Rabbithole An AI encyclopedia with personalized search and discovery.
Project presentation Notes from the original project deck, kept with the decisions and trade-offs.01 RABBITHOLE+
DECEMBER 2025
•
PRODUCT DEEP DIVE
RABBITHOLE
Curing "TikTok Brain" with AI-generated, swipeable knowledge paths.
Launch App
Next.js
OpenAI
Vercel AI SDK
Capacitor
Supabase
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02 The "TikTok Brain" Problem+
PART I: MARKET NARRATIVE
02 / 11
The "TikTok Brain"
Problem
User attention spans have dropped to ~47
seconds .
The "variable reward schedule" of feeds makes traditional reading feel "insufferably
boring."
"Popcorn
Brain"
Deficits in inhibitory control; users
physically struggle to stop switching tasks.
The "Tsundoku" Guilt
Buying books for the aesthetic but
failing to read them creates anxiety and loss of identity.
03 The Billion-Dollar Gap+
PART I: MARKET NARRATIVE
03 / 11
The Billion-Dollar
Gap
While print sales fall, active learning is migrating to audio and
micro-formats. Users want to learn but need lower friction.
TAM
Podcast listeners + micro-learning apps.
TOM
~50M
Smartphone users seeking self-improvement.
SOM
500k
$30M-$50M ARR opportunity.
04 Project note 4+
PART II: PRODUCT DEFINITION
04 / 11
Formal Problem Statement
"For knowledge-seeking users , current SFV consumption leads to 'brain
rot' because the dopamine loop creates a 'scan-and-shift' state that
makes deep reading physically difficult."
Functional Job:
Utilize 5-15 min gaps for discovery.
Emotional Job:
Convert "wasted time" guilt into curiosity.
05 Solution Options+
PART III: SOLUTION SPACE
05 / 11
Solution Options
Option
Pros / Cons
Verdict
Micro-Chapters
High depth but high friction (cognitive load).
Discarded
Audio-First
Lowest friction but passive retention.
Postponed (V2)
Smart Card Feed
Matches swipe habit; granular; skimmable.
Selected (V1)
06 The V1 Solution+
PART III: SOLUTION SPACE
06 / 11
The V1 Solution
Elevator Pitch: A swipeable, card-based feed of AI-generated facts that
can be explored via tap-to-deepen "holes" within a 5–15 minute session.
Core Mechanics
Infinite Topic Feed
Micro-Holes (Tap to spawn sub-feed)
"Facts Collected" Counter
Success KPIs
Median cards/session > 10
Session felt "productive"
07 V1 Core Flows Demo+
PART IV: UX
ARTIFACTS
07 / 11
V1 Core Flows Demo
Watch Video
Topic Selection → Infinite Feed → Rabbit Hole Drill Down
→ Session Summary
08 Friction Analysis+
PART V: RESEARCH APPENDIX
08 / 11
Friction Analysis
Frustration
User Description
Validating Source
"The Glaze Over"
Eyes moving without comprehension.
SDSU Eye-tracking Study
"The Itch"
Discomfort when not checking phone.
Psychological Bulletin 2025
"The Audit"
Listening but retaining little.
Active vs Passive Learning
09 The "Infinite Wikipedia"+
PART VI: TECHNICAL SOLUTION
09 / 11
The
"Infinite Wikipedia"
Orchestrating AI agents to synthesize knowledge feeds in real-time.
Intent Analysis: Agents analyze
query depth.
Content Synthesis: Parallel LLMs
draft content.
Aggressive Streaming: Vercel AI
SDK for low latency.
export async function POST(req) {
const { messages } = await req.json();
// Parallel agent execution
const response = await openai.createChatCompletion({
model: 'gpt-4',
stream: true,
messages
});
return OpenAIStream(response);
}
10 Mobile Adaptation+
PART VI: TECHNICAL SOLUTION
10 / 11
Mobile Adaptation
Built with Capacitor to bring the Next.js web app to Android with native
interactions.
Native Gestures
Swipe-to-save, tap-to-drill-down optimized for thumbs.
Offline Caching
Local storage for previously visited "holes".
Share Intent
Deep linking into specific knowledge stacks.
11 FUTURE ROADMAP+
FUTURE ROADMAP
Exploring multi-modal learning paths with Flux for images and audio summaries.
Launch Live Demo