Projects

Real-world projects. Real deployments.

Each project is a business scenario with an architecture, a milestone-by-milestone build plan and a deployment step — so what you build is what you can show.

37 projects

SHIPSTACK · PROJECT LedgerLens Governed agentic RAG overannual reports on Databricks Advanced Agentic AI 1 Annual reports 2 Vector Search 3 LangGraph agent 4 Databricks App 5 milestones
Agentic AI Advanced

Governed agentic RAG over annual reports on Databricks

Ask a question about a listed company and get an answer built only from its annual report — every claim footnoted, and a refusal when the filing doesn’t say.

LangGraph · Databricks · Unity Catalog Coming soon
SHIPSTACK · PROJECT RefundRadar Governed multi-agent returns &refund triage for e-commerce Advanced Agentic AI 1 Return request 2 Policy agent 3 Risk agent 4 Reviewer desk 5 milestones
Agentic AI Advanced

Governed multi-agent returns & refund triage for e-commerce

A team of agents reviews every return request, auto-approves the clean ones and routes risky or expensive cases to a human fraud desk.

LangGraph · FastAPI · PostgreSQL Coming soon
SHIPSTACK · PROJECT PolicyDesk HR policy assistant withhybrid search on Google Cloud Intermediate Agentic AI 1 Policy files 2 Qdrant 3 Reranker 4 Cloud Run app 5 milestones
Agentic AI Intermediate

HR policy assistant with hybrid search on Google Cloud

Employees ask about leave, travel or benefits and get a short answer with the exact policy clause — across PDFs, Word files and slide decks.

Qdrant · BM25 · Cross-encoder reranker Coming soon
SHIPSTACK · PROJECT PRism AI pull-request reviewer Advanced Agentic AI 1 Pull request 2 Queue 3 Review agent 4 GitHub 5 milestones
Agentic AI Advanced

AI pull-request reviewer

A GitHub app that reads each pull request in context, flags real bugs and risky changes, and leaves inline comments a human would actually keep.

GitHub Apps · FastAPI · Tree-sitter Coming soon
SHIPSTACK · PROJECT Atlas RAG Enterprise advanced RAG:hybrid search, HyDE,self-correction and… Advanced Generative AI 1 Question 2 Router 3 Self-correction 4 Answer 5 milestones
Generative AI Advanced

Enterprise advanced RAG: hybrid search, HyDE, self-correction and Text-to-SQL

Every advanced retrieval technique in one system, with an evaluation harness that shows which ones actually help on your data.

LangGraph · Elasticsearch · Qdrant Coming soon
SHIPSTACK · PROJECT Echo Python mega project: personalAI voice assistant Beginner Python 1 Microphone 2 Speech-to-text 3 Command router 4 Voice reply 5 milestones
Python Beginner

Python mega project: personal AI voice assistant

Build your own desktop assistant that opens apps, searches the web, reads the news, sets reminders and answers questions — all by voice.

Python · SpeechRecognition · pyttsx3 Coming soon
SHIPSTACK · PROJECT SkyStream Real-time flight data pipelinewith Airflow and Snowflake Intermediate Data Engineering 1 Flight API 2 Object storage 3 Airflow + dbt 4 Dashboard 5 milestones
Data Engineering Intermediate

Real-time flight data pipeline with Airflow and Snowflake

Stream live flight positions, model them into a warehouse and power a delay-analytics dashboard that refreshes every few minutes.

Kafka · Airflow · Snowflake Coming soon
SHIPSTACK · PROJECT SalesPulse Regional sales analytics withSQL and Power BI Intermediate Data Analytics 1 Raw sales 2 SQL model 3 Power BI 4 Insights 5 milestones
Data Analytics Intermediate

Regional sales analytics with SQL and Power BI

Model raw sales data in SQL, build a Power BI report regional managers will actually use, and add AI-generated insight summaries.

SQL Server · Power BI · DAX Coming soon
SHIPSTACK · PROJECT CartPilot Embedding a shopping assistantinto a legacy e-commercemonolith Advanced Agentic AI 1 Storefront 2 FastAPI monolith 3 Catalogue & orders 4 Cloud Run 5 milestones
Agentic AI Advanced

Embedding a shopping assistant into a legacy e-commerce monolith

Take an existing store codebase from discovery to production: prototype a conversational shopping agent, harden it, then merge it into the monolith.

