Humesh
Research prototype · October 2026
A WORLD WHERE YOUR ASSISTANT FINDS THE MATCH

An economy
that finds you.

You make things. You want things. Somewhere in the world, there's a match. Humesh imagines a future where a personal digital assistant recognizes the opportunity, checks the terms, and brings you a ready-to-accept offer—without another marketplace to manage.

No users, real purchases, or payments in this demonstration. Every agent and transaction is simulated.
Opportunity discoveredSomeone wants your handmade planter
Offer received · $38.00 · Waiting for approval
Need fulfilledLatte art, learned
Your agent found a tutorial from a creator in Thailand · $9.00
NOT A STORE. A CONNECTION LAYER.For human creativityFor changing needsFor any personal AIFor exchanges that never happened before
THE ECONOMY LAB / 01

What if finding the right person
was effortless?

Imagine 1,000 people. Each has something they enjoy making and things they might want to buy. We let their imaginary digital assistants look for useful exchanges, then compared the results with ordinary limited browsing.

1Invent 1,000 people

We give each imaginary person a hobby, things they can offer, money to spend, and changing wants.

2Try two ways to find a match

Like shopping with only five random choices, versus a digital helper that looks through every relevant offer.

3Compare the results

Over four pretend days, count successful purchases and earnings under the same starting conditions.

What's a “personal agent”? It's simply a digital assistant acting for someone. It might notice what you make, understand what you want, and bring you an offer. In this demo, those assistants are simulated rules—not real AI assistants.

SYNTHETIC 1,000 imaginary people
1,000
Imaginary people
Each can make and buy things
0
Humesh matches completed
vs. 0 with limited browsing
$0
Paid to makers in the simulation
Measured against baseline
0%
Requests successfully filled
vs. 0% conventional
COMPLETED EXCHANGES · BY SIMULATED DAY
Limited browsingHumesh discovery
Ready to play · four pretend days
Same 1,000 imaginary people in both versions. Ordinary browsing gets five randomly selected options per request; the connected system gets to compare every relevant option. Both honor budgets and how much each maker can supply.
EXAMPLES OF IMAGINARY EXCHANGES
Press “Replay simulation” to see examples of completed imaginary transactions.
These examples come from the computer simulation. No real people bought or sold anything.

This is a computer-generated thought experiment, not a trial with real people. The same made-up requests go through two different discovery methods. In one, a person sees only five choices; in the other, a digital helper can inspect all relevant choices. The helper has a built-in advantage, so the results demonstrate what better visibility could change—not what will happen in the real economy. Prices, buying decisions, and successful deliveries are all assumptions. No new money is created by the simulation.

THE MECHANISM / 02

Make what you love.
Let the connection happen.

No listings to maintain, no hunt for buyers. With your permission, your digital assistant learns what you like creating and what you might need. It works with other people’s assistants behind the scenes.

01 / NOTICE

Supply already exists.

Your assistant notices the small wooden planters you make on weekends, from photos and information you choose to share. It learns which sizes and materials you can offer and what price would make it worthwhile.

02 / CONNECT

Demand changes daily.

Another person’s assistant notices they are looking for a handmade desk planter. The two assistants compare dimensions, wood type, price, and shipping. If there is a near match, they may suggest a modification without committing either person.

03 / EXCHANGE

Value changes hands.

Your assistant presents a clear offer, or acts only within the spending and selling limits you have explicitly approved. Licensed payment providers handle real settlement; trust grows from verified outcomes.

✧ Maker’s assistant
PRIVATE CONTEXT
“I make small wooden planters.”

Handmade oak desk planters, about 8 inches long. A minimum price, local inventory, finish options, and shipping details.

Only approved signals disclosed
⇄
✦ Buyer’s assistant
CHANGING INTENT
“I’d love a small planter for my desk.”

A housewarming gift, under $50 total. Natural wood, compact enough for a windowsill, delivered next week.

Need expires automatically
The assistants find a match. The buyer offers $38 for a handmade oak planter, plus $7 shipping. The maker can accept, decline, or counteroffer. Both assistants check dimensions, delivery, the buyer’s budget, and each person’s approval settings. Nobody had to post a marketplace listing. Illustrative scenario only—there is no real order.
A SHARED LANGUAGE / 03

Open intent.
Independent agents.

Meet MIE/0.1, the proposed Mutual Intent Exchange format—a shared way for digital assistants to describe what someone can make, what another person needs, and the terms of a possible exchange. It complements existing A2A and commerce standards instead of replacing them.

The assistants talk; people stay in control.

Each person’s assistant keeps private details private. It shares only what is needed to find a match, then checks price, permissions, approvals, delivery and payment. You can change or revoke that permission.

A2A communicationMIE/0.1 shared languageUCP / ACP adaptersAP2 conceptsRevocable consent

The draft and schemas are experimental. No independent agents, commerce protocols, or payment providers are integrated into this demo.

ILLUSTRATIVE ECONOMIC INTENT
{
  "mie_version": "0.1",
  "kind": "intent",
  "visibility": "broker-only",
  "subject": {
    "category": "craft",
    "description": "Small wooden planter",
    "modality": "physical-product"
  },
  "economics": {
    "currency": "USD",
    "budget_minor": 5000
  }
}