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Pensa
How it works

From question to cited answer.

How Pensa declares what every answer stands on, the rule that governs what it reads, and the modes that follow the teaching week.

How Pensa answers

One question. Three honest answers.

Every answer declares what it stands on. Grounded answers cite the instructor's files. Outside the files, Pensa says so. Outside the course, it politely declines.

ALG2100 · Canvas

Why does binary search require a sorted array?

Grounded

Binary search works by discarding half of the remaining interval at every step. Lecture-03.pdf· p. 7 That only works when the array is sorted, because ordering is what tells us which half can safely be discarded. Lecture-03.pdf· p. 9

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Live behavior from the product. This is what students actually see.

The rules

Governed by one hard rule.

The instructor chooses what Pensa reads: all visible files, selected folders, or a manual pick. One rule holds regardless.

The file rule

“Pensa only ever sees what students can see.”

  • A file published in Canvas is a file Pensa may read. Publishing is the only way in.

  • A hidden or unpublished file, such as a draft exam, leaves no trace in Pensa. Not even its name.

  • Hide or delete a file in Canvas, and Pensa hard-deletes its copy at the next sync.

Three modes through the week

The chat answers questions. The modes take the rest: before class, after class, and when life gets in the way.

  • 01

    Prepare for the next session

    Key concepts, tensions in the readings, and questions worth mulling. Students arrive with a first opinion.

    For the lecturer

    Discussions start themselves when the room shows up with opinions.

  • 02

    Catch up after a missed session

    A short summary of what was covered and why it matters.

    For the lecturer

    One missed lecture stays one.

  • 03

    Reflect on learning

    What stood out, what changed your mind, what still feels unresolved. That is how learning settles in.

    For the lecturer

    The thinking and the words stay the student's own.

Built for access

Accessibility by design. Never by disclosure.

Students tune how Pensa writes: length, plain language, structure. The result is what research links to effective learning with dyslexia, ADHD, or autism.

The sensitive data never exists

Pensa never asks about, infers, or stores a diagnosis. No health data, no GDPR special categories.

The sliders shape how Pensa writes, never what it cites.

Demonstration: the sliders change how the same explanation is written.

Plain
Step by step
Analogies
settings: plain · step by step · analogies

Explain what a recursive function is.

1. Find the smallest task, the one with an instant answer. That is the stop rule.

2. For a bigger task, let the function hand a smaller piece to itself.

3. Repeat. Each round, the task shrinks toward the stop rule.

Think of Russian dolls: open one, and a smaller one of the same kind is inside, until the smallest doll ends the game. That is recursion.

Three of the sliders. The full set also tunes answer length, paragraph chunking, step count, encouragement, and more.

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