Declared Reasoning AI
MDIL SDK · launching 17.11 at 17:11 REMAP beta is open now

Every AI answer, with a receipt.

Most AI asks you to trust it. MDIL lets you check it. MDIL is a deterministic reasoning layer: it decides by rules you can read, any model writes the words, and every answer leaves with a receipt.

Tue 17.11.2026 · 17:11 HelsinkiAllas Pool Helsinki

Launch: Tuesday 17 November 2026 at 17:11 Helsinki time, at Allas Pool Helsinki.

  • A receiptevery answer leaves with one
  • Rulesit decides by rules you can read
  • Any modelwrites the words. It never decides.
  • You check itmost AI asks you to trust it
The film · the black boxMDIL SDK
A dark cube labelled AI MODEL with a question mark, floating under a spotlight: the black box
pausedlive animation: mdil.ai/whatis ↗

Sign up · three betas

One email each · in order of arrival
One email

MDILSDK

beta
Upcoming

The reasoning layer itself, for your own stack. The beta opens at the launch on 17.11; join the waitlist to hold your place.

For you if you build AI into your own product.

REMAP

beta
Live · sign up

Wraps the agent you already have and moves its decisions onto a deterministic plane. Limited places, in order of arrival.

For you if you already run an agent.

I am signing up as

airut

beta
Waitlist

An AI agent your business can trust. And send out. It answers from facts you have approved, and asks you when it doesn't know.

For you if you run a business.

MDIL Labs Oy (Helsinki) keeps your email and the lists you picked only to tell you when they open or to invite you, nothing else. AIRUT signups are also seen by the AIRUT team (info at airut.ai). Ask info at mdil.ai to see or delete them at any time. Lists are deleted within 12 months, and the party list right after the party.

Questions first? Ask Airut, the chat at the bottom right: what REMAP changes, what happens to your data, where the savings come from. It runs on MDIL: MDIL decides how each answer is built. What the chat keeps, and for how long: Privacy.

Launch party · by invitation

The MDIL SDK launch

Date
Tue 17.11.2026
Time
17:11
Place
Allas Pool Helsinki

Want to be there when it launches? Request an invite.

Admit one · Helsinki
Declared

Thank you, we have declared you to the event.We'll write when the invitations go out.

Admit one · Helsinki
REMAP Remap and control your agents
Introducing MDIL REMAPBeta live

The cheapest token is the one you don't need.

REMAP wraps the agent you already have and moves its decisions onto a deterministic plane: no tokens, no GPU, every decision audited. The model keeps writing. It stops deciding.

Signups open · limited places · in order of arrival

The film · inside the box
A dark cube labelled AI AGENTS with a question mark, floating under a spotlight: the opening of the REMAP animation
pausedlive animation: REMAP · inside the box ↗
  1. 01

    The split

    The decision is made before the LLM is invoked. Routing, guards, privacy and are-we-done are deterministic computation, with no model in the loop.

  2. 02

    No GPU

    None, on the common path. It runs on the hardware you already own.

  3. 03

    Verifiable

    Decisions are made by declared, deterministic detector ensembles (MMTs), not by trained weights. Every result lands in a hash-linked, tamper-evident audit chain.

  4. 04

    Wrap, don’t rebuild

    Your framework, tools, prompts and code stay. REMAP moves only the decisions where an agent goes off the rails.

airutA service built in Finland on MDIL
AirutOne chat
Green message threads converging from the left: the opening of the AIRUT one-chat animation
pausedlive animation: AIRUT one-chat ↗
Waitlist · join now Airut for Business Built in Finland on MDIL

An AI agent your business can trust. And send out.

Airut welcomes your guests in their own language, answers from facts you have approved, asks you when it doesn't know, and relays your answer. On your website, in WhatsApp, wherever your guests are.

If you can read and write, you can build your own Airut.

Trust

An agent you can trust.

Nothing reaches a guest that isn’t in your approved facts or from you. When it doesn’t know, it asks you, then relays. Never a guess.

Reach

An agent you can send out.

Airut talks to others on your behalf: on your site, in your guest’s WhatsApp, in any language, and back to your phone when a question is one for the house.

Cost

It gets cheaper the longer it runs.

An answer once approved is served by the engine, not the model. Answering it again costs nothing.