Voice-first AI decision simulation
Fork
A decision platform that helps people talk through major life choices, model tradeoffs, visualize possible paths, and learn from outcomes over time.

Aadi Shankar
Ideas, interfaces, and systems at the intersection of product, intelligence, and creativity.
A living portfolio of app concepts, essays, experiments, and strategic product visions shaped by curiosity about AI, human behavior, design, neuroscience, and finance.
Aadi's Mind Map
A portfolio organized as regions of thought.
Active Region
Product concepts that turn observations into usable worlds.
Each concept starts with a behavioral observation and then becomes a product system: interface, incentives, memory, context, and a reason to exist.
Voice-first AI decision simulation
A decision platform that helps people talk through major life choices, model tradeoffs, visualize possible paths, and learn from outcomes over time.

Live-presence social platform
A college social layer that shows who is free, where people are, and how vague intentions to hang out can become spontaneous plans.
Interactive scientific learning
An AI learning workspace that turns dense papers into visual pathways, figure walkthroughs, mechanism maps, and guided explanations.

Real-world exploration platform
An immersive city interface where users move through real places in a 3D map environment, discover points of interest, and experience cities like explorable worlds.

Generative memory reconstruction
A memory platform that expands photos into richer scenes, reconstructing the moments before and after an image through spatial context, dialogue, emotion, and AI narration.

Privacy messaging overlay
A desktop privacy concept that hides older messages by default and reveals them on hover, reducing shoulder-surfing without breaking conversational context.

Outcome-informed admissions intelligence
An institutional intelligence platform that helps colleges understand which students thrive by comparing real outcomes, applicant patterns, cohort dynamics, and equity guardrails.

iMessage archive and diary viewer
A fully local tool that turns an iMessage history with one person into a beautiful by-the-numbers keepsake page with daily message browsing, stats, and a random-day diary mode.

A voice-first AI decision simulator for choices that are too personal, high-dimensional, and emotionally loaded for a spreadsheet.
Major decisions rarely fail because people lack raw information. They fail because the important variables are scattered across feelings, constraints, identity, relationships, unknowns, and time. Advice is often too generic, while private reflection is often too unstructured.
Fork treats decision-making as an evolving model. It listens first, detects the tradeoffs inside a user's language, builds a simulation canvas, and then learns from what actually happened so future decisions become more grounded.

Users begin by talking naturally. Fork asks careful follow-ups and converts messy thoughts into structured options, values, unknowns, and evidence.
The product makes the invisible model visible: what matters, what is missing, who is affected, and where assumptions need pressure-testing.
A visual map helps users explore paths, consequences, uncertainty, regret risk, identity fit, social support, and daily-life implications.
After a decision, Fork captures the outcome, compares predictions with reality, and updates the user's personal decision model over time.
A growing shelf of essays on product, behavior, AI, markets, learning, and the quieter systems that shape how people move through the world.
Apr 18, 2026 / Behavior
A note on why the best decision tools should not promise certainty, but should help people understand the shape of what they might regret.
Dense research is not only a comprehension problem. It is a navigation problem, a visual hierarchy problem, and increasingly an AI product problem.
The college social graph is not the same as the internet social graph. It is temporal, physical, and full of half-formed intent.
Markets are interfaces for fear, status, patience, prediction, and time. Better finance tools should make those forces legible.
I care about why people choose, learn, remember, gather, hide, risk, and imagine. Product is where those observations can become systems.
I study neuroscience and build product concepts that begin with a behavioral observation: the decision someone avoids, the social plan that never forms, the paper that feels locked away, the city that should feel more alive.
I am drawn to products that give people a new interface for something already happening in their mind: uncertainty, memory, learning, presence, privacy, ambition. The work here is intentionally concept-forward, but it is grounded in flows, incentives, emotional texture, and the craft of making an idea feel real.
Over the next two years I will be working in finance, and I want this portfolio to keep both sides visible: the creative/product side that studies people, and the strategic/market side that studies systems. Neuroscience, AI, design, behavior, and finance all ask versions of the same question: what hidden structure is shaping the outcome?
Major lens for behavior, cognition, and learning
Voice AI, social presence, science learning, privacy, cities
A growing strategic path into markets, tools, and decision systems
Essays and notes on the systems behind modern life
Smaller concepts, finance tools, AI experiments, interface sketches, and systems thinking that do not need to be full case studies yet.
A finance research workspace that maps how market narratives spread across filings, earnings calls, news, and price action.
A tool that helps investors review past trades by separating thesis quality, timing, risk sizing, and emotional impulse.
A lightweight status vocabulary for college presence: free, nearly free, open to plans, studying nearby, post-class drift.
An AI interface that turns neuroscience papers into causality diagrams, figure tours, and animated mechanism cards.
A private library for collecting interface details, interaction patterns, product language, and visual decisions worth studying.
Contact / Collaboration
I am always interested in people building precise, ambitious things: AI products, consumer systems, finance tools, learning interfaces, and ideas with a strong point of view.