Pydantic AI · Groq · FastAPI Coming soon
SHIPSTACK · PROJECT FrostLine Cold-chain dispatch agent withspatial data and complianceRAG Advanced Agentic AI 1 Truck telemetry 2 Weather API 3 ReAct agent 4 Dispatch console 5 milestones
Agentic AI Advanced

Cold-chain dispatch agent with spatial data and compliance RAG

An AI dispatch console that spots spoilage risk on refrigerated shipments before it happens — combining live telemetry, weather and the compliance rulebook.

LangGraph · PostGIS · Weather API Coming soon
SHIPSTACK · PROJECT TicketZero IT support copilot withagentic RAG Advanced Agentic AI 1 Employee 2 Router agent 3 Web search 4 Answer or ticket 5 milestones
Agentic AI Advanced

IT support copilot with agentic RAG

Resolve “my VPN won’t connect” before it becomes a ticket: an agent that searches the internal knowledge base first and the web only when it has to.

LangGraph · FastAPI · Pinecone Coming soon
SHIPSTACK · PROJECT Wanderloom Multi-agent trip planner withLangGraph Intermediate Agentic AI 1 Traveller brief 2 Research agent 3 Planner agent 4 Itinerary 5 milestones
Agentic AI Intermediate

Multi-agent trip planner with LangGraph

Researcher, planner and budget agents collaborate to turn “5 days in Kerala in December under ₹40k” into a day-by-day itinerary.

LangGraph · Tavily · Streamlit Coming soon
SHIPSTACK · PROJECT InvoiceSentin… Governed accounts-payableagents for a bank Advanced Agentic AI 1 Invoices 2 Risk agent 3 Policy engine 4 Audit + ops 5 milestones
Agentic AI Advanced

Governed accounts-payable agents for a bank

Agents read invoices, score them for fraud, route approvals and pay the safe ones — wrapped in six layers of governance you can audit after the fact.

LangGraph · Keycloak · LiteLLM Coming soon
SHIPSTACK · PROJECT CareGuide Clinical guideline Q&A withLlamaIndex Intermediate Agentic AI 1 Guidelines + papers 2 LlamaParse 3 Query engine 4 API + UI 5 milestones
Agentic AI Intermediate

Clinical guideline Q&A with LlamaIndex

A grounded question-answering system over clinical guidelines and medical literature — from parsing to evaluation to a deployed API.

LlamaIndex · LlamaParse · Qdrant Coming soon
SHIPSTACK · PROJECT TrialWatch Multi-agent clinical-trialintegrity monitor on GCP Advanced Agentic AI 1 Public registries 2 Supervisor 3 6 specialist agents 4 FastAPI on Cloud Run 5 milestones
Agentic AI Advanced

Multi-agent clinical-trial integrity monitor on GCP

Six specialist agents scan public trial registries for missing results, changed endpoints and quiet side-effect signals — with a human gate for low-confidence findings.

LangGraph · Cloud SQL · pgvector Coming soon
SHIPSTACK · PROJECT ScholarSwarm Research agent platform withguardrails, gateway, memoryand red-teaming Advanced Agentic AI 1 Topic 2 Search → Summarise 3 Write → Verify 4 Judge + red team 5 milestones
Agentic AI Advanced

Research agent platform with guardrails, gateway, memory and red-teaming

A search → summarise → write → verify pipeline that produces sourced reports, defended by guardrails and continuously attacked by its own red team.

LangGraph · Bedrock Guardrails · LLM gateway Coming soon
SHIPSTACK · PROJECT ClaimMate Insurance claims copilot withlong-term memory Intermediate Agentic AI 1 Customer 2 Claims agent 3 Policy RAG 4 Claims API 5 milestones
Agentic AI Intermediate

Insurance claims copilot with long-term memory

Policyholders file and track claims in conversation; the agent remembers their policy, past claims and preferences across sessions.

LangGraph · LangMem · pgvector Coming soon
SHIPSTACK · PROJECT VoiceDesk Real-time voice agent with RAG Intermediate Agentic AI 1 Caller 2 Speech-to-text 3 Agent + RAG 4 Text-to-speech 5 milestones
Agentic AI Intermediate

Real-time voice agent with RAG

A phone-style receptionist that listens, looks up answers from the business’s documents and replies in natural speech — fast enough to feel like a call.

