Build Something With AI.
Turn what you learn into projects you can actually show. Practical blueprints designed for student portfolios and hackathon wins.
Open complete walkthroughs and downloadable code →Available Project Blueprints (8)
Step-by-step concepts with architectures, skills, and portfolio value.
Web Apps
Custom Knowledge AI Chatbot
Build a full-stack streaming conversational bot grounded on custom text guidelines with persistent session history.
What You Build:
Interactive Next.js chat interface with streaming text tokens, markdown rendering, system prompts, and responsive mobile UI.
Resume & Portfolio Value:
Shows mastery of core API consumption, streaming states, and modern front-end engineering.
College Projects
AI Resume & Job Matcher with ATS Scoring
Extract PDF resume text and compare qualifications against real job descriptions to generate score breakdowns and improvements.
What You Build:
Web upload app that parses multi-page PDFs, runs semantic matching, detects missing keywords, and renders scorecards.
Resume & Portfolio Value:
High relevance for student portfolios; demonstrates ability to solve practical HR/employment problems with structured data.
Web Apps
Retrieval-Augmented Study Assistant (RAG)
Create an intelligent study companion grounded strictly on university textbooks, lecture transcripts, and slide decks.
What You Build:
Document chunking engine, vector embedding storage, cosine similarity search, and source-citation citation view.
Resume & Portfolio Value:
The gold standard project for junior AI engineer roles proving you understand hallucination prevention and retrieval pipelines.
AI Agents
Autonomous Research & Summarization Agent
An agent that takes a complex query, decomposes it into search sub-queries, scrapes live pages, synthesizes facts, and outputs a formatted report.
What You Build:
Multi-step agent loop with tool-calling capabilities, browser search tools, error self-correction, and markdown exporter.
Resume & Portfolio Value:
Proves advanced competency with autonomous agent architectures, asynchronous execution, and multi-agent coordination.
Productivity
Audio Lecture Transcriber & Note Generator
Upload audio/video recordings and automatically generate timestamps, bullet-point executive summaries, and flashcards.
What You Build:
Multimodal processing pipeline with file upload, Whisper speech-to-text, and automated flashcard generation.
Resume & Portfolio Value:
Great demonstration of working with audio payloads, asynchronous job states, and student utility tools.
Automation
Multi-Channel AI Automation Bot
Connect incoming emails, Discord messages, or GitHub issues to automated AI categorization, priority tagging, and response drafting.
What You Build:
Webhook receiver that parses incoming payloads, invokes LLM classification, and dispatches automated replies via webhooks.
Resume & Portfolio Value:
Demonstrates end-to-end operational automation—a highly monetizable skill for freelance and startup projects.
Research
Private Offline AI Assistant with Local LLMs
Run 100% offline, privacy-first AI on consumer hardware using quantized 8B open-weight models and local vector search.
What You Build:
Desktop/local web app connecting Ollama to a local SQLite/vector database with zero external API calls.
Resume & Portfolio Value:
Demonstrates systems-level AI understanding, data privacy engineering, and deployment without paid API dependencies.
Research
Automated LLM Evaluation & Benchmark Suite
Run automated test suites evaluating prompt changes against golden test datasets with automated LLM-as-a-judge scoring.
What You Build:
Test harness CLI and visual dashboard tracking faithfulness, latency, context relevance, and token cost across model versions.
Resume & Portfolio Value:
Proves to senior engineering teams that you care about test-driven AI reliability, regression testing, and quality control.