Comfort intelligence for the physical world

The city is not one route.
It is a thousand different feelings.

Waylight reads shade, light, noise, surface quality, and community reports to find routes that fit how you actually feel — not just where you need to go.

Signal stack Shade + Light + Calm + Reports
Output Routes that fit a real human moment
Why now Open map data meets AI planning
Waylight demo — Paris

Live prototype — compare route tradeoffs in real time. Shaded paths, lit streets, quieter alternatives.

How it works

Three layers, one personal route.

01

Read the city

Waylight reads shade coverage, lamppost density, street noise, surface quality, and open businesses — not just distance and traffic.

02

Understand your moment

Preferences update with context. A shaded, quiet walk at noon is not the same as a well-lit, active route after dark. The same person can need completely different journeys.

03

Suggest what fits

Not one fastest line — a ranked set of tradeoffs. Fastest, most shaded, best lit, quietest. The choice is yours, but the data is honest about what each option costs.

The Paris story

Six moments that show how the city changes.

00

Hook · Bastille

Start with the arrival, not the algorithm.

Most maps greet you with a blank box and a default fastest path. Waylight starts with the texture of the place: warm noon light, dense blocks, the pace of the street.

01

Shade · Notre-Dame

Comfort changes block by block as the day turns.

Shade matters differently at 2pm than 7pm. Sun exposure, tree cover, and heat all reweight the route when the city gets harder to move through.

+18% more shaded path −2 min detour tolerance Live heat-aware reranking
02

Choice · Tour Eiffel

The best route is sometimes slower on purpose.

People do not only trade time. They trade stress, noise, glare, and whether they feel comfortable walking a stretch alone. Waylight makes those tradeoffs legible.

Personal fit 28 min

Shaded, calmer, better lit later, with a pharmacy en route.

Fastest 22 min

Quicker, but louder, harsher, and less forgiving after dark.

03

Light · Sacré-Cœur

When daylight drops, the map should notice first.

Lighting is not cosmetic data. It changes whether a route feels supportive, exposed, active, or avoidable. Waylight responds as evening settles in.

Lamppost density Open storefront glow Pedestrian activity Late-hour suitability
04

Quiet · Le Marais

Local knowledge is part of the route engine.

Public datasets rarely know that a pavement is blocked, a shortcut feels hostile, or a corner became a good stop after 9pm. Community reports let Waylight model what the city actually feels like right now.

05

Close · Invalides

One product grows into physical-world intelligence.

The consumer wedge creates the learning loop. Once the system understands suitability for real people in real places, that intelligence can support cities, transport operators, and AI agents that need to reason about the street beyond coordinates.

Consumer · walking, cycling, access Platform · cities, travel, AI agents Moat · comfort graph trained by use

Community

The product gets sharper every time someone says, "this block felt wrong."

Reports

Street-level updates

Blocked pavements, harsh crossings, dark stretches — the kinds of route truths only locals can notice quickly.

Discord

Early user loop

A visible place to join, react, and shape the next layer of the product in public.

AI planning

Requests grounded in place

"Quiet, shaded walk with a useful stop on the way" becomes a real route problem, not just a chatbot sentence.

Join the community

Try Waylight

The scroll got you the thesis. The demo proves the behavior.

Open the prototype, compare route tradeoffs, and join the community shaping how Waylight models comfort in the physical world.