Pipecat · WebRTC · Deepgram / Whisper Coming soon
SHIPSTACK · PROJECT ReelWriter YouTube content creation agent Beginner Agentic AI 1 Topic 2 Research 3 Outline + script 4 Packaging 5 milestones
Agentic AI Beginner

YouTube content creation agent

Give it a topic; get researched talking points, a script with hooks, a title shortlist and a thumbnail brief.

LangGraph · Tavily · Streamlit Coming soon
SHIPSTACK · PROJECT QuantCouncil Multi-agent stock analysisdesk Intermediate Agentic AI 1 Ticker 2 Analyst agents 3 Chair agent 4 Report 5 milestones
Agentic AI Intermediate

Multi-agent stock analysis desk

Fundamentals, technicals and news-sentiment agents each make their case; a portfolio agent weighs them into one written view.

AutoGen · yfinance · pandas Coming soon
SHIPSTACK · PROJECT ThreadShop GenAI-powered clothing storewith Pydantic AI Intermediate Generative AI 1 Shopper 2 Stylist agent 3 Catalogue 4 Outfit cards 5 milestones
Generative AI Intermediate

GenAI-powered clothing store with Pydantic AI

A fashion storefront with a stylist assistant that understands “something for a beach wedding under ₹3,000” and builds an outfit from real stock.

Pydantic AI · FastAPI · PostgreSQL Coming soon
SHIPSTACK · PROJECT HireLens Automated candidate interviewand evaluation system Beginner Generative AI 1 Job description 2 Question generator 3 Interview 4 Evaluator 5 milestones
Generative AI Beginner

Automated candidate interview and evaluation system

Generate role-specific questions, run a structured text interview and produce a scored, evidence-backed evaluation for the hiring team.

LangChain · Streamlit · SQLite Coming soon
SHIPSTACK · PROJECT CareerKit AI career suite: resume, coverletter and interview prep Beginner Generative AI 1 Resume + JD 2 Analyser 3 Writers 4 Downloads 5 milestones
Generative AI Beginner

AI career suite: resume, cover letter and interview prep

Paste a job post and your resume; get a tailored resume, a cover letter, a skills-gap list and practice questions.

LangChain · Gemini / OpenAI · Streamlit Coming soon
SHIPSTACK · PROJECT SkyHelp Airline customer support RAGchatbot Beginner Generative AI 1 Policy pages 2 Chunks + embeddings 3 Chatbot 4 Feedback 5 milestones
Generative AI Beginner

Airline customer support RAG chatbot

Answers baggage, refund and check-in questions from an airline’s published policies — with the source link for every answer.

LangChain · FAISS · Streamlit Coming soon
SHIPSTACK · PROJECT CodeCompass Chat with any codebase Beginner Generative AI 1 GitHub repo 2 Code chunker 3 Vector index 4 Chat 5 milestones
Generative AI Beginner

Chat with any codebase

Point it at a GitHub repository and ask how things work — “where is auth handled?” — with answers linked to files and lines.

LangChain · Tree-sitter · Chroma Coming soon
SHIPSTACK · PROJECT Timetabler Timetable generator with agenetic algorithm Intermediate Python 1 Inputs 2 Population 3 Evolve 4 Best timetable 5 milestones
Python Intermediate

Timetable generator with a genetic algorithm

Generate clash-free college timetables that respect teacher availability, room sizes and lab slots.

Python · NumPy · FastAPI Coming soon
SHIPSTACK · PROJECT PacketTales Turn network captures intoplain-English stories Intermediate Python 1 .pcap file 2 Parser 3 Event extractor 4 Narrator 5 milestones
Python Intermediate

Turn network captures into plain-English stories

Upload a .pcap file and get a readable narrative of what happened on the network — who talked to whom, and what looks suspicious.

Python · Scapy · pandas Coming soon
SHIPSTACK · PROJECT CloudPenny AWS cost optimiser dashboardwith Terraform and Lambda Advanced MLOps & Cloud 1 EventBridge 2 Scanner Lambdas 3 API Gateway 4 Dashboard 5 milestones
MLOps & Cloud Advanced

AWS cost optimiser dashboard with Terraform and Lambda

Find idle instances, oversized volumes and forgotten snapshots across an AWS account — and see what fixing them would save.

