Solutions

Students: turn "what I have studied" into something AI can drill you on

The Kition agent generates quizzes from your notes, surfaces your weak spots, and explains wrong answers by citing the section you took the note from. "I read it" becomes "I know it."

AI tutor, not AI ghostwriter.

Who it is for

Grad students, exam prep (LSAT, CFA), self-taught programmers and language learners.

What hurts today

Notes, video lectures, practice questions — three tools, three silos. Revision time, you cannot find the link; AI answer apps just hand you the answer.

How Kition helps

One Kition vault holds notes, question bank, and error log. The agent generates problems that cite your notes, analyzes errors by pointing back at the relevant section, and schedules review based on your weak spots.

Suggested workflow

Step 1

Notes → Markdown + wikilinks

Capture as you study; wikilinks form a knowledge graph.

Step 2

Question bank → table

Fields: prompt, answer, topic, last-missed date.

Step 3

Quiz generation

The agent generates problems on "topic = where you are weakest."

Step 4

Error analysis

The agent points back at the note that explained the missed concept.

Outcomes

  • AI feedback grounded in your own study material
  • Error log auto-classified
  • Personalized review schedule
  • Everything local — no homework in the cloud

Ready when you are.

Kition is a local-first AI workspace. Markdown documents, structured tables, and an AI agent — running on your own machine, against the model provider you choose.