NOT ANOTHER BLACK-BOX AI SUMMARIZER

Stop learning from incomplete AI summaries.

WalnutFlow turns your own material into accurate, bite-sized learning, fully in your control. Read it, listen to it, test yourself with real practice questions, or pick up a new skill, however you learn best.

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WalnutFlow app: choose to read or listen to your material

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Learning you can actually trust.

Accurate micro-chunking

Not generic AI summaries — content broken down the right way.

You stay in control

Choose what you learn and how you learn it. No black box.

Read or listen

Switch formats anytime. Learn your way, on your schedule.

Real-time feedback

More than right or wrong — feedback that actually helps.

Learn new skills

Not just your own material — explore skill courses too.

From upload to mastery, in seven steps.

Uploading a document into WalnutFlow
01

Upload your material

Upload a document to an existing subject, or start a brand new one. This is the starting point that proves WalnutFlow works with your own content.

02

Start a learning session

One tap from your home feed drops you straight into a guided session — continue your content or practice what's due.

Starting a guided learning session in WalnutFlow
Choosing to read or listen in WalnutFlow
03

Learn your way

Toggle between reading and a podcast-style audio summary — proof that WalnutFlow bends to how you actually learn.

04

Practice with real feedback

Answer questions as you go. Every response is scheduled and reviewed — not just marked right or wrong.

Practicing questions with feedback in WalnutFlow
Tracking progress and focus time in WalnutFlow
05

Track progress and focus time

See topic-level mastery and exactly how much focused time you've logged, in one place.

06

Plan your study

A calendar view of what's due and what's scheduled next, so deadlines and organization come before anything new.

Study plan calendar in WalnutFlow
Browsing new skill micro-courses in WalnutFlow
07

Learn skills beyond your material

Pick up conversational micro-courses like Time Management 101 — for when you want to grow outside your own content.

Built for accuracy, not just automation.

WEAK-TOPIC REINFORCEMENT

Beyond right or wrong

Quizzes run a semantic comparison between your answer and the ideal one — showing what went well, what to improve, and an example response.

ADAPTIVE PRACTICE

Reprograms what you missed

Missed questions get rescheduled automatically. Prioritize your weak topics, or clear everything due for the day.

PROGRESS TRACKING

Every session, accounted for

Per-topic summaries, focus time, and key takeaways are saved and visible on your own dedicated progress page.

AI-COACH MECHANICS

A coach, not a script

For skill courses, the AI targets your gaps and reinforces key points, adjusting the conversation in real time.

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