER CONTAINER READY
06|Healthcare Logistics RL Environment

Blood Bank Env - AI Agent Testing

Built for the 2026 Meta PyTorch Hackathon. An OpenEnv-compliant reinforcement learning environment that trains AI agents to manage blood bank logistics, balancing emergency requests, strict blood-type compatibility, and FIFO expiry rotation across a graded, multi-difficulty evaluation system, deployable via Docker/Hugging Face Spaces.

•Python•FastAPI•Docker•OpenEnv
Editorial & Technical Content

Blogs

Deep dives into software architecture, AI engineering, full-stack systems, and product development insights.

LIVE PREVIEW
EMAIL MELet's create something exceptional together ↗EMAIL MELet's create something exceptional together ↗EMAIL MELet's create something exceptional together ↗EMAIL MELet's create something exceptional together ↗EMAIL MELet's create something exceptional together ↗EMAIL MELet's create something exceptional together ↗EMAIL MELet's create something exceptional together ↗EMAIL MELet's create something exceptional together ↗
05 | GET IN TOUCH

Have something in mind?

If you have a project, idea, role, or collaboration worth talking about, drop a message. I respond to every inquiry.