← All projectsAgentic RAG · Python
AI College Assistant — Agentic RAG over your college documents
A chatbot that answers from your college's own PDFs, and cites the page it answered from.
Most student chatbots are a wrapper around an LLM and fall apart the moment an examiner asks where the answer came from. This one ingests real college documents — syllabus, exam rules, fee circulars — chunks and embeds them into a vector store, retrieves the relevant passages, and answers only from what it retrieved, with a citation back to the source page. It is the project that survives the hardest viva question: how do you know it is not making it up?
- Level
- Advanced
- Live sessions
- 8
- Seats per college
- 1 / year
What it does
- Upload any PDF or DOCX and have it indexed into the knowledge base
- Ask a question in plain English and get an answer grounded in those documents
- Every answer shows the source document and page it came from
- Says it does not know instead of inventing an answer when retrieval finds nothing
- Admin panel to manage the document corpus and see what students asked
- Chat history per user, stored and replayable
What the sessions cover
- 01Architecture walkthrough — why RAG instead of fine-tuning, and what each box does
- 02Document ingestion: parsing PDFs, chunking strategy, and why chunk size matters
- 03Embeddings and the vector store — what a similarity search actually computes
- 04The retrieval pipeline: top-k, thresholds, and handling a no-match
- 05Prompt construction and grounding — forcing the model to cite
- 06FastAPI backend, streaming responses, and error boundaries
- 07React chat UI, state handling, and rendering citations
- 08Deployment, environment secrets, and full mock viva
Stack
PythonFastAPILangChainChromaDBSentence TransformersReactPostgreSQL
Pick what you need
Direct UPI / bank transfer in monthly installments. Sessions start after the first installment; handover is after the final installment. Full terms — including what happens if you stop midway.
Source
₹6,000
single payment
- Full source code
- Local setup guide
- Sample dataset / seed data
- One handover call
Academic
₹11,000
or ₹5,500/month × 2
- Everything in Source
- Project report (synopsis + full document)
- Presentation deck
- ER / DFD / architecture diagrams
- Deployment walkthrough
Mentored
Most picked₹18,000
or ₹6,000/month × 3
- Everything in Academic
- 8 live sessions on Google Meet
- Line-by-line code walkthrough
- Viva question prep + mock viva
- One module varied for you (dataset / domain)
- WhatsApp support until submission
Opening 3 seats
Claim a seat on WhatsAppThis page has no reviews on it yet. Be the reason it does.
The first 3 students get 40% off in exchange for an honest review and permission to show your finished project here. Same build, same sessions, same handover — the discount is the price of going first, and it is not coming back once those seats are gone.
You are about to send money to a stranger on the internet.
Fair. So here is everything you need to check who I am — all of it public, all of it older than this page.
Who builds itSenior Full-Stack AI EngineerHyderabad, India. Full background, work history and CV.Check it →Shipped, not claimed4 productsBuilt solo and deployed. Architecture teardowns for each one.Check it →Code in the openPublic reposThe same hands that write your project. Read it before you pay.Check it ↗Professional recordLinkedInVerifiable employment history, not an anonymous seller account.Check it ↗
Two things I hold myself to
- Only 1 students from your college get this project in an academic year. On the Mentored tier one module is varied for you — the dataset, the domain, or a feature — so no two submissions read the same.
- You build nothing. You just have to be able to explain it. The project is delivered finished — code, report, diagrams, deployed. Then daily 60-minute sessions on Google Meet after 8:00 PM IST, walking the code you are submitting, ending in a mock viva. Turn up and you will know it well enough to answer anything the panel asks.
Enquire about this project
Tell me your submission deadline and which tier fits. You get a session schedule and an installment split back — usually within a day.
Questions students ask
- Do I have to build any of it myself?
- No. The project is built, documented, and deployed for you — code, report, deck, diagrams, and the running application. Your only job is to turn up to the sessions and learn what you are submitting.
- Can I get my own idea built instead of picking from the list?
- Yes. Send whatever your guide approved — or an idea you want built from scratch — through the custom build form. Any stack, any domain. Custom projects are quoted between ₹10,000 and ₹50,000 depending on scope, and run on the same sessions and installments.
- Do I get the source code, or only the explanation?
- You get the full source code on every tier. The Mentored tier adds live sessions where the code is walked through line by line so you can defend it in your viva.
- How do the daily sessions work?
- Sessions are live on Google Meet, one per day, starting after 8:00 PM IST so they do not clash with college hours. Each runs about 60 minutes and covers one module of the project.
- Can I pay in installments?
- Yes. Payment is direct — direct upi / bank transfer — split into monthly installments. Sessions start after the first installment; the complete source, report, and deployment handover comes after the final one.
- I can buy a project online for ₹2,000. Why does this cost more?
- Because that ₹2,000 buys a zip file. Nobody explains it to you, the same file has been sold to hundreds of students, and it collapses the moment your examiner asks why you chose that database. What you are paying for here is a project built for you, capped per college, and the sessions that make you able to answer for it. If a zip file is all you need, buy the zip file.
- How do I know you will not disappear after I take money?
- Payment is split across months, so you are never paying for work you have not seen — you watch the code in sessions from the first one. If I fail to deliver what the project page promised, your remaining installments are cancelled and the last one is returned. I also have a name attached to this: the same site carries my portfolio, my published work, and my public repositories. That is not something I would burn for one project.
- What if my guide rejects the project or asks for changes?
- Changes your guide asks for during review are made at no extra cost — that is part of the build, not a new scope. If your guide rejects the topic outright before work begins, you can switch to a different project or stop with nothing further owed.
- Will another student at my college submit the same project?
- No. Each listing is capped to a limited number of students per college per academic year, and the Mentored tier varies one module — the dataset, the domain, or a feature — so two builds are never identical.
- Who actually builds and teaches this?
- Yaseen Khatib — a Senior Full-Stack AI Engineer. The same person writes the code and runs the sessions, so every answer in your viva prep comes from whoever wrote the line you are asked about.