Terraform · AWS Lambda · API Gateway Coming soon
SHIPSTACK · PROJECT ThreatTrail Automated AWS threat detectionand response Beginner MLOps & Cloud 1 CloudTrail 2 GuardDuty 3 Responder Lambda 4 SNS / Slack 5 milestones
MLOps & Cloud Beginner

Automated AWS threat detection and response

Detect suspicious API activity in an AWS account, get an AI-written explanation, and auto-contain the obvious cases.

CloudTrail · GuardDuty · EventBridge Coming soon
SHIPSTACK · PROJECT PipelineSmith Reusable ML CI/CD with aJenkins shared library Intermediate MLOps & Cloud 1 Git push 2 Shared library 3 Build image 4 Kubernetes 5 milestones
MLOps & Cloud Intermediate

Reusable ML CI/CD with a Jenkins shared library

One shared pipeline library that every ML repository can reuse: test, train, evaluate, containerise and deploy with a five-line Jenkinsfile.

Jenkins · Groovy · Docker Coming soon
SHIPSTACK · PROJECT BinSight Waste sorting with objectdetection Beginner Computer Vision 1 Images 2 Training pipeline 3 Model registry 4 Detection API 5 milestones
Computer Vision Beginner

Waste sorting with object detection

Detect and classify plastic, paper, metal and organic waste from a camera feed — the core of a smart recycling bin.

YOLO · PyTorch · Roboflow Coming soon
SHIPSTACK · PROJECT SignBridge Sign language recognition foraccessible communication Beginner Computer Vision 1 Webcam 2 Hand landmarks 3 Classifier 4 Text output 5 milestones
Computer Vision Beginner

Sign language recognition for accessible communication

Recognise hand signs from a webcam in real time and turn them into text, helping deaf and hard-of-hearing users communicate.

MediaPipe · TensorFlow · OpenCV Coming soon
SHIPSTACK · PROJECT ScanSure Explainable tumour detectionon medical scans, deployed onGCP Intermediate Computer Vision 1 MRI scans 2 DVC pipeline 3 CNN + Grad-CAM 4 Cloud Run API 5 milestones
Computer Vision Intermediate

Explainable tumour detection on medical scans, deployed on GCP

A deep-learning classifier for brain MRI scans that shows where it looked — with Grad-CAM heatmaps — served from Google Cloud.

PyTorch · Grad-CAM · MLflow Coming soon
SHIPSTACK · PROJECT ChurnShield Telecom customer churnprediction Beginner Machine Learning 1 Customer data 2 Features 3 Models 4 Retention app 5 milestones
Machine Learning Beginner

Telecom customer churn prediction

Predict which customers are likely to leave, explain why, and turn it into a retention list the business can act on.

pandas · scikit-learn · XGBoost Coming soon
SHIPSTACK · PROJECT LoanLadder Two-stage loan approval andamount estimation Intermediate Machine Learning 1 Application 2 Stage 1 3 Stage 2 4 Decision API 5 milestones
Machine Learning Intermediate

Two-stage loan approval and amount estimation

Stage one decides approve or decline; stage two estimates how much to lend — with fairness checks across applicant groups.

scikit-learn · LightGBM · Fairlearn Coming soon
SHIPSTACK · PROJECT StormCast Thunderstorm forecasting withMLflow tracking Beginner Machine Learning 1 Station data 2 Features 3 MLflow 4 Forecast API 5 milestones
Machine Learning Beginner

Thunderstorm forecasting with MLflow tracking

Forecast thunderstorm risk from weather-station data and track every experiment, parameter and model version with MLflow.

pandas · scikit-learn · MLflow Coming soon
SHIPSTACK · PROJECT EnergyLens Solar energy performancereporting with MySQL and PowerBI Beginner Data Analytics 1 Plant readings 2 MySQL 3 Power BI 4 Alerts 5 milestones
Data Analytics Beginner

Solar energy performance reporting with MySQL and Power BI

Track generation, efficiency and downtime across solar plants and spot under-performing panels early.

MySQL · Power BI · Excel Coming soon

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