AI Rocket Jr.
You are a junior AI scientist! Your rocket needs supplies loaded in the right pattern, or it will not launch. Drag and drop supply boxes into the correct pattern to fuel the rocket. Each completed pattern teaches the rocket's AI to recognise one more cargo type!
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Route Helper Jr.
You are a robot navigator! Your job is to help a delivery robot find the correct route through a city by giving it step-by-step instructions. But be careful — if your algorithm is wrong, the robot will get lost! Can you get all 5 deliveries made without a single wrong turn?
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Sorting Bot
You are a data scientist at a big company! Thousands Of products are arriving at the warehouse and need to be sorted into the correct boxes before delivery. Set your sorting rules, then watch your bot sort hundreds of items. Can you sort them all correctly before the clock runs out?
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Decision Maker Jr.
You are a junior AI engineer, and your decision bot is in charge of the school gates! Program your bot with three YES/NO rules to decide who can enter. Then test your bot against 20 different visitors. How many did your rules handle correctly? What did you learn about writing good rules?
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Helpful Robot Mission
You are a junior medical AI engineer! A village clinic has no doctor today. Your AI health screening robot must interview patients, check their basic health data and sort them into three groups: needs urgent care, needs to see a doctor tomorrow or just needs rest and water. Can you help all 10 patients correctly?
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Sequence Solver
You are a junior logistics engineer at a delivery company! 50 packages need to be delivered across a city. Program the correct delivery sequence for each robot delivery vehicle. Careful - if the sequence is wrong, packages arrive at the wrong address or in the wrong order. Can you get all 50 deliveries right?
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If-Then Bot
You are a junior AI programmer, and your city needs a smart street lighting system! Program IF-THEN-ELSE rules to control 20 street lights. Each light must respond to time of day and weather. Teach Night and Rain — how few rules can you write to make all 20 lights behave correctly?
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Data Collector Jr
You are a junior data scientist helping to improve schools in your city! Collect data from virtual classrooms, organise it into charts and spot the patterns that will help the school principal make better decisions. Can you find the three most important pieces of information hidden inside the data?
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Picture Sorter
You are a junior computer vision engineer! A children's hospital has received 500 X-ray images that need to be sorted into: normal, needs review and urgent. Program your image recognition AI with training examples, then test it on real (simulated) X-rays. How accurate is your system? What happens when it makes a mistake on an 'urgent' case?
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Pet Teacher Bot
You are an AI trainer! A robot pet does not know how to behave. Show it examples with labels: 'This is the right behaviour' and 'This is wrong'. Your job is to collect the best training data and give the clearest feedback so your robot pet learns as quickly as possible. How many examples does your pet need before it gets it right 9 out of 10 times?
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Rocket Stage Builder
You are a junior aerospace engineer at ISRO! Your mission is to design a rocket launch - but the challenge is enormous. Your task is to decompose the rocket launch into sub-systems: propulsion, navigation, payload, communications and recovery. Complete each sub-system correctly to launch your rocket to the correct orbit. One failed sub-system, and the mission is over!
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Weather Pattern Predictor
You are a junior climate data scientist! You have 50 years of rainfall data from 10 Indian cities. Your mission: find the patterns, build a model and predict which city will face a drought next year. Correct predictions help the government prepare early and protect millions of farmers. Wrong predictions could cause billions of rupees to be wasted on unnecessary flood preparation.
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Map Maker Bot
You are a junior cartographer and AI engineer! A new city has just been built with 500 buildings. Your job is to create abstract maps for three different purposes: an emergency services map, a tourist map and a delivery route map. Each map must keep only what matters for its purpose - points deducted for irrelevant details!
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Algorithm Architect
You are a junior software engineer at a logistics company! The company delivers 10,000 parcels per day across a city. Design the algorithm that decides the optimal delivery route for each driver. Your algorithm must be correct (every parcel delivered), efficient (minimum fuel used) and general (works even if a road is blocked). Wrong algorithms cost money - optimal algorithms win promotions!
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Code Dance Bot
You are a junior game developer! Your dancing robot needs to perform 5 different dance moves in the correct sequence when the player presses the right keys. Program each move using block code logic (sequences, loops and events). The crowd scores you on precision and creativity - wrong sequence means the robot falls over!
