Search Grade 12 past papers

A search engine over past exam papers that finds “osmosis, paper 2, 2019” as well as “the question about the potato strips”.

I2IntermediateLockedRAG pipelineEvaluation and testing

Why this build, here

Pupils and teachers across Zambia revise from past papers, usually by scrolling scanned PDFs. Vector search alone misses exact terms like years and paper numbers; keyword search alone misses meaning. Real search uses both.

The build, step by step

  1. Turn scans into questions

  2. Build keyword search

  3. Add vector search

  4. Combine and rerank

  5. Measure it

The steps, checks and practice open with a code

You can see what this lesson builds. The detail of each step, the finished-when checks and interview scoring come with the K850 practice, along with weekly build sessions and code review.

Codes come with the K850 practice. Book a place

Read and run

Interview practice

Questions on this topic from AI Engineering Interview Questions, company-wise, with the companies it lists. Write your answer the way you would say it; Jev scores it and DeepSeek tells you what to add.

Scoring opens with an access code. You can still read the questions and prepare.

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