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MILAGPT
cooperative Β· AI-agent factory
Keynote Β· AI Incubator Launch 2026 Β· Tashkent

AI Workers do the work β€”
to make you free and happy

AI Worker Ownership
Speaker: Shakhruz Ashot Ashirov β€” founder of MILAGPT
AI Incubator Launch 2026 Β· Tashkent
02 / 15
The reframe Β· four definitions

Assistant, Agent, Worker, Partner

Four words people mix up. If you can’t tell them apart, you can’t own them or grow them. Here is who is who.

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Assistant

Helps when you ask β€” music, languages, reminders, your day. On call.

🧭

Agent

Acts on your behalf. Represents you and carries a task to its goal on its own.

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Worker

Works alongside you 24/7 β€” does what you can’t, won’t, or have no time for.

🀝

Partner

Like Mila β€” takes part in decisions and runs your assistants and workers. Grown individually.

Every person will have many assistants and workers β€” and one partner they grow themselves. We build the factories that supply them.

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Thesis one Β· the foundation

Learn to trust AI β€” my own path

2022
I paid no attention to AI at all.
2023
I didn't believe AI could help me with anything bigger than generating images.
2024
I didn't believe AI could write code.
2025
I let go and started to trust AI β€” with code, with text.
2026
I began to grow my own AI partner.

And you β€” what have you already trusted your agent, assistant, partner with?

EmailCalendarNews gatheringYour codeWriting codeRunning social mediaFinance adviceLearningExpense tracking

Every time I doubted, I missed the train. The lesson: trust earlier β€” and trust, but verify.

04 / 15 🀝
Reframe Β· framing

β€œWhat you name the boat β€” is how it will sail”

How you frame it is how it behaves. Two moves most people don’t dare make yet:

🏷️

1 Β· Name it

Give it a human name. Talk to it like a person β€” and it becomes a real member of your team.

🎭

2 Β· Give it context

Tell it who it is β€” assistant, agent, worker, or partner. That single choice changes how it acts.

And I refuse to say “artificial” β€” I read the same letters as Absolute Intelligence. Artificial = not real, an imitation; it belongs to a platform and serves millions. Absolute = whole, unconditional, entirely on your side β€” you name it, grow it, fill it with your context. Not a rented tool β€” a partner grown for you.

05 / 15
Thesis two Β· how you talk

Talk to the intelligence β€” by voice

How you talk defines the result. One move changes everything: stop typing β€” start speaking.

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Speak, don’t type

Talk to your agent, your assistant. Dictation pulls you into the flow of the work.

🧩

Give more context

Context matters more than a perfect prompt. The more you tell it, the better it gets.

🌊

Get into the flow

A living, spoken dialogue beats slow, exact typing every time.

My insight: the depth of context opens up when you speak β€” not when you try to type it word-for-word.

06 / 15
The vocabulary Β· words that unlock features

Magic keywords

Certain keywords open certain powers. Say them β€” and your intelligence gains a whole new ability.

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β€œThank you”

Gratitude raises the value of every next iteration.

🐝

β€œWorkflow”

One word launches a swarm of parallel sub-agents β€” a worker becomes a team.

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β€œMCP”

Three letters: hands, eyes, access. Say it β€” and your AI starts doing.

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GitHub

Connects your agent to GitHub β€” real repos, code and ready playbooks. It learns from working code and builds, instantly.

Obvious ones you already know: explore Β· memory Β· plan Β· agent Β· context.

07 / 15
Owner’s lifehacks Β· the sequence

Six moves that grow an owner

🏷️

1 Β· Name it

A human name, and you speak to it like a person.

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2 Β· Speak by voice

Dictate. Get into the flow, give more context.

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3 Β· Give it emotion

Charge it up β€” and it gives you everything it has.

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4 Β· Help it self-check

Loops beat precision: do β†’ check β†’ fix β†’ redo. Don’t nail it in one shot β€” build loops.

🎯

5 Β· Create skills

Wrap working loops into skills β€” abilities that stay and compound.

⏰

6 Β· Create habits

Turn skills into routines β€” morning digest, meeting ears, your wiki, social on autopilot.

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The software revolution Β· what NOT to do today

Stop working the old way

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Stop typing documents

The way we did for thirty years β€” dictate, and your partner drafts.

⌨️

Stop hand-writing code

Software changed radically in 13 months. Direct β€” don’t type line by line.

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Stop googling

Hours of reading sites β†’ a summary, a digest, a result in seconds.

The test: if you can’t talk to it β€” if it doesn’t think, doesn’t understand your voice β€” it’s not software. It’s a dashboard.

09 / 15
The 3rd revolution Β· how we talk to AI

The third interface revolution

Every leap in how we reach a neural net opened a new era. We are living through the third.

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Wave 1 Β· Web chat

You open a tab and type to the model. One human, one box.

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Wave 2 Β· Mobile + voice

The assistant in your pocket. You speak β€” it listens, anywhere.

🀝

Wave 3 Β· AI in the room

Your AI as a participant in chats β€” talking with other people and with other AI agents. It works among us.

From a private tab β†’ to your pocket β†’ to a teammate that talks to everyone.

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Architecture

One Central Intelligence β€” your AI director, aka Jarvis

Don't scatter across ten tools. Keep one central smart partner β€” an AI director that holds your whole world: projects, tasks, calendars, your context β€” and gets smarter every month. It directs all your other assistants and workers.

🧠

One brain

Your context lives in one place β€” one window that remembers everything.

🎯

It directs the rest

The AI director hands work to your assistants and workers, then checks it.

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Grows with you

Every month it knows you better and does more on its own.

This is Mila for me β€” one central partner that runs the team.

11 / 15
New professions Β· in the age of AI (Andrej Karpathy)

5 professions of the future

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Prototyper

A fountain of ideas β€” tests dozens of hypotheses.

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Builder

Turns an idea into a working product.

🧹

Sweeper

Cleans code and UX, simplifies the system.

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Grower

Drives the product to Product-Market Fit.

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Maintainer

Keeps a mature system reliable.

These are the new types of work β€” the professions of the AI age. Directing them is the human’s new craft.

12 / 15
A personal story

2026 is what 2010 was for crypto

In 2010 I was living in New York. I wasn't part of the bitcoin community, I never caught the fever of mining electronic money β€” and I missed the entire wave. I bought my first bitcoin already at $3,000.

Today is different. You're in the right place, at the right time, in the community of people who build AI workers. Don't repeat my mistake of 2010.

13 / 15
The charge

Invest your money, time and attention into smart assistants & workers

Smart assistants and workers do the work for you β€” the best present-day workforce. And a partner you grow yourself.

  • πŸ› οΈBuild assistants
  • πŸ’ΌPut them to work
  • πŸŽ“Train them
  • 🌱Grow your partner

This will make you wealthy and happy. And now β€” where we invest it ourselves.

14 / 15
Why this matters for the country

Uzbekistan doesn’t need a million coders β€” it needs a million AI-worker owners

The old plan: train a million developers. The new plan: teach our youth to grow their own AI workers β€” and with them serve clients worldwide, in dollars, from Tashkent. I already do this today with MILAGPT.

15 / 15
Let’s build together

Come grow your own AI workers

All my contacts and links are on one page β€” scan and let’s talk.

ashotai.com QR
Speaker: Shakhruz Ashot Ashirov β€” founder of MILAGPT
AI Incubator Launch 2026 Β· Tashkent Β· milagpt.io
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