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Farm Ai Scout
You are a junior agricultural AI engineer! A district of 500 farms is facing drought conditions. Your AI system must: analyse satellite data (abstraction), find the water stress pattern (pattern recognition), decompose the irrigation problem by farm size (decomposition) and design an efficient watering schedule algorithm (algorithm design). Save the harvest — all four CT pillars required!
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Loop Master Bot
You are a junior automation engineer at India Post! Your sorting robot must process 50,000 letters per shift using the most efficient loops. Design count-controlled loops for standard letters and condition-controlled loops for special deliveries. Fewer lines of code = higher efficiency score — can you sort everything in under 20 lines?
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Variable Vault Engineer
You are a junior software engineer at a bank! Design the Scan to play: variable system for a digital banking app. Variables must store customer data securely, track balances correctly and flag suspicious activity using boolean variables. One wrong variable type could expose customer data!
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Smart Switch Designer
You are a junior AI systems engineer! Design the condition logic for a smart home: lights, air conditioning, security cameras, door locks and energy conservation. Your conditions must handle normal operation, unusual situations (guest at 2am) and emergencies (smoke detected). More conditions handled correctly = higher safety score.
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Event Chain Builder
You are a junior game developer! Build the event system for a platformer game. Your hero must respond to: keyboard presses, collisions (enemies, coins, walls), timer events (power-ups expiring), score milestones and a game-over condition. More events handled correctly = higher fun score!
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Sensor Detective
You are a junior AI engineer at ISRO! India's smart village programme needs a sensor network for 1,000 villages. Design sensors, variables, conditions and event handlers for: flood warning, crop health, water quality and security. Your system protects 5 million people. Build it right.
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Junior Developer
You are a junior developer at a health-tech startup! Build a digital health tracker for school students: records daily water intake, sleep hours and physical activity. Uses variables to track streaks, events to log entries and conditions to give personalised health tips. Apply the full Software Development Cycle. Reviewed by school doctors — build to their standard.
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Data Scout
You are a junior data scientist at a government research organisation! India's health ministry needs data to understand child nutrition across 5 states. Your mission: design the dataset, identify the right data types, choose collection methods and classify each field. The quality of the data you design determines the quality of the AI that will recommend nutrition policies for 50 million children.
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Field Data Collector
You are a junior epidemiologist! A new disease is spreading through villages in three Indian states. Design and carry out a data collection mission - choose your sampling method, select survey questions, decide on your sensor network and manage data quality. The accuracy of your data determines whether the health ministry sends medicine to the right places.
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Data Cleaner Bot
You are a junior data engineer at an Indian agricultural startup. A dataset of 50,000 farm records from 5 states has just arrived — missing values, duplicates, outliers, format chaos. Clean it so the AI team can train a crop-disease model. Every dirty record you miss could send the wrong pesticide to a farmer.
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Chart Builder
You are a junior data visualisation specialist at an Indian climate research institute! You have 10 years of temperature, rainfall and air quality data from 20 cities. Choose the right chart type for each question, create honest visualisations and present findings to the government. Clear visualisations could influence climate policy for a billion people.
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Pattern Hunter
You are a junior data scientist at an Indian environmental agency! You have 10 years of air quality, temperature, wind direction and health data from 50 cities. Your mission: find the patterns that predict dangerous air quality events 48 hours in advance. Your early warning system could allow 5 million people to protect themselves from dangerous pollution days.
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Privacy Guardian
You are a junior Al ethics specialist at India's data protection authority! Three companies have applied to use Al systems processing Indian citizens' data. Your mission: audit each for bias, evaluate whether data collection is proportionate, identify privacy risks and make a recommendation on whether to approve, modify or reject each application.
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AI Field Mapper
You are a junior AI analyst at a technology research firm! India's government has asked you to create an AI landscape map - identifying which sub-fields of AI are being used across 20 different Indian industries. Classify each application correctly, identify gaps where AI could help but isn't yet deployed, and flag 3 high-risk applications that need ethical review before deployment.
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Vision Lab
You are a junior computer vision engineer at an Indian AgriTech startup! You need to build a CV system that can detect 5 common crop diseases from smartphone photos taken by farmers in the field. Train your model on provided image datasets, test its accuracy on new photos and design the deployment plan for use in low-bandwidth rural areas where the phone may have no internet connection.
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NLP Explorer
You are a junior NLP engineer at Bhashini! Your mission: help build a multilingual AI assistant for Indian government services. Design the NLP pipeline for handling citizen queries in 3 Indian languages, test it for accuracy and cultural sensitivity, identify where the system hallucinates or mistranslates and propose improvements. Your work will potentially help 100 million citizens access government services in their own language.
