Research preview · Domino Data Systems

Local essays.
Printed quizzes.
Binary forthcoming.

Passage2Quizzes is an industrial research product: a forthcoming operator binary that reads a newline-separated topic list, drafts a five-paragraph passage with a local Llama 3.2 model, writes a ten-item quiz with an answer key, and binds a print packet through Pandoc.

Not yet
released
$ p2q topics.txt packet.pdf
Generating an essay on the topic: Photosynthesis
Essay generation took 8 seconds.
Generating a quiz based on the essay
Quiz generation took 4 seconds.
Questions and answers have been saved to
questions.md and converted to packet.pdf

A compound system, not a chatbot window

The public artifact today is the industrial-track report. The product is a future binary for instructors who need a paginated packet, not a chat log.

01 · Local

On-device Llama 3.2

Generation stays on an Ollama host. Curriculum shops keep the draft loop off the public internet.

02 · Packet

Essay, quiz, key

Five paragraphs, ten questions, an answer key, and \newpage fences so Pandoc prints a sit-down exam.

03 · Faithful

Three-language lab

C99, Rust, and Swift ports were proven byte-identical in the lab. The shipping binary is still under embargo.

Page-break
1.16 µs
Stub pipeline
60 ms
Live essay+quiz
12 s
A/B result
Identical

IEEE industrial-track reprint

The paper

Faithful Triple-Language Ports of a Local-LLM Essay-and-Quiz Pipeline — Shyamal Chandra, Domino Data Systems.

Download PDF
Page — Idle

Briefing deck

The presentation

Beamer slides for the industrial-track briefing — same claims, shorter runway.

Download PDF
Page — Idle

Forthcoming binary

The operator binary is not public yet.

Source ports remain internal. This site publishes only the research reprint, the briefing slides, and the product story. Leave an email and we will write when a signed binary ships.