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Pipeline Builder
You are a junior ML engineer at an Indian healthtech company. Build the complete AI pipeline that predicts which children in rural districts are at risk of malnutrition. Every choice you make will show up later on a district map — and on the health of two million children.
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Model Tester
You are the newest officer at the AI Pramaan Bureau — the agency whose stamp every AI system needs before it can touch real people. Three companies walk in with three models and three impressive numbers. Your job is not to believe the number. Your job is to find out what the number is hiding.
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Ethics Auditor
You are the newest auditor at the India AI Safety Institute. Three AI systems want permission to be used on real people: one grades essays, one prices health insurance, one advises judges on bail. Each company has a glossy pitch. Your job is to test the system yourself, file what you find under F·A·T·E, and decide who gets to deploy — and on what conditions.
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Neural Builder
Farmers send photos of leaves. Your network, LeafNet, must say which of 5 Indian crops each leaf comes from. Learn how a neuron thinks, then design LeafNet and test it on real farms.
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Loss Minimiser
You are a junior ML researcher! Experiment with gradient descent on a series of loss landscapes : including ones with local minima, saddle points and steep cliffs. Find the learning rate that converges fastest without diverging. Then watch backpropagation update a small neural network for 100 epochs, tracking how each weight changes over time.
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Generator Lab
You are a junior generative AI researcher! Experiment with GAN and diffusion model architectures to generate images of traditional Indian handicrafts. Your mission: generate 10 high-quality images in the style of Warli, Madhubani and Pattachitra art forms. Then apply a deepfake detection algorithm to your generated images and see if you can generate images that fool the detector.
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RL Game Master
Patang Games is building Maze Mela, an arcade maze. Its player, Jugnu the firefly, gets no rule book: only rewards. Learn how an agent learns by trying, train Jugnu with Q-learning, then catch a reward that teaches it to cheat.
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Social Impact AI
You are a junior social impact AI engineer! Design, build and evaluate an AI system for one of five Indian social challenges: (1) maternal health in tribal areas, (2) dropout prediction for first-generation university students, (3) water quality monitoring in industrial corridors, (4) landslide early warning in Himalayan communities, or (5) legal aid chatbot for workers’ rights. Apply the full 8-stage AI pipeline and the IERS framework to your design.
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Safety Engineer
You are a junior AI safety engineer! Test 3 AI systems for safety failures using the failure modes from this chapter. Design red teaming scripts for each, document every failure you find, rate each failure by severity and provide mitigation recommendations. Your safety report will determine whether these AI systems are approved for deployment in Indian schools, hospitals and courts.
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Python Coder
You are a junior data scientist at an Indian AgriTech startup! Your partner is AGRI-BOT, a farm drone. Every Python line you get right makes the drone fly, sweep, scan and predict. Clean the crop data of 20 Indian states, calculate statistics, spot trends, build a prediction function - then prove your notebook is reproducible by launching it TWICE and getting the same result!
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Matrix Master
You are a junior ML engineer! Explore how neural networks use vectors, matrices, and activation functions to make predictions. Practise a forward pass, discover how PCA helps reveal patterns in data, and see how a hidden layer helps a network solve XOR — all without needing advanced calculus.
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Statistics Lab
You are a junior data scientist at an Indian health research institute! Explore normal distributions, confidence intervals, Bayesian reasoning and linear regression while testing a COVID-19 severity predictor, a malnutrition classifier and a TB screening tool. Use statistical evidence to identify one model whose claimed performance is not supported.
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sklearn Explorer
You are a junior ML engineer at an Indian fintech company! Compare 6 sklearn models on a real-world credit default prediction task. Use GridSearchCV to find the optimal hyperparameters, build a proper Pipeline to prevent data leakage and produce a model card (a standard document explaining the model's performance, limitations and fairness evaluation).
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Forest Builder
You are a junior ML engineer at an Indian agricultural bank! Build a Random Forest model to predict farmer loan default risk. The model must achieve >80% recall, explain the top 5 risk factors clearly enough for a loan officer to understand and pass an RBI-style explainability audit.
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Data Science Pro
You are a senior data scientist at an Indian public health institute! Execute a complete 10-stage data science project on childhood malnutrition data from 5 Indian states. Produce a model card, a deployment recommendation for state health officials and a 5-minute data story that a non-technical government officer can understand and